The Class Conflict Theory Proposed By Karl Marx - 1571 Words

The Class Conflict Theory proposed by Karl Marx explains that society changes due to the need for human beings to have a higher level of social class. This is essentially a framework developed by Marx that he aimed to use to explain the mode of social stratification happening during his time, its root causes, and its main effects. Marx had a unique view on the nature of different social classes. He believed that there are only two social classes where people can belong (Marx McLellan, Karl Marx, Selected Writings, 2000). These two social classes are the bourgeoisie and the proletariat, social classes. To begin with, the bourgeoisie are those who belong to the upper class in the advantaged position of earning profit (Brym et al., 2003, p. 202). He described them as the class that controls the different means of production. Examples of owning various means of production would be businesses, factories, tools, and land (Brym et al., 2003). When employed during his timeline, these would refer to the merchants, traders, entrepreneurs, and bankers who worked on their respective fields to generate wealth. Some of the principles of existence of the bourgeoisie social class, in fact, still exist today. For example, he mentioned that â€Å"the bourgeoisie cannot exist without constantly revolutionizing the instruments of production, and with them the whole relations of society† (Marx McLellan, 2000, p. 248). He seemed to be referring to the importance of innovation in order to get aheadShow MoreRelatedConflict Theory926 Words   |  4 PagesConflict theories are perspectives in social science that emphasize the social, political or material inequality of a social group, that critique the broad socio-political system, or that otherwise detract from structural functionalism and ideological conservativism. Conflict theories draw attention to power differentials, such as class conflict, and generally contrast historically dominant ideologies. It is therefore a macro level analysis of society. Karl Marx is the father of the social conflictRead MoreKarl Marx: Conflict Theory Essay878 Words   |  4 PagesKarl Marx: Conflict Theory The most influential socialist thinker from the 19th century is Karl Marx. Karl Marx can be considered a great philosopher, social scientist, historian or revolutionary. Marx proposed what is known as the conflict theory. The conflict theory looks at how certain social interactions occur through conflict. People engage in conflict everyday to gain more power then others in society. Karl Marx is known for studying the conflicts that occur between different classes. KarlRead MoreIndustrialization Of The Industrial Revolution1214 Words   |  5 Pagessystem. The process of industrialisation largely affected the division of labour due to the increase in the mode of production. During this period, society transitioned from feudalism to capitalism due to the increasing progress of technology. â€Å"For Marx the industrial revolution marked the transition between two essentially different periods of capitalist development, the first being characterised by the dominance of manufacture and the second by the dominance of ‘modern industry’† (McQuaire, 1978Read MoreThe Core Concepts Of Sociology1578 Words   |  7 PagesThe core concepts of sociology are a combination of original theories with improved sociological approaches that build upon them over time. Sociology utilizes three main theories to approach the study of society with different focus points that result in different outcomes. Furthermore, as stated by Robert Faris and William Form from britannica â€Å"The early schools of thought each presented a systematic formulation of sociology that implied possession of exclusive truth and that involved a convictionRead MoreKarl Marx And The Communist Manifesto1044 Words   |  5 Pagesworld was forever changed when Karl Marx published The Communist Manifesto, the ideas of a state less and classless society would inspire many, and forge the path that many nations would follow, and give rise to numerous conflicts throughout the 20th century. Karl Marx was born in Trier, Germany on May 5th 1818. During his early years he studied philosophy and law, in 1834 Marx had moved to Paris and had adopted a radical view of socialism known as communism. Marx met and became friends with aRead MoreSociological Imagination 1209 Words   |  5 Pagespaved the way for sociologists like Mills and allowed for ideas like the sociological imagination to develop. Comparatively, European sociology was more theory based and American sociology was mostly based around practical experiments and action. There are three main architects of modern sociology. These men are Emile Durkheim, Max Weber, and Karl Marx. Emile Durkheim analyzed the different stages of a civilized society. Pre-industrial societies utilized mechanical solidarity because every person inRead MoreKarl Marx s View Of Contemporary Social Ills1674 Words   |  7 Pagesthe elite class to enforce their wishes and will on the less fortunate (Jessop 174). This essay seeks to g ive a discussion of Karl Marx’s view of contemporary social ills, and how this is symbolic of the ongoing Industrial Revolution. The paper will also give Marx’s remedy for the situation, and a discussion on how this can be an ideal but an impractical solution. Karl Marx was the first sociologist to develop the theory of conflict perspective of how the society functions. This theory had to doRead MoreTalcott Parsons And Structural Functionalism1428 Words   |  6 Pages Structural functionalism, or simply functionalism, is a framework for building theory that sees society as a complex system whose parts work together to promote solidarity and stability. This approach looks at society through a macro-level orientation, which is a broad focus on the social structure that shape society as a whole, and believes that society has evolved like organisms. This approach looks at both social structure and social institutions. A common analogy, popularized by Herbert SpencerRead MoreSocial Conflict Theory2039 Words   |  9 PagesIntroduction The social conflict theory is based on society being a complex system characterized by inequality and conflict that generate social change. Social conflict can be seen all over the world we live in: in sports, politics and normal social engagements and society at large. Karl Marx studied social conflict His entire life and wanted to reduce social inequality. The social conflict theory can be described as favoritism; Society tends to show favoritism to the prestigious members of thatRead MoreThe Theoretical And Methodological Perspectives Of Radicals Karl Marx And Friedrich Engels1162 Words   |  5 Pages In the comparison of the theoretical and methodological perspectives of radicals Karl Marx and Friedrich Engels, with the more liberal teachings of Emile Durkheim and Max Weber, there must be an understanding that essentially they were all intellects of the period of the Enlightenment. The philosophical basis of the Enlightenment was that human beings are substantially perfecti ble. This meant that human beings could be taught things and that there was never an end to the capacity of what could

Hate Groups in the United States Essay - 1142 Words

Hate Groups in the United States Right now, there are many active hate groups in the United States such as the Ku Klux Klan, Neo-Nazi, Skinheads, Christian identity, Black Separatists, etc. These hate groups like the Ku Klux Klan, which is one of America’s oldest and more feared, use violence and move above the law to promote their different causes. Another example is a group called Christian Identity, who describes a religion that is fundamentally racist and anti-Semitic; and other are the Black Separatist groups, who are organizations whose ideologies include tenets of racially based hatred. Because of the information gathered by the Intelligence Project from hate groups’ publications, citizen’s reports, law enforcement agencies,†¦show more content†¦They can give them a wide range of duties from simple responsibilities like guarding a door, to big responsibilities like organizing recruitment. When they complete the tasks given to them by the group, they feel like they are needed for the survival of the group, and they have purpose in life. This is one reason why hate groups should not be allowed to exist because young people are the future of our society and these hate groups are trying to turn them into a bad element for the society. As hate crimes have risen in number during the past five years; many state governments have attempted to prevent such crimes by passing laws called bias laws. These laws make a crime that is motivated by hatred based on the victim’s race, religion, ethnic background, or sexual orientation a more serious crime than such an act would ordinarily be. Many people believe that these laws violate the criminal’s freedom of speech. Many hate group members say that freedom of speech is the right to say or write or publish one’s thoughts, or to express one’s self, they also say that this right is guaranteed to all Americans. But people and organizations who are against these hate groups ask themselves if the first amendment include and protect all form of expression, even those that ugly or hurtful like the burning crosses. The Supreme Court Justices have decided that some kinds of speech are not protected by the Constitution,Show MoreRelatedThe Klux Klan And Kkk Kla n1122 Words   |  5 PagesThere are many hate groups that operate within The United States. One of the oldest hate group is The Ku Klux Klan (KKK). In 1970 the Ku Klos Knights of the Ku Klux Klan was formed. There are several Klan’s throughout The United States. One in particular operates in Missouri. There are many Klan’s throughout The United States. Most of these groups operate in the south. There is also mission and message these groups try to convey. Although the KKK used to be known for their violence, the KKKRead MoreHate Crime Essay816 Words   |  4 PagesThe term hate crime became part of the American lexicon in 1985 when it was coined by United States Representatives John Conyers and Mario Biaggi. Although the term hate crime and societal interest in it are relatively recent developments, hate crime has deep historical roots. Throughout U.S. history, a significant proportion of all murders, assaults, and acts of vandalism and desecration have been fueled by hatred. As Native Americans have been described as the first hate crime victims, hate crimesRead MoreAnti Nazi, Black Separatist, And White Nationalist1090 Words   |  5 PagesIn our world today, it is unfortunate that people are using their hate as motivation to do immoral actions towards other innocent victims. In 2014, information was recorded by the Southern Poverty Law Center that there were around 784 active hate groups in the United States (Brunker par.4). A hate group is defined as a collection of people that promotes and performs aggressive actions towards members of a race, gender, sexual orientation, ethnicity, and many more characteristics. Ku Klux Klan, NeoRead MoreHate Groups Essay1157 Words   |  5 PagesBAN THE HATE GROUPS!! br brRight now, there are many active hate groups in the United States such as the Ku Klux Klan, Neo-Nazi, Skinheads, Christian identity, Black Separatists, etc. These hate groups like the Ku Klux Klan, which is one of Americas olde st and more feared, use violence and move above the law to promote their different causes. Another example is a group called Christian Identity, who describes a religion that is fundamentally racist and anti-Semitic; and other are the Black SeparatistRead MoreSpeech : The Freedom Of Speech Essay1624 Words   |  7 Pages Citizens of the United States are privileged to the freedom of speech under the First Amendment, but the constitutional limits of the freedom of speech have been questioned on multiple occasions. Citizens of the United States have called upon the Supreme Court numerous times to interpret the meaning of the First Amendment, and the court has censored some forms of speech such as obscene speech --which has been prohibited--and indecent or pornographic speech--which has been regulated (Barrett, 1999)Read MoreHate Speech Should Not Be Restricted at Universities Essay1333 Words   |  6 PagesThroughout history, the United States Constitution has been put to the test over the issue of free speech. The First Amendment states, Congress shall make no law respecting an establishment of religion, or prohibiting the free exercise thereof; or abridging the freedom of speech, or of the press; or the right of the people peaceably to assemble, and to petition the Government for a redress of grievances. Even though free speech is one of the core American values proudly embedded in each citizenRead MoreFree Speech vs. Hate Speech Essay1362 Words   |  6 PagesThroughout history, the United States Constitution has been put to the test over the issue of free speech. The First Amendment states, Congress shall make no law respecting an establishment of religion, or prohibiting the free exercise thereof; or abridging the freedom of speech, or of the press; or the right of the people peaceably to assemble, and to petition the Government for a redress of grievances. Even though free speech is one of the core American values proudly embedded in each citizenRead MoreHate Crimes on the Rise in USA780 Words   |  3 Pagesï » ¿Hate Crimes in the United States In many cities throughout the United States, hate crimes are on the rise. A hate crime is a traditional offense like murder, arson, or vandalism with an added element of bias. For the purposes of collecting statistics, Congress has  defined a  hate  crime  as a criminal offense against a person or property motivated in whole or in part by an offenders bias against a race, religion, disability, ethnic origin or sexual orientation (FBI, 2012). Hate crimes have increasedRead MoreA Report That Was Released By The United States Justice Department1552 Words   |  7 PagesA report that was released by the United States Justice Department on February 12, 2016, showed that a â€Å"Florida man pleads guilty to a hate crime for threatening to firebomb two mosques and shoot worshippers.† The 43-year-old man by the name Martin Alan Schnitzler was arrested by the FBI on November 17, 2015, after he made numerous threats to shoot children in the head and firebomb a mosque in Petersb urg, Florida. In his two recorded messages, Schnitzler said that he is watching the news report thatRead MoreEssay on How to Fight Hate Groups566 Words   |  3 PagesA Hate Group is an organized group that acts with violence and hate towards people because of their religion, race, gender, and/or sexual orientation. Hate groups act either verbal or physical towards certain people. There are many different hate groups. Some hate groups don’t like anyone who is black, some act against people who are homosexual, and some don’t like and will act cruel toward someone who is Jewish. According to the Southern Poverty Law Center (SPLC), there are 926

Kant on Milgram’s Perils of Obedience Free Essays

Stanley Milgram conducted a study through a laboratory set-up to evaluate the perils of obedience of different subjects and participants of the study. One of significant results of his study entails that ordinary people, his participants, actively performs his or her job without any hostility and regard in their participation on something wrong done. (Milgram, 1974). We will write a custom essay sample on Kant on Milgram’s Perils of Obedience or any similar topic only for you Order Now To some evaluated participants, the case describes their disobedience with the standards of morality given the provision of a governing or instructing authority. Participants who were made to do wrong at some point, would derive satisfaction from the wrongness by knowing that they obeyed the authority commanding their actions. Milgram mentions that obedience can be defined as the ability of an individual to disassociate his responsibility on the wrong act because he only granted his authority’s wishes (Milgram, 1974). Moreover, a subordinate would feel shame or pride depending on how he has followed an authority’s instructions. The reality this reflects in the society maintains that loyalty, duty and discipline are significantly strained with the emotional and obedience conflicts. A subordinate’s defined role is does not necessarily instill his morale, but rather socially construct his role based on the social provisions, including defiance of his role in the perspective of his authority. Obedience in some cases also reflects a defense for people to do wrong things, as explained in the article, many participants who became the teacher in the set-up, punished the learner because they were following the instructions of the experimenter, and assured of no responsibility with the learner. People heeds to authority without discerning their own stance or the consequences of their actions. Based on Kant’s model of society, all disobedience from the supreme legislative power, or the authority and law, is considered as the greatest and most punishable crime of mankind because it inhibits the very foundations of society. Kant’s position on obedience does not allow the challenge of authority, and rejects the right of revolution or rebellion. (Williams, 1983) The evidence is shown through the study conducted by Milgram. Kant strictly attributed authority with the same governing laws and constitution of a society, thus disallowing any form of disobedience. Realized through Milgram’s article is the conflict which arises from following the authority with personal moral issues within an individual. Kant’s philosophy on this maintains the duty of all individual to hope for both moral and positive law to be achieved. (Williams, 1983) Kant defined obedience as a requirement of pure reason from individuals and makes them coerce with the law of an authority, while maintaining their freedom within and among their fellows. (Williams, 1983) The system of an authority demands strict adherence from the subjects of the state, because that makes individuals be the subject of authority. However, Kant subjects a restriction to an individual to resist conflict of the morality of one’s own, with his adherence to the authority. The arguments resolved by Milgram on his study entails how individuals refer to their morality with obedience to authority. Evidently, emotions and moral issues comes in conflict with being submissive to authority, but in the end, people act even in contrast with their emotion because the pride and satisfaction of doing what can be considered as wrong, comes from following the directives of the authority. How to cite Kant on Milgram’s Perils of Obedience, Papers

Emerging Technology of Automatic Cars

Question: Describe about the Report for Emerging Technology of Automatic Cars. Answer: Historical Timeline and Predecessor Assessment Auto Transmission- 1 Auto Transmission Technology in cars enables the cars to auto tor more specifically self-shifting Transmission. The auto transmission of the gears helps the driver of the car to change the gear without using the clutch or gear (Kahlbau Bestle, 2013). Basically the technological concept is in these cars is if there is a n-speed Auto-Transmission car where n indicates the number of forward gear ratios, this type of car can change automatically gear ratios according to the movement of the car which gives the freeness to the car driver from shifting the gear manually. This in turn helps reducing the psychological stress of the driver and drive more safely Some of the key Benefits of Auto Transmission cars are- These cars are easy to operate as driver does not require to use clutch to set the timing for shifting and adjusting transmission. These cars operate remarkably well in Traffics. More Accurate and powerful. Pre collision technology- The companies like Ford and Hyundai developed the pre collision technology and the pedestrian detection technology (Kahlbau Bestle, 2013). These technologies alert the driver when they are not paying attention to the road and there is a probability of collision. This Technology continuously monitors the surrounding of the car and in case of collision it raises the alarm. If after the alarm the driver does not respond to the alarm, the system uses the breaks automatically to stop the car and avoid the collision. It is helpful in even the frontal collision. Rear mounted radar- This system helps the driver of the car to avoid the objects that are immediately behind the car and can cause harm to the boy of the car (Bellur, 2014). This Rear mounted radar technology automatically scans the objects behind the car and send the images in the camera placed in car. This radar system also alerts the driver of the car in case of traffic too. Most of the cars use hidden LCD in the mirror for Rear Mounted Radar System. It can also help to avoid the collision with the other cars in the parking area (Dooley et al., 2016). Vehicle-to-Vehicle communication- Vehicle-to-Vehicle communication is a wireless technology that alerts the nearby car and helps in reducing the accidents by exchanging the details and position of the car. This technology helps the cars to broadcast the position, speed, break status and other data within the circle of few hundred meters so that the other cars can know their positions and status to alert the sensor systems and the driver of the car (Takai et al., 2014). In the year 2015 Ford introduced this technology in its Automatic cars. Historical timeline of the different technologies used in the Automatic car The actual automatic or autonomous vehicle technology was actually developed during 1960s when the space race was in full swing and the researchers were looking for technologies to land an autonomous vehicle on the moon. The first idea to develop a lunar rover vehicle which will be controlled by a remote was first conceptualised by James Adam, who was an engineering student at Stanford University in the year 1961 (Chang, Wang, Yu, 2011). But the main problem in that idea was how the vehicle will be controlled as there will be a delay of 2.5 seconds in the relay of the commands to the vehicle. This paved way for the development of the worlds first truly self-driven vehicle. This vehicle was called as Cart, which was fitted with the various cameras and the vehicle was programmed to follow a solid white line on the ground automatically. The automatic vehicles of today are through advanced but they rely on the same camera technology to detect the path. Another major development was achi eved in the year 1977 in the field of automatic car technology when the Tsukuba Mechanical of Japan was able to produce the first automatic passenger car vehicle which had the capability to completely recognize the markings on the street and travel automatically at the speed of 20 kilometres per hour. This passenger car also used two cameras that were mounted on the vehicle. In the year 1987, German engineer Ernst Discmans took a bold step in the field of automatic car technology when equipped a sedan car with various cameras and he connected those cameras with about 60 micro-processing modules so that the vehicle is able to identify and detect the objects on the roads both in front and back of the vehicle. The main feature of the technology that was used by Ernst was that the technology that he used provided a dynamic vision to the computer processor and allowed the car to filter the extraneous noise and just focus on the proper and relevant objects on the road. This technology is still used in todays automatic cars so that the cars identify the potential hazard and is able to do course correction. The technology used by the Ernst was able to drive the sedan automatically up to the speed of 60 kilometres per hour on the road. The major breakthrough in the field of the automatic technology for the cars was achieved in the year 1995 By General Automatics MQ-1. This technology relies on an array of radars to locate objects and see beyond the visual range (Segata Lo Cigno, 2013). The technology also has thermal imaging technology which enabled the vehicles to be able to drive in the night conditions also. In the year 2015 Tesla achieved a significant success in the automatic technology that allowed to have hands free control on the cars so that are driven in highway and freeway. Analysis of Impact Aim/ Objectives:1 The objective of the present study is To explore the emergence of the advanced autonomous car technology by drawing reference from the historical factors related to the topic taken under consideration. To evaluate the impact of the social and cultural, economic, political and environmental factors on the autonomous car technology. Historical issues: The background of the study explains the emergence of the autonomous car technology. The first successful autonomous car was introduced in the market during the 1980 (Geiger et al., 2012). Since that time, several research organizations as well as corporations have worked relentlessly towards the development of the prototype autonomous cars. The advancement in the technologies in the automobile industry has led to the development of the autonomous car technology that can offer greater reliability as well as safety than the cars in earlier period. As per reports, the inattention of the driver can be considered as one of the most important factors that can lead to 25% of the road accidents. The use of the autonomous cars however can increase the level of safety and help in relieving stress by using the automatics. The driver of an autonomous car can pay less attention to different situations related to the road traffic and thereafter identify the signs of an approach ing accident. However, from the perspective of safety both the autonomous cars and the manual cars have no decisive benefit over one another. However, the emergence of the autonomous car technology is also free from criticism as it is believed that the refined system of engineering can also not be associated to the level of complexity of the human brain (Ota et al., 2012). Figure 1: Consumer Preference towards the autonomous car technologySource: (Operations Research and Financial Engineering, 2016).Several surveys conducted on the autonomous car technology reveal the fact that the more number of consumers trust driverless automated vehicles. Facts and figures on the matter indicate that more than half of the global population that is around 57% of the consumers worldwide prefer the automated cars (Advisory, Assurance, Tax, Transaction Services, 2016). The above figures indicate the country wise preference towards the driverless cars and want their kids to ride the same. Figure 2: T rend IndicatorsSource: (Operations Research and Financial Engineering, 2016)In addition to this, surveys and researches conducted by UN World Urbanization Prospects, Navigant Research and many others reflects the fact that the introduction of the autonomous vehicles has brought about a paradigm shift to the entire mobility ecosystem. The researchers conducted by different agencies worldwide reveals the fact 95% of the road accidents are primarily caused due to the different human errors. Furthermore, there are several other reasons that have initiated the need and the preference for the Autonomous Car Technology (Inventivio - Innovative Software Products, 2016). Timeline of the driverless shows that the introduction of the automated cars was first introduced in the market during 1939 at the time when General Motors first presented the concept. Thereafter the concept further evolved with emergence with more advanced technologies. The diagram below explains the gradual evolution of th e autonomous car technology with time. Figure 3: Timeline of the evolution of the driverless car technologySource: (Inventivio - Innovative Software Products, 2016). Impact of the environment Political As rightly put forward by Beiker (2012), the political factors affecting the car industry concentrates on the primary rules and regulations, laws, measures of security and at the same time different restrictions that can be implemented to the industry as a whole. The government interventions depend on several situations and encompasses around lowering levels of taxes, rates of interest and the economic devaluation. The government in United States upholds the technological advancements to improve overall economic circumstances. For instance, Ford uses government incentives for supporting environment friendly products as well as sustainability. The developing nations also require political intervention for the development of the infrastructure especially the transportation infrastructure for increasing the demand for these technologically advanced vehicles (Jo et al., 2015). The governing units of United States normally do not prohibit the introduction of the automated vehicles. Howeve r, the District of Columbia has enforced laws that adequately address the operations of the autonomous vehicles. Again, the Nevada Legislature passed different laws in order to authorize the process of utilizing the autonomous cars. In accordance to the law, the governing units such as the laid down by the Nevada Department of Motor Vehicles is responsible for setting safety and performance standards and the agency is responsible for designating areas where autonomous cars may be tested (Floreano Wood, 2015). Economic The economic factors that affect the autonomous car industry include the growth rate of the US economy, high rate of growth of different developing markets and the strengthened value of dollar (Anderson et al., 2014). The economic factors are dissimilar and are associated to different rate of exchange, global economical growth and different business settings that in turn affect the industry. The high rate of cars manufactured at a particular period of time can lead to an increase in the revenue and development of new and advanced products. The automobile industry in the country faced a surplus of approximately 80% capacity during the year 2004 that again froze to 1.4 billion euro of the automobile sector (Anderson et al., 2014). Again, the prices of the automobile industry have not decreased much owing to the fall in the rate of inflation. A crucial factor that affects the external price elasticity is reliance on oil. In addition to this, the high prices of petrol do not lead to a decrease in demand of automobiles as more number of cars is fuelefficient. The autonomous cars are nowadays more fuel efficient than the older products and offers the consumers an opportunity to save money. Furthermore, the currency alterations have an immense impact on the overall competitiveness as well as supplies of the selected products and services in this increasingly developing global m arket. Social and cultural The social factors that affect the autonomous car industry include the alterations in the culture, tastes and preferences, demographics, pattern of purchasing and capacity among many others. The social factors that affect the autonomous car industry include: Outlook of the consumer towards the label of the autonomous car Demographics of the consumers. For instance, a person having a big family can prefer a big and spacious car to suit the entire family (Kritayakirana Gerdes, 2012). Changes in the purchasing pattern of the consumers are also affected by the economic recessions. The economic recessions affect the entire market and at the same time affect the purchasing power of the consumers. Technological The technological factors that are associated to the autonomous car industry include the following: technology involved in the process of reduction of the emissions of the CO2 and the reduction of the overall speed of the loss of the battery The autonomous cars that can successfully detect surroundings can make use of the advanced techniques that include the radar, GPS, computer vision, lidar as well as GPS among many others The autonomous cars that maintain self-control can appropriately interpret different sensory information for the purpose of identification of the navigation paths, barriers as well as applicable signage. Environmental The technological innovations associated to the autonomous cars can lead to improvement of the lives of people in the society. However, the autonomous cars or else the driverless vehicles can affect the entire environment of the society (Geiger et al., 2012). The autonomous cars can be represented as the scene as well as the possible solution to different climate alteration. However, the developed nations were ultimately successful in curbing the rate of carbon emissions and penetrate into an innovative paradigm of eco-friendly path technology. Moral and ethical issues In case of the autonomous cars, the drivers are compelled to arrive at moral as well as ethical decisions that can influence both the safety of their own and that of the others. The drivers also need to operate faster than the speed limit to remain consistent with the traffic flow. The practical factors and moral elements in the process of decision making make use of combination of different sensors as well as pre-programmed judgment in order to evaluate and at the same time react to diverse situations. The different situations include sharing paths with different other cars or vehicles, pedestrians and many others. Therefore, drivers in the autonomous cars can take into consideration the concerns among different technologists as well as ethicists (Beiker, 2012). Conclusion and Recommendation In conclusion it can be said that the autonomous car industry is immensely affected by different components of the environment that include the political, social and cultural, economic, technological as well as environmental. At the beginning, the present study elucidates in detail the background or else the historical issues associated to the emergence of the autonomous cars in the market. Consequently, the present study illustrates different factors of the environment that exerts immense impact on the overall industry of autonomous cars. Different facets of the business environment therefore help in understanding that the autonomous car industry can help in creation of revolution of the transportation industry both economically as well as culturally. Ethical Implications Introduction This study deals with ethical considerations of Autonomous Car Technology. In this particular assignment, focus is mainly given on selected technology and relating it with humanity attributes. Differences between two theories of ethics are explained named as Deontology and Teleology. Analysis on impact of technology on humanity Autonomous Car Technology represents major innovation in the automotive industry but uptakes penetration strategy from the point of view of humanity actions. Autonomous vehicles are under active development as well as viable options in transport sector (Vitell Hunt, 2015). This mainly offers potential ways for improving in the safety, efficiency as well as sustainability in road traffic. Humans will be able to experience significant benefits from reduced risk of accidents and delays at the same time. Autonomous vehicles cars drive little or no human input. Distinction between two ethical approaches on Deontology and Teleology Deontology Teleology Deontology is one of the approaches to ethics that mainly adheres towards theory implications. Teleology is an approach to ethics that mainly adheres towards theory at the end and justifies at the same time. It is also known as duty-based ethics It is also known as result-oriented ethics This particular approach teaches to be fair as not to use others for some of the selfish reasons This particular approach teaches about doing whatever actions for result production agreeable to specific person This approach mainly follows what is morally right as based upon values instilled in each person This approach examines past experiences for predicting the present actions Conclusion At the end of the study, it is concluded that Autonomous Car Technology should act in ethical ways for achieving future business prospective in smoother ways. The main differences between both the theories include past experiences in case of Teleology and duty-oriented ethics in case of Deontology References Daniels, J. (2001). Modern car technology: Jeff Daniels looks under the skin of today's cars. Spark ford, UK: Haynes. On a section of the report, I would be searching for the modern car technology. Daniels book explores the modern car technology. It tends to set out the guides to the non-technical readers on the systems on the current car work. It also provides the answers that may arise towards the current car. The book will be essential especially when providing the summary and conclusion of the report. Hosansky, D., CQ Press. (2014). Future of cars: Are Americans ready for self-driving vehicles? The book explores the concept of the science fiction Cars that drive themselves could be the reality on the showrooms for the next years to come. According to the authors David and CQ Press, they elaborate that the researchers and the automakers across the globe are testing and also refining on the technologies which will allow the cars to communicate with other vehicles. The book is essential to the research since I will use it to show the radical changes in the automobile industries. The literature review would be enriched with the content from the work of these authors. Mom, Gijs. 2014. The evolution of automotive technology: a handbook. https://digitallibrary.sae.org/content/r-435. On this book, it explores in the century of the automobile that is conceived as the cultural history of the technology. The approach of the book is to explore the car technology in the long term perspective more so on the evolution of the automotive technology. The book would be helpful to the research on the review of the literature since it elaborates on the cultural history changes of the motor vehicle technology and the innovation to now on the driverless cars. Naughton, K. (2016). Nearly 75% of U.S. Drivers Say They'd Let a Robot Take the Wheel. Claims Journal. Retrieved 8 July 2016, from https://www.claimsjournal.com/news/national/2016/07/01/271926.htm On my report, I will be researching on the emergence of the technology of automatic cars. On the Naughton article, nearly 75% of the US drivers would let the Robot take the wheel. The journal also explores that majority of those drivers are keen to replace the daily commutes drudgery. The article also examines that the companies that provide the forensic engineering of the automotive practices like rti. This company has the cutting edge technology to produce automatic cars. The journal also stipulated that the driverless cars would hit the market by the year 2020, of which was according to the Alixpartners. The journal would be important for the research since it would provide the technology advancement of the automatic cars. Self-Driving Cars to Create Long-Term Challenges for Auto Insurers: Moody's. (2016). Insurance Journal. Retrieved 8 July 2016, from https://www.insurancejournal.com/news/national/2016/03/29/403341. On this journal, it explores the self-care challenges of the auto insurers. According to Moodys, many causes of the motor accidence avoidance features are on the vehicles. These features would lead to the lower accident, and it would be a benefit to the insurers. The article would be helpful to the research since would be able to know the various benefits of the insurers and the challenges that may be posed to them. Daniels, J. (2001). Modern car technology: Jeff Daniels looks under the skin of today's cars. Spark ford, UK: Haynes. Hosansky, D., CQ Press. (2014). Future of cars: Are Americans ready for self-driving vehicles? Mom, Gijs. 2014. The evolution of automotive technology: a handbook. https://digitallibrary.sae.org/content/r-435. Naughton, K. (2016).Nearly 75% of U.S. Drivers Say They'd Let a Robot Take the Wheel.Claims Journal. Retrieved 8 July 2016, from https://www.claimsjournal.com/news/national/2016/07/01/271926.htm Self-Driving Cars to Create Long Term Challenges for Auto Insurers: Moody's. (2016).Insurance Journal. Retrieved 8 July 2016, from https://www.insurancejournal.com/news/national/2016/03/29/403341.htm

How the Presidential Candidates Views on Education Could Change College

The 2016 candidates for the Oval Office differ widely in their views, including what they believe about higher education. The countrys choice of a new president could greatly impact your ability to attend college or university and how much you pay for your college education. Donald Trump - (R, UPenn 68) Despite his vocal opinions on many topics, Trump has been surprisingly silent on the topic of higher education. In 2005, he began a non-accredited, for-profit college, although the school did not provide attendees with a degree. As a result, the New York State Department of Education requested that he rename Trump University, and he complied, changing it to Trump Entrepreneur Initiative. Trump also shared a social media comment in support of opening doors for international students to attend higher education institutions across the nation. However, he hasnt specifically spoken about any policies that he plans to implement when it comes to universities. Determining future implications for students proves challenging under Trump since he has no specific plans for change. Without some type of intervention, student debt would continue to rise with interest rates reflecting the market. Potential students might find the cost of college prohibitive, possibly keeping some of the brightest and best out of university. Bernie Sanders - (D, UChicago 64)) Sanders agrees with Clinton about the excessive costs of higher education and is well known for his belief that everyone should be able to attend school without incurring massive amounts of student debt. He plans to accomplish this by offering free tuition at all public higher education institutions, citing the model of countries such as Norway and Germany. Students with the lowest incomes should receive subsidies for books, living expenses and room and board, partly through work study programs. Furthermore, he wants to eliminate government profit on student loans by slashing related interest rates. He wants to permit those who have already amassed student debt to refinance at reduced rates. Wall Street speculators would bear the burden of this expense through a small tax. Similar to Clintons plan, new taxes will pay for Sanders proposal, although they will come from a different source. Again, his goal is to open the door for anyone who wants to attend college. Ben Carson - (R, Yale 73) As a retired neurosurgeon, Ben Carson has outlined some education plans as part of his campaign. He wants to use the education department to look into higher education institutions that are pushing any political biases. If they are found in violation, he proposes cutting their federal aid. He insists that colleges and universities should not be imposing their political beliefs on students, calling the practice propaganda. He thinks that the Department of Education should stop loaning students money for college and wants an easier process that streamlines financial aid and reduces student debt. However, he does not provide specifics on what that program will look like. Without details on what steps Carson will take to implement student loan debt reduction, its difficult to determine how higher education will be affected should he be elected. Hillary Clinton - (D, Wellesley 69) Clinton believes that the prohibitive costs of higher education keep people from achieving their dreams. She proposes no-loan tuition plans through the states, supported by federal grants. Furthermore, she says that the maximum that students should pay is 10 percent of their income when it comes to loan repayment. While the plan will cost an estimated $350 billion over the course of a decade, she plans to cut some tax breaks, including itemization, for the highest earners, which would need the approval of Congress. Clinton admits that taxes will pay for her proposal. Her plan opens the door for university attendance to students across the nation who cannot afford school. Ted Cruz - (R, Princeton 92) For the most part, Cruz has remained quiet about the topic of higher education. However, he supports academic merits and opposes affirmative action for college admission. When it comes to his personal Ivy League education, he claims that some liberals credit his academic success to affirmative action, which he vehemently denies. The removal of affirmative action would mean that race would no longer be a significant factor when it comes to a college application as students would now be admitted on the merits of their grades. He has not commented further on plans to change college education. Martin OMalley - (D, Catholic University of America 85) Martin OMalley has strong views on education and a detailed plan to make college debt-free for all students at an in-state, public higher learning institution. He believes that students and their families should be able to refinance their loans so that they can rid themselves of the burden of crushing student debt. Furthermore, he supports income-based plans, including basing public school tuition on the average state income and helping students with other significant expenses, such as room and board. In addition to advocating for loan forgiveness, he wants to see public schools freeze their tuition rates immediately. OMalleys plans would make college more affordable by increasing state funding for tuition. He makes no mention of taxes or other methods of supporting his plan. Looking to go to the same schools that these distinguished candidates attended? 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nam Chamsky essays

nam Chamsky essays His theories are about humans right, equalities, atrocity, genocide, effects of media in real life. We should begin by recognizing that for a good part of the population of the world, and probably the vast majority, it's been a crisis for a long time. It's now called one because it's starting to affect the interests of rich and powerful people. Up until then it was just starving people. According to Noam Chomsky by Micheal C. Haley, his ideas focus on how we treat people. It should begin by recognizing that for a good part of the population of the world, and probably the vast majority, it's been a crisis for a long time. It's now called one because it's starting to affect the interests of rich and powerful people. Up until then it was just starving people. Nowadays, We're dealing with real human beings who are suffering and dying and being tortured and starving because of policies that we are involved in. We as citizens of democratic societies are directly involved in and are responsible for, and what the media are doing is ensuring that we do not act on our responsibilities, and that the interests of power are served, not the needs of the suffering people, and not even the needs of the American people who would be horrified if they realized the blood that's dripping from their hands because of the way they are allowing themselves to be deluded and manipulated by t he system. The struggle for freedom and independence never is completely over. With him, people rely very crucially on a very slim margin for survival that's provided by dissidence and turbulence within the imperial societies, and how large that margin is, is for us to determine. About the atrocity, in the interview at MIT where he works, he said: I mean the great act of genocide in the modern period is Pol Pot, 1975 through 1978-that atrocity-I think it would be hard to find any example of a comparable outrage and outpouring of fury and so on and ...

Science and the Epidemiology of AIDS Essay Example | Topics and Well Written Essays - 1250 words

Science and the Epidemiology of AIDS - Essay Example To date low income nations are using the effects of the disease as strategies for intervention from industrialized nations and access to funds from donor agencies working hard to try and save millions of lives, leaving the questions open, "how far should aid go Is it true that donor agencies are using the situation for control of nations by manipulating the flow of aid" In 1983, prompted by the number of Africans living in Europe with clinical cases of AIDS, investigations began in Africa to determine the extent of the clinical problem of AIDS and transmission patterns in the region. What was of note to researchers was the nearly equal ratio of male to female cases of the disease with 90% having no high risk factors (Quinn 1986). In contrast, the industrial world exhibited higher cases in homosexual males and injection drug users. Over the proceeding two years, results from a studies done by Van der Perre P et , Vandepitte J et al and Serwadda D et al in Zaire (as cited in Quinn 2001), showed the presence of Aids in several urban areas in equatorial Africa. "Slim disease" was often the documented outward sign of the disease mainly prevalent in sex workers and their clients. This raised several discussions on the mode of transmission of the disease. It was not until the introduction of the test for HIV-1 was there greater understanding leading to be tter epidemiological study of the modes of transmission of the disease. The disease, considered endemic then, reached epidemic proportions in the 1970's and '80's with statistics for the year 1986 almost trebling the figures predicted by early researchers. Quinn's retrospective report (2001) shows just how far and fast the disease had ravaged the continent. Today one has only to get on the internet, watch the news or read a local paper to get a glimpse of the effects of the disease in Africa. It was evident as early as the 1980's that unless drastic measures were taken; Africa was losing her most productive age group to the effects of the aids epidemic. By 1987 statics listed by Sabatier in the article on Aids in the Developing World showed the highest number of new cases of HIV and AIDs were from central and eastern Africa with most of the cases being young sexually active adults both male and female in the age groups of between 15 and 40 years (1987 p 99 -103). In the same year the World Health Organization Aids Surveillance Report (as cited in Sabatier 1987) had statistics for over 40 countries, 36 reporting to WHO. It is difficult to get accurate statistics, as some countries are wary of the industrialized world especially after reports of scientific findings linking the origins of the disease to Africa. Over and above this, poor health delivery systems as well as lack of accurate demographic figures make it impossible to get accurate statistics. The modes of transmission are well documented and known to all, for Africa and the earliest recorded document being that of Quinn T.C, Mann J.M, Curran J.W and Piot P (1986). The main modes of transmission in African countries are mainly by heterosexual, blood transfusions as well as mother-to-child transmissions at birth or through wrong breast feeding practices (Sabatier 1987). This however does not discount the presence of gay communities on the continent. Gender, sexuality age and socioeconomic status play an important role in structuring vulnerability of a person to HIV infection. Ruganga A.O and Aggletoon P

Statutory Interpretation Business Law Assignment Essay

Statutory Interpretation Business Law Assignment - Essay Example Since statutes are presented in written form, it is within the court’s power to translate the written word into the actionable form of law i.e. known as breathing life to the law. However, due to the complexities of language and the imperfect nature of legislation, sometimes the intention or purpose of the law may not be conveniently passed in the wordings of the various Acts. This is where the courts derive their power; ensuring that the intention of Parliament is carried into the law. The power of the court to interpret statutes i.e. statutory interpretation has generated controversy for as long as Parliament has been in existence. This is because of the subjective nature of interpretation which relies heavily on the beliefs and understanding of the presiding judge. Over time, judges have been accused of usurping the role of Parliament and ‘making law’ by giving interpretation to statutes in a manner that suits their version of the law. Lord Denning himself once drew criticism in Magor and St Mellons v Newport Borough Council (1952) HL when he remarked that We do not sit here to pull the language of Parliament to pieces and make nonsense of it. We sit here to find out the intention of Parliament and carry it out and we do this better by filling in the gaps and making sense of the enactment than by opening it up to destructive analysis (pg. 25). While he well intended to maintain Parliament’s supremacy by attempting to interpret acts based on its intention, he went a bit overboard by suggested that the courts could ‘fill in the gaps’ in the law which in itself would be tantamount to making law. On appeal to the House of Lords, Lord Simonds described Denning’s interpretation of the powers of the courts as a â€Å"naked usurpation of the legislative function under the thin guise of interpretation.† The House of Lords instead stated that gaps disclosed in laws can only be remedied through appeals. The extent o f the judicature’s power to interpret law remains blurred which is a major reason judges have often been accused of making law; a role not within their mandate. In Fischer v Bell (1961) and Stock v. Frank Jones (Tipton) Ltd. [1978] 1 WLR 231, the interpretation of the courts of statutes was so distasteful to Parliament that the rulings themselves were overturned through statutes in the same year they were made. This shows that the powers of interpretation are sometimes abused as judges attempt to ‘redefine’ statutes which in their opinion are ambiguous, unfair or unjust. Over the years, several rules of interpretation have come up all in an attempt to guide the courts in the correct usage of their power or in a manner respectful of the separation of powers doctrine. Despite these rules, Twining and Miers (2010) state that over 50 percent of High Court cases and 90 percent of cases before the House of Lords involve aspects of interpretation of the law. Since the c ourt’s interpretation of the law determines how they apply it e.g. in criminal law for purposes of sentencing, the interpretation of the law continues to be a major cause of appeals and a major driving force for litigation. At this juncture, it is necessary to state that the courts may have powers to apply the law; this power is merely incidental to the interpretation that the court makes of the pertinent law. In fact, this power is often

MyReligionLab Assignment Week 2 Essay Example | Topics and Well Written Essays - 250 words

MyReligionLab Assignment Week 2 - Essay Example They also believe in the karma, the law of cause and effects that make an individual to create his own destiny by thoughts, words, and deeds. In the context of Vellaringat (2002), religion is a set of beliefs (Hindu beliefs) that that relate humanity to supernatural realities. This brings the art of worship and ritual practices as observed by the Hindus. Self seeking, through the intense meditation in order to realize the whole self identity does involve acknowledging the gods, according to the Hindu religion and beliefs. Many of the Hindus have a primary focus on fulfilling their social, moral, political, as well as cultural duties and responsibilities appropriately to their gods in order establish their positions in life. As it may seem, there are similarities with other religious traditions and beliefs in this context. The Christians and the Muslims societies as well believe in the supreme God who determines destiny and affect their social, cultural, as well as moral motives. Considering the Hindus beliefs, practices, and holidays, one similar fact that connects these religions to the people’s daily lives is the ir commitments to devotion, liberation, and knowledge on what they believe in their respective religions. It is therefore true that religious practices centers daily lives of many and dictates their social, traditional, and cultural

Information Filtering System Based on Clustering Approach

Information Filtering System Based on Clustering Approach A PRIVATE NEIGHBOURHOOD BASED INFORMATION FILTERING SYSTEM BASED ON CLUSTERING APPROACH ABSTRACT The quantity of web information has been increased day by day due to fast development of internet. Now-a-days people make their decision based on the available information from the internet. But the problem is how the people successfully choose or filter the useful information from the enormous amount of information. This problem is referred as information overload. Recommendation System is a supportive tool to resolve the information overload problem. It is part of information filtering system used to recommend the user based on their own interest, neighborhood similarity and past history. Collaborative Filtering is one of the popular techniques widely used recommendation system. Every recommendation system should ensure privacy for both user’s neighbour and their data. To overcome the scalability and model reconstruction problem, a power graph based private neighborhood recommendation system is proposed to ensure the user’s privacy. First, the compressed network is constructed and then the feature set is extracted from the compressed network using transformed data. The data is transformed using hybrid transformation fuses principal component analysis and rotation transformation to protect users privacy with accurate recommendations. Finally the item to be recommended is predicted which achieve better performance than the existing technique. MovieLens Dataset is used to evaluate this method. INTRODUCTION Recommendation System is one of the information filtering system which provides valuable information to the users by filtering the information according to user’s interest. Traditional approaches of recommendation systems are collaborative filtering, content based filtering and hybrid Approach. Content Based Filtering (CBF) approach predicts the recommendation based on the rating given by the user for the similar items in past history. Collaborative Filtering (CF) recommends the user based on rating of that item by similar users. Hybrid approach combines both the approaches. All the approaches have their own advantage and disadvantage. CF mainly classified as memory based CF and model based CF. Memory based CF first calculate the similarities between the requested user and all other user to find the neighbors then calculate the prediction based on identified neighbors rating pattern. Model based method first built a model based on the preference of the user. Main aim of the recommender system is to minimize the prediction error. The main issues in CF recommender system are scalability, sparsity and privacy. Scalability: Large number of users and items in the network led to the increase in the computational complexity of the system. In E-commerce, scalability plays a important issue because it contain huge number of users. Sparsity: All the users dont show their interest to rate all the items they interact private, which will lead to data sparseness in the system. This will not give exact recommendation to the seekers. Cold Start: Lack of information for new items and users in recommendation system will leads to unpredictable items in the system. Privacy: Users may provide false information inorder to protect their personal information. This leads to inaccurate recommendation. The proposed work mainly focuses on two fundamental issues in CF namely scalability and privacy. The first challenge is how to improve the scalability of CF, because these systems should search the entire user for finding the neighbors. The second problem is how to protect the individual users privacy while prediction. Both an issues lead to poor performance of the system. So the important challenge is to handle both a situation properly for better performance. LITERATURE SURVEY Recommendation system helps the people to get exact information based on neighbors’ pattern. Remarkable growth in e-commerce site makes the online vendors to develop their sales and profits. They use this technique which suggests product to users’ by their neighbors’ preference about the item. Scalability issue in RS mainly due to enormous growth in users tends to decline in accuracy of prediction on recommendation. Clustering approach reduces scalability problem by grouping the similar users. Recommender System may demand the users’ to expose their ratings to recommendation server to give a proper recommendation. But exposing the rating may allow the recommenders to learn the private information about users. Revealing rating may also direct to do violent behavior by several competitive companies’. CLUSTERING IN RECOMMENDER SYSTEM Several different clustering methods are adapted to reduce the scalability problem in RS. A new cluster based matrix tri-factorization is proposed to cluster the user and item simultaneously to get a better recommendation in model based CF. But when the new user enter the system it is necessary to rebuilt the whole model again for other user [].In [0] a cluster based binary tree is built by splitting the dataset and the recommendation is predicted based on the average rating of cluster. Later [] a combined k-means bisecting clustering is performed to overcome the scalability problem while preprocessing and pseudo prediction is adapted. But performance is not much better. Community based clustering model based CF is proposed [] to predict the recommendation but it underperform on outliers. Multilevel clustering is adapted to extract the subgraph which is clustered and propagated to reduce scalability which improved the performance than existing approach. But it will be more complicate d when the aspect of the network increases. Therefore it is necessary to group the data in all the aspects to reduce the scalability. PRIVACY PRESERVING RECOMMENDER SYSTEM In CF, neighbors are identified by collecting the information for the entire user. Thus the server maintain user preference, purchase, usage data etc which may contain identifiable information may violate the privacy. There are several techniques to protect the user’s sensitive information []. Initial method to ensure the privacy protection in CF was proposed by canny (2002a, 2002b), mainly focus on aggregation. In this method sensitive data are aggregated with some common distribution. In cryptographic approach, Individual user data can be protected using homomorphic encryption to avoid exposing of individual data but it requires high computational cost [5]. In perturbation approach, users mask their data before storing it in a central server. The central server collects the disguised data instead of original data to provide predictions with decent accuracy [18]. In [2] a randomized response techniques (RRT) is proposed to preserve users’ privacy by generating naive Ba yesian classifier (NBC) based private recommendations. Another technique, data obfuscation was used to implement privacy preserving collaborative filtering algorithm [16]. In this technique, sensitive data are obfuscated through additive or multiplicative noise in order to protect individual privacy before allowing for analysis. The actual data can be revealed in this technique by applying reverse engineering process [7]. Sensitive information is either concealed or eliminated for the purpose of analyzing the data to extract the knowledge in anonymization technique. The major fault of this technique is some distinctive data may lead to the re-identification of data [1]. In proposed work, a scalable privacy preserving recommendation system is proposed. First the user to user network is constructed from the user preference then compressed network is formed based on the power graph approach. Then feature set extracted from the compressed network based on transformed rating to ensure the privacy during prediction. Finally the linear prediction model is adopted instead of similarity prediction to improve the accuracy besides reduces the complexity. OBJECTIVE To protect the individual’s neighbour information while prediction based on clustering approach this reduces complexity of model reconstruction. To protect the individual data using data transformation technique. PROBLEM FORMULATION A cluster based approach is proposed to protect the individual neighborhood privacy and hybrid data transformation technique is proposed to protect the individual data with accurate recommendation using feature extraction based linear regression prediction. MODULES Data Transformation Experiment is performed using MovieLens Public (MLP) dataset which is the standard dataset to show the better performance of the proposed method. MovieLens dataset is collected by the GroupLens Research Project at the University of Minnesota. This data set consists of three different files of three different sizes 10M, 1M and 10K which mainly contain ratings of different movies provided by the users. To evaluate the proposed method 1M size dataset is used which contains 6040 users, 1 million ratings and 3900 items. The rating values are on five star scales, with five stars being the best and one star being the least. Data collected consist of four attributes separated with double colon as the delimiter [userid :: itemid ::rating :: Timestamp]. To evaluate the proposed work userid, itemid, rating is extracted from the dataset and then extracted data is converted into user x item matrix with dimension (6040 x 3952).Unrated items are filled with value zero to overcome computation comple xity. Data Transformation A hybrid data transformation technique which fuses Principal Component Analysis (PCA) and Rotation Transformation (RT) is proposed to transform the data in order to protect the user’s data. The input to the PCA technique is the rating matrix. This technique first finds the principal components and then rotates these components which cannot be reverted easily. Rotation transformation will be efficient by identifying the appropriate range of angle such that to satisfy the least privacy requirement. Optimum privacy threshold is determined from range of angle which leads to good privacy protection effect. To determine the range of angles, sequence rotation should be performed on vectors with successive angles. For each pair of attributes, pairwise optimum privacy threshold is assigned by multiplying the privacy threshold and the privacy angle which should be maximum. To determine the privacy angle, calculate the variance of each attribute. For each pair of attribute, minimum varia nce will be considered as privacy angle. After determining pairwise optimum privacy threshold, select the range of angles to transform the pair of attribute. While choosing the range of angle make sure that it satisfying the following constraint which is mentioned in Eqn(1) Var(Pi-Pi) ≠¥PoptEqn(1) An angle is randomly chosen from the interval to rotate each and every pair of principal component. After rotating the principal component, it is multiplied with normalized data in order to obtain the transformed data. The Transformed value of the original data for the data is shown in Table 2. Private Neighborhood Network Construction Original network is compressed using power graph analysis. Power graph analysis is a representation of complex network which represent the graph into power graph without loss of information. Graph can be clustered to construct a power graph using modular decomposition method in which modules represents the nodes with same neighbour. Power graph cluster both, the nodes and edges to obtain the most compressed network. Power graph analysis is widely used several biological networks such as protein-protein interactionnetworks, domain-peptide binding motifs,Gene regulatory network and Homology/Paralogy networks. Matrix R can be used to represent the social relationship between the users. If any two users rate the same item then there will be a relationship between them. Thus the user-user network is represented as where U is the set of users represented as nodes and is the set of relationship denoted as edges, and then a power graph is a graph defined on the power set of nodes which are connected by power edges. The concepts of power graphs are as follow: if there is a power edge between two power nodes, then nodes in one power nodes are connected to all the nodes in the second power node. In same way if all the nodes are connected to each other which is represented as power node with self loop. Based on power graph analysis this module involves two steps, power node identification and power edge search. Power nodes are recognized using hierarchical clustering based on jaccard index. The greedy search is performed to identify the power edge. Feature Set Extraction After construction of private network, feature set of each user is extracted by categorizing the users into cold start user, powerful user, and malicious user. Cold start is a user who rate exactly twenty items. Powerful user is user who rate more than thirty five items and malicious user who rate less than twenty five items but the difference between any ratings of a particular item and the standard deviation of that item is greater than one. For the constructed compressed network following features are extracted for each category of the users to predict the rating of unrated item. Feature set of particular user includes features of directly connected power node and Friend Of A Friend (FOAF) in the other power nodes. Each category is measured according to number of particular category of user present in the power node and their joint probability of that particular category. Bayes theorem is used to calculate the most probable rating each category of user. The following Table shows t he feature set measured for each user. Table 5.2 Feature Set of User X Linear Regression prediction From the above extracted features a linear predictive model is constructed which is user for predicting particular item. Then top predicted items are given as recommendation to user. The model takes the following form as in Equation. (5.6) (5.6) where ÃŽ ± represents the slope of the dependent variables, X represent the feature vectors and represents the error vector which is assumed to be zero. In linear regression, the value to be predicted is commonly computed from the best fitting line which reduces error in prediction. PERFORMANCE ANALYSIS: The proposed method is preserves both the individual neighbors privacy and data privacy. It also reduces the scalability issues and give accurate recommendation when compared to the previous work (privacy preserving information filtering system). MAE obtained is compared with the proposed method in previous Chapter TRPC as in Table 5.7. Figure shows that MAE is reduced to 0.62 because of coupling of clustering approach with data transformation to handle large volume of data. CONCLUSION The power graph analysis helps to overcome the scalability problem by compressing the original network and results better recommendation to users. The existing methods apply power graph analysis to various domains for analyzing complex networks in a simpler way. And at the same time it also preserves the communities’ information. Therefore, in proposed work this type of clustering approach is used to preserve the neighbours information which also results better prediction. The efficiency of the proposed methodology is evaluated with the experimental results using MovieLens dataset. It performs better compared data transformation and clustering approach. This type of cluster based collaborative filtering recommendation helps to reduce the edges in the original network without loss of any information.

Corporate Social Responsibility Essay -- Social Responsibility Essays

Business organizations regularly run into demands from various stakeholders groups when conducting day-to-day business. These demands are generated from employees, customers, suppliers, community groups, governments, and shareholders. Thus, according to Goodpaster, any person or group of people that can shape or can be shaped by attainment of the objectives by an organization is considered a stakeholder. Most business organizations recognize and understand their responsibilities to these groups and endeavor to honor and fulfill them. These responsibilities are often communicated to the public by a statement of principles or beliefs. For many business organizations, corporate social responsibility (CSR) has become an essential and integral part of their business. Thus, this paper discusses the two CSR views: the classical view and the stakeholder view. Furthermore, I believe that the stakeholder view has brought ethical concerns to the forefront of businesses, and an argument shall be made that businesses would improve both socially and economically if CSR, guided by God’s love, was integrated into their strategic planning. The classical view of CSR is a prominent ideology which business organizations are seen merely as profit-driven organizations. Simply put, businesses work for the sole purpose of making a profit. Thus, this profit motive is the sufficient and unique social identifier that separates a business organization from other institutions in society. These business organizations have a limited, yet essential role in society. Social concerns are considered important, but businesses, in the classical view, are focused solely on the economic activities and are judged accordingly. By having a limited role in society (i.e.,... ...oncerns to the forefront of businesses. In this paper I have suggested that business can improve both socially and economically by incorporating and integrating a CSR program, guided by God’s love, into their strategic planning. Strategic planning of CSR creates a mutual beneficial relationship between a community and a business organization. The community wins by having a business that is sensitive to their needs and responsive to their concerns, and the business wins by developing competitive advantage in the market that leads to long-term profitability. A business needs to incorporate God’s love when developing CSR policies in order to maintain the trust and the integrity of the relationship with the community. With solid strategic planning coupled with CSR, businesses can set the direction that provides the greatest benefit to themselves and communities.