Archive for November, 2010

Cognitive Extension, part 2   no comments

Posted at 5:39 pm in Uncategorized

I’m currently reading Donald Gillies‘ “Artificial Intelligence and Scientific Method” as a introduction to AI.  The author has outlined inductivism and falsificationism as scientific methodologies relevant to the development and research of AI.

Issues concerning the topic are philosophical, psychological, logical and practical, and Gillies refers to the Turing machine as an example of the latter two, and to the program BACON.1 as psychological and logical.

Gillies has identified the development of expert systems as the first major break-through in the field of AI, although he notes the need for rule-based systems to solve the knowledge representation problem. The first expert system DENDRAL was essentially a chemist; the first expert system to (arguably) pass the Turing test (in a matter of speaking) was MYCIN, which had a knowledge base of some 400 rules.  The main stumbling block here is known as the “Feigenbaum bottleneck”.

Expert system

I do have a question. Sir Francis Bacon wrote about scientific research which could/would/ought to be carried out “mechanically”. His examples include a mention of  a (circle-drawing) compass, which allows anyone to draw a perfect circle – something which by free-hand is near impossible, at least to most people. I find myself asking the question  – is using a compass to draw a circle a form of cognitive extension, even if it is, say, purely for fun, i.e. with no desire or intention to study the circle, use it to solve any problem, create a piece of art, etc. Does drawing a perfect circle with a compass = using a calculator to solve an equation?

Written by Terhi on November 3rd, 2010

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An introduction to classical economics, Doomed to antiquity?   no comments

Posted at 3:54 pm in Economics,Sociology

This week, I have begun to investigate the economic component of the independent disciplinary review; the main text I used for this was “Economics” by Parkin, Powell and Matthews. The authors describe economics as the social science of choice, and they differentiate between two main types, microeconomics, the economics of individuals and small businesses; and macroeconomics, the economics which concentrate on nations and large multinational companies.

The next large theme handled was production, including 4 main factors of production, land, labour, capital and entrepreneurship. Land refers to the raw materials used in the production of goods, labour the work that individuals must complete in order to produce the good, capital the assets that a company must have to produce the goods and entrepreneurship, the organisation and goals the business possesses.  Simply by looking at these factors it is clear that the digital revolution would fundamentally change what, and by whom goods are produced. The increase in digital media means that companies, and increasingly individuals do not require large amounts of natural resources, for example, a mash up artist just requires a copy of the intended parent files. Additionally many digital users do not require vast assets to produce goods, many of which can be created using a PC, potentially with a key piece of required software, this is far smaller than the large production facilities which many companies are required to possess. It is clear therefore that just from a basic level that the web has altered or has the potential to alter the fundamentals of economics. The authors contend that the information revolution in the 1990s and the subsequent growth of the web has altered the lives individuals in much the same way as the industrial revolution of the 1700s and 1800s.

Economics does take a negative view of individuals, arguing that all individuals are fundamentally self centred and individualistic, who always act according to self interest.(As an aside, economics  seems to view individuals as being governed by the id, and pleasure principle in Freudian psychology) This action is taken as a given by economists, who argue that the role of the state is to manage the wants of the citizens, as no individual can ever be truly satisfied. Scarcity is a common to all, as individuals inherently want for more, they can never be satisfied, due to limit of resources, making every decision a trade-off. This is easy to see in everyday transactions, as individual only has a finite set of resources, as such we must make decisions on how best to use our limited source. Based on the notion of limited resources, economics also focuses on opportunity costs, that is the cost of not doing something else with the resources an individual possesses. Interestingly economists only look at this in terms of profit and loss rather than simply opportunities for other activities, for example an individual may invest a significant amount of time developing social bonds by spending time with a large group of friends, the individual has not gained a direct use of their capital, and as such they may have been better investing their time into completing required work. Sociologists could argue that spending time with others fosters the gain of social capital, a potentially valuable resource. The investment of resources is always a trade off between activities, as such actively investing in the future reduces the resources available now, in exchange for increasing the potential for resources in the future.

As Individuals only have a finite set of resources, it is obvious that individuals benefit from specialisation, individuals cannot be the best at everything, but by specialising and gaining expert skill levels in one subset, they can produce the best goods they can. If multiple specialists from different skill sets combine, they can then trade, allowing all parties to gain a benefit, and access to goods otherwise denied to them. Interestingly this is where the growth of the web contradicts with classical economic theory, many of the youtube sensations, or web mash up artists are not experts in these fields, and in the vast majority of cases are not trading their ideas for a form of capital gain, but simply to be a member of a community, or to express creativity, of course it is possible to argue that these could count as investments into the future but it seems very unlikely that this is the motivating factor behind such actions.

The next large economic theory I focused on was demand and supply, a key tenet in economics, central to demand is the law of demand, which states that if all other factors are equal, the lower the cost of an item the higher the demand. It is possible that this is where the web has fundamentally revolutionised consumer behaviour, the web has allowed individuals to access information, at a relatively low cost, that would have potentially remained inaccessible, Wikipedia has allowed everyone with an internet connection to learn about a variety of topics, e-commerce has allowed individuals to access goods otherwise denied to them at a lower cost. The web is used in rural areas of developing countries to check the global price of goods to ensure that the farmers are getting a fair price for the goods that they produce. People generally want greater value for money, demand more, and value innovation more. Of course it could be argued that these social trends started long before the explosion of the massed web, but the web has fundamentally changed the perceptions of value and the way the global game is played.     

The coming week I will be returning to sociology to see how sociologists can help explain these trends, and consider whether we are simply in the start of a snow ball, and whether this trend could continue indefinitely in its current state, or whether these trends are somehow doomed. The web has allowed the Djinn out of the lamp, and people don’t want him to go back in. If classical economics is based on the “Wealth of Nations”, written in 1776, is the coming age characterised by the wealth of the individual, with classical economics being resigned to antiquity?

Written by ca306 on November 3rd, 2010

Nicole – post no.2 – Sociology: the first two books…   no comments

Posted at 3:09 pm in Sociology

Blog Post two – Sociology.

I have been reading about Sociology and Gender from two main texts, Marsh et al. (2009) Sociology. Making Sense of Society and Haralambos & Holborn (2004) Sociology Themes and Perspectives.  Both have given me a really good broad overview into general sociological approaches, as well as more in-depth details of sociology’s approach to understanding gender.

I am particularly interested in the key issues as outlined by Marsh et al. of sociological perspectives in practice and how sociological knowledge is produced.

Sociological perspectives – key issues:

It seems from the readings that I have carried out so far that there is no unified body of approaches to/theories in sociology.  Sociologists seem to struggle to agree on concepts, I am particularly interested by Gouldner’s criticism describing social surveillance as ‘cow sociology’ (1975).

Sociology seems to claim to follow a scientific method to collect data with which it can make statements about behavioural patterns, but these tendency statements do presumably invest quite a high percentage of their accuracy on the dependency of regularity.  People are not necessarily always going to behave in a predictable manner, even if sociology has studied other individuals/groups in a similar situation in the past.   I like the idea of considering in every situation these factors: biological, psychological and social.  But, as my first book on sociology tells me, it is often difficult to distinguish between these factors.

Production of Sociological knowledge

Marsh et al. outline the cyclical trends in sociological research (2009:119), as highlighted by McNeill (1990), and also discuss the importance, as put by Pawson, in the differences between positivist and interpretivist approaches to understanding social research: “both qualitiative and quantitative approaches face identical problems and need to adopt common solutions.” (Pawson, 1989:31-2).

According to Marsh et al., sociologists like Karl Marx, Durkheim and Weber base their work on analysing second-hand evidence, such as historical sources and not on first-hand research.  Whereas Charles Booth and Seebohn Rowntree were all about the survey and qualitative research (Marsh et al.,2009:119).  So there seems to be a dichotomy with the forms of research most appropriate for generalising societal behaviours, or for making statements on a much smaller scale of individuals’ actual behaviours.

I wonder how this will all tie in with looking at gender from a sociological perspective. ..

Different approaches to sociology

Haralambos and Holborn’s publication has a good introduction to the differences between structural and social action theories (2004:855-856).  I found the outlines of functionalist (Durkheim, Merton and Parsons), social capital (Putnam), conflict perspectives, including Marxism (Marx), neo-Marxism (Gramsci), post-capitalism conflict theory (Dahrendorf), and social action and interpretive perspectives (Weber, Ritzer) really useful.  I struggled to understand symbolic interaction (Mead and Dewey) with its notion of the self (2004:881), although the argument put forward by Ropers that “the activities he [Mead] sees men engaged in are not historically determined relationships of social and historical continuity; they are merely episodes, interactions, encounters, and situations” (quoted in Meltzer et al., 1975) that Haralambos and Holborn include in this section (2004: 883) does make the approach of the symbolic interactionists a little easier to understand.  I loved the section on phenomenology (2004:885) (Schutz) with its wonderfully sensory approaches to understanding how people come into contact with the world.  As an Archaeologist, this is an approach that I have come across many times and feel quite comfortable with as a useful way to try to think about the way that knowledge is constructed and shared.  Humans creating their own idea that there is a society is something that I love the idea of, I wonder how far this approach could be used to think about the way that we understand our own gender and other individuals’ projections of their own gender (or notion of it)


Ethnomethodology (Garfinkel) seems a bit off the wall (it was developed in the 1960s, so
).  It looks at social order as fiction, which I like, and which could be great when looking at gender constructs (can I say that it’s a ‘construct’ this early on; maybe not).  But I do not feel comfortable with the idea of social life as Garfinkel’s words here: “essentiall reflexive” (1967).  So an account of the social world actually constitutes that world (Haralambos & Holborn, 2004:885-7).  So that would mean that our attempts to define the world are what creates the world, and this really doesn’t sit well with me.  Haralambos and Holborn tell us that Gouldner was “scorn[ful]” of Garfinkel (1970) (I am liking Gouldner more and more), and Giddens apparently said that Garfinkel had little reference to “the pursuance of practical goals or interests” (1977).  I like to think that sociology will always look to try to understand why people behave in certain ways and look at the effects of external factors on individuals’ behaviours, and Garfinkel doesn’t seem to think that this is important.   Modernity, postmodernity and postmodernism (I had no idea that there was any difference between these two) are also outlined in this section of the book.

Postmodernism (Lyotard, Baudrillard, Philo and Miller) is discussed in terms of Lyotard’s work with language, knowledge and narrative (1984).  There is also a small paragraph tackling Lyotard’s  approach to computers and how they were the principal “force of production” (1984), and where knowledge has become commodified and will cause wars in the future.   Haralambos and Holborn comment that Postmodernism allows for the “possibility of tolerance and creative diversity, in which humans are not corrupted by some doctrinaire metanarrative” (2004: 893).  ‘High modernity and beyond’ is the subtitle of the next section, and this provided much opportunity for further reading.  The section looks at Giddens, with the heightened possibility for greater reflexivity, with sociology as “the most generalised type of reflection upon modern social life” (Giddens, 1991), the opportunities for globalization, and the transformations that were possible where capitalism becomes a ‘post-scarcity system’ – Are we there now with the web? I think I need to read a bit (lot!) more about this as it could be really relevant to the approaches to gender thinking about the ways that participation online is affected by ideas of who we are and what we want (of which I am sure gender is an inextricable factor).

Methods for looking at social life

Participant observation, Quantitative research in the form of surveys, questionnaires and interviews, and qualitative research in the form of interviews and observations are all outlined by Marsh et al. (2009:120-125).  Interestingly, there is also some time given in the book to the other methods of research, such as the use of secondary data, content analysis and discourse analysis, and case studies and life histories (2009:130-139), and these could be potentially very useful in looking towards understanding gender on the web.  I will look into these different methods in more detail as the weeks go on, but for now they have made me think about the tools that sociologists have available to them as being more than a survey, a questionnaire and an interview.  Even here, there has been a revelation, in the types of interviews possible: discussed by Marsh et al. as being: 1) in-depth, 2) interactive, and 3) the most fascinating for me, generative.  This comes from Gubrium and Holstein who say that both the interviewee and the interviewer are participants in a social process so the respondents are: “constructors of knowledge in collaboration with the interviewers” (1997:114).

References

Haralambos, M. & M. Holborn, 2004.  Sociology Themes and Perspectives, Collins: London

Marsh, I., M. Keating, S. Punch, J. Harden, 2009. Sociology. Making Sense of Society, Pearson Longman: London

Please note, I have not read the following books, but I have Googled the references that I have mentioned above from two books that I have read, so that if you are interested in looking up the various bits that I have mentioned in the whistle-stop tour of my reading this week, you can do so easily.

Garfinkel, H., 1970. Studies in Ethnomethodology, Prentice-Hall: Englewood Cliffs, NJ

Giddens, A., 1977. Studies in Social and Political Theory, Hutchinson: London

Giddens, A., 1991. Modernity and Self-Identity: Self and Society in Late Modern Age, Polity Press: Cambridge

Gouldner, A. W., 1975. For Sociology: Renewal and Critique in Sociology Today, Harmondsworth: Penguin

Gubrium, J. F., & J. A. Holstein, 1997. The New Language of Qualitative Method, Oxford University Press: Oxford

Lyotard, J.F., 1984. The Postmodern Condition, Manchester University Press: Manchester

Meltzer, B.N., J.W. Petras, L.T. Reynolds, 1975. Symbolic Interactionism, Routledge & Kegan Paul: London

Pawson, R., 1989. A Measure for Measures: A Manifesto for Empirical Sociology, Routledge: London

Next week…

My plan is now to look a little more in detail at some of the sociological ideas that I have come across and to read some sections of general sociology books about Gender.  I’ll stick with Haralambos & Holborn and Marsh et al., but will also look at some more specifically gender related texts, including Abbott et al. (2005) An Introduction to Sociology. Feminist Perspectives, Backett-Milburn & McKie (2001) Constructing Gendered Bodies, and the one that I am most excited about: Case (1990) Performing Feminisms. Feminist Critical Theory and Theatre. That last one may seem a little off the wall, but I am thinking that the idea of feminist theory and theatre may translate quite nicely across to the web as at the moment I don’t see why actions within virtual communities can not be seen as being performative, and there are some good links to identity and gender online within these communities. I think.

Written by Nicole on November 3rd, 2010

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Identity (Post 2 – Basic Anthropology)   no comments

Posted at 2:40 pm in Uncategorized

My reading this week has focused on gaining a basic understanding of some of the underlying concepts on anthropology, before I turn to look at Identity from this point of view. I have started by reading “Small Places, Large Issues: An Introduction to Social and Cultural Anthropology” by Thomas Hylland Eriksen, from which some of the elementary points I have gained are described below.

One of the primary issues described immediately is that of ethnocentrism which occurs when a researcher examines a subject from only the point of view of their own background, and will therefore only describe it from their own culture’s perspective. This can lead to the researcher believing that their own cultural group may be superior to the group which they are researching, as they are only looking at it in comparison to what they are familiar with (pages 6-7). In contrast to this, cultural realism would state that “Cultures are qualitatively different and have their own unique inner logic”, and that ranking can not be used to distinguish different societies. Ultimately, cultural realism would believe that as long as something makes sense in a particular context, then it is as good as everything else, and it is not likely that this is followed by anyone completely outside of their line of work (page 7).

The book then began to cover a brief overview of the history of anthropology, and one concept immediately struck me as having relevance towards Identity, but according to the book it has never been part of the mainstream anthropological thinking outside of Germany. Diffusionism, “the doctrine of the historical diffusion of cultural traits”, seems to have been left behind after the First World War when studies on societies where taken without looking into the historical development of those societies (page 13). In terms of Identity, I believe there must be something in this area about the historical basis of a culture’s identity, so it is something I will investigate – the globalisation theory is reminiscent of diffusionism and “attempts to understand the ways in which modern mass communications, migration, capitalism and other ‘global’ phenomena interact with local conditions” and will also be worth looking at.

The final concept I will cover in this post is ethnography, which aims to develop a thorough understanding of the culture or society being investigated (page 24). It is the fundamental research gathering technique used by anthropology, and is generally where differences can be drawn with other social sciences as the study will generally cover a long period of time. The author uses a good analogy to differentiate anthropological views and historical views: “Anthropology may be described as the process whereby one wades into a river and explores it as it flows by, whereas historians are forced to study the dry riverbed.” However it is stressed that the two should not be seen as mutually exclusive, throwing weight behind my theory that looking at diffusionism may be of value in this study (page 33).

Now that I have at least some understanding of the basic concepts behind anthropology, I will this week begin to look a bit more at how Identity is seen from this discipline, and what other areas of the subject I will need to look at.

Written by Chris P on November 2nd, 2010

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Privacy (Blog 2)   no comments

Posted at 11:49 am in Politics,Psychology,Uncategorized

This past week I have continued to read further into my two disciplines of Psychology and Politics and how they relate to the issue of Privacy. For Psychology I have largely focused on the ‘Handbook of Self and Identity’ in order to gain more of an understanding of the psychological phenomena that constitutes ‘the self’. I was rather surprised to discover that this notion has only really been in prominence since the 1970’s and yet it is an issue that was given recognition Millenia ago by infamous thinkers such as Plato and Buddha! However it is noted that when attempting to determine the meaning of ‘self’ there is no single, universally accepted definition and that amongst the numerous definitions that have been offered, different definitions relate to different phenomena.

In accordance with the area of ‘self’ there is the notion of ‘the reflected self’ whereby an individual adjusts how their behaviour appears to others. The chapter: ‘The Reflected Self: Creating yourself as (you think) others see you by Dianne M. Tice and Harry M. Wallace is especially insightful and informative in this area. They explore the idea provided by C.H Cooley (1902), that the ‘self’ develops in reference to others within the social environment; ties in with the concept that it is created by reflecting the views that others are perceived to have of that person. The theory of ‘the looking glass’ is also imperative in this study.

Already referred to in my previous Blog. I have decided to start my initial investigation into Politics and potential political theories and policies which may be privacy related; by looking at security matters. For this I have been reading ‘Contemporary Security Studies’. Firstly I have tried to establish what is security. A simplistic definition is ‘something to do with threats to survival’, however this encompasses a wealth of issues ranging from war and the threat of war to pandemics and terrorism. Particular theories that are appearing relevant at this juncture are Realism and Liberalism: traditional approaches which were the main focus for security studies during the 19th Century, Human Security: which focuses on the need for humans to feel secure and Securitization which was developed by the Copenhagen School’: which places primary importance on determining how an issue becomes that of a security issue by how it is articulated for e.g. something may become a security issue due to the fact political leaders and or Governments have convinced their audiences that it represents a threat to our existence and thus requires emergency powers.

I am also reading books about privacy in light of technological advances and I am currently halfway through ‘Blown to Bits’ and once I have finished with that I have ‘The Digital Person’ by Daniel J. Solove. Thanks to Olivier I also have Journal articles relating to privacy to peruse too, so I have plenty of information to digest over the next week…….

Written by Lisa Sugiura on November 2nd, 2010

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What is Sociology? What is Linguistics?   no comments

Posted at 1:07 am in Discipline,Linguistics,Sociology

Reading:

Giddens, A (2006): Sociology: 5th Edition.Cambridge: Polity.

Aitchison, J (1972): Lingusitics, An Introduction. London: Hodder & Stoughton.

Trudgill, P (1983): Sociolinguistics: An Introduction to Language and Society. London: Penguin.

My reading this week has focused on an introduction to the disciplines that I am studying, Linguistics and Sociology.

Sociology.

Sociology is a scientific study of human social life, our communities and the things we do as individuals within a community or as a whole society. In order to study sociology, one must possess what is described as a ‘sociological imagination’, in order to perceive the meanings behind actions. Individual actions, no matter how trivial, all have behind them a process of social development and decision making which has brought the actor to make the decision. For example;  A soldier might find himself in a foreign land, fighting a war for his country, as a result of a number of social factors and influences which have been impressed upon him since childhood, perhaps even before his birth. Sociology aims to identify these processes and record them, in order to discover and document what causes and sustains the societies we find ourselves in, and in many cases propose ways in which we might change or manipulate these causes, for the betterment of our individual lives and of our societies.

While it is hard to establish a birthday for sociology, it is commonly agreed that this science emerged and developed alongside the French and Industrial Revolutions of the late 18th Century, and was initially an observational science, documenting the social changes that were occurring in these turbulent times of mass population migration and class stratification.

Sociology has several key theorists at its base. In brief, they are:

  • Auguste Comte (1798-1857): Developed sociology as a positive (observational) science.
  • Emile Durkheim (1858-1917): Developed empirical sociology. Durkheim was especially interested in community and solidarity, and was the first scientist to link the social environment to individual actions in a famous study detailing the causes of suicide.
  • Karl Marx (1818-83): His ideas of capitalism and worker-capitalist relationships were a driving force in politicising sociology and identifying classes.
  • Max Weber (1864-1920): Disagreed with Marx that sociology should focus on economics and social class. Sociology should focus on the ideas and beliefs that drive social change, whatever they may be. For example capitalism has its roots in advances in science, engineering and bureaucracy.

I will talk in more detail about these theorists and their contributions to sociology (as well as ways in which their theories relate to my topic of organisation) in later blog postings.

In more recent times, sociology has developed further theoretical approaches, such as functionalism (studying the underlying norms of society), symbolic interactionism (the role of language and symbols, such as smiling, in society), microsociology (individual actions) and macrosociology (large scale social systems). All of these approaches are identified by their own theorists and methodologies, but can be seen to adhere to an overarching rule of sociology, that societies possess external and internal norms which influence, if not dictate, their development. Sociology does not pretend to identify all these norms, but all fields of sociology are concerned with discovering these core rules.

Linguistics,

Linguistics is, first and foremost, not the learning of languages. It is the observational study of language as a tool for human communication. Linguists are very much concerned with observing the evolution, usage and semantics of language, and are not to be thought of as enforcers of a ‘best’ language. Indeed, linguists make it clear that all forms of language are equal in their importance; there is no one language better than the other.

Language is the pre-requisite for information collection; humans are born with the ability to learn language but, unlike animals, must be taught its use. Language varies widely over geographical distances, with different language structures existing over large distances, and over shorter distances, various dialects(grammatical differences) and accents (pronunciation differences), subsets of a common language. Differences in language can be used to show different perceptions of the world around us in various cultures and societies, a famous example of this being the many different types of word for “snow” in the Inuit tribes of North America, who live in an environment that necessitates a precise description for different types of snow.

Linguistics has a wide scope of study, concerned with understanding:

  • Phonetics: the study of human speech sounds.
  • Phonology: the study of sound patterns.
  • Syntax: the study of word formation
  • Semantics: the study of meaning.

And has many schools of thought within, such as:

  • Psycholinguistics: language and the mind.
  • Sociolinguistics: language and society
  • Applied linguistics: application of linguistics to society.
  • Stylistics: language and literature
  • Anthropological linguistics: language in cross-cultural settings.
  • Philosophical linguistics: language and logical thought.
  • Historical linguistics: Language change.

Linguistics is, therefore, very much concerned with uncovering what its foremost contemporary academic, Noam Chomsky, calls the ‘Universal Core’ of language. The set of universal rules and norms which exist in all societies and form the structure of all language, distinguishing humans from animals.

In this preparatory reading, I have discovered that both sociology and linguistics share a common ground in terms of their quest to observe and record the changes in the social activities of humans. Sociology appears to ask “Why are humans social?”, observes the actions and consequences of social organisation, and attempts to identify the processes behind them. Linguistics asks “Why can humans be social?” and observes language as the information sharing glue that binds our society together and ultimately leads to the social actions and consequences which sociology observes. In sociology, language may be seen as one of many processes influencing an action, but linguistics sees language as the core building block of all that is social, and it is important to acknowledge this in order to separate the disciplines.

It is clear that both these subjects have much to tell us about the concept of organisation, and in later blog posts I’ll be linking their relevance to the World Wide Web.

For my next blog post, I’ll be discussing linguistics in more detail, in particular the structure and purpose of language, and how important it is in defining social groups.

Written by Phil Waddell on November 2nd, 2010

Game Theory   no comments

Posted at 10:07 pm in Uncategorized

Researching psychology on second thoughts will not take me out of my comfort and consequently I would learn little. I am therefore now looking into game theory. I first came across it while watching Adam Curtis’ iconoclastic film The Trap: What Happened to Our Dream of Freedom . It is a fascinating theory, which attempts, in a way analogous to quantum physics, to connect the large to the very small. It has something to say about many fields of knowledge from the inner workings of our minds to the behaviour of nation states. For example, in his film Curtis describes how game theory influenced America’s Cold War strategy and contributed to R.D. Laing’s understanding of the causes of mental illness.

This is from Wikipedia:

Game theory is a branch of applied mathematics that is used in the social sciences, most notably in economics, as well as in biology (particularly evolutionary biology and ecology), engineering, political science, international relations, computer science, and philosophy. Game theory attempts to mathematically capture behaviour in strategic situations, or games, in which an individual’s success in making choices depends on the choices of others (Myerson, 1991).

My only problem now is limiting myself to two disciplines only.

Initial Reading
A Guide to Game Theory by Fiona Carmichael

Written by HuwCDavies on November 1st, 2010

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