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Handbook Of Collective Intelligence

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Author : Thomas W. Malone
language : en
Publisher: MIT Press
Release Date : 2015-11-13

Handbook Of Collective Intelligence written by Thomas W. Malone and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-13 with Business & Economics categories.

Experts describe the latest research in a rapidly growing multidisciplinary field, the study of groups of individuals acting collectively in ways that seem intelligent. Intelligence does not arise only in individual brains; it also arises in groups of individuals. This is collective intelligence: groups of individuals acting collectively in ways that seem intelligent. In recent years, a new kind of collective intelligence has emerged: interconnected groups of people and computers, collectively doing intelligent things. Today these groups are engaged in tasks that range from writing software to predicting the results of presidential elections. This volume reports on the latest research in the study of collective intelligence, laying out a shared set of research challenges from a variety of disciplinary and methodological perspectives. Taken together, these essays—by leading researchers from such fields as computer science, biology, economics, and psychology—lay the foundation for a new multidisciplinary field. Each essay describes the work on collective intelligence in a particular discipline—for example, economics and the study of markets; biology and research on emergent behavior in ant colonies; human-computer interaction and artificial intelligence; and cognitive psychology and the “wisdom of crowds” effect. Other areas in social science covered include social psychology, organizational theory, law, and communications. Contributors Eytan Adar, Ishani Aggarwal, Yochai Benkler, Michael S. Bernstein, Jeffrey P. Bigham, Jonathan Bragg, Deborah M. Gordon, Benjamin Mako Hill, Christopher H. Lin, Andrew W. Lo, Thomas W. Malone, Mausam, Brent Miller, Aaron Shaw, Mark Steyvers, Daniel S. Weld, Anita Williams Woolley

Handbook Of Collective Intelligence

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Author : Thomas W. Malone
language : en
Publisher: MIT Press
Release Date : 2022-06-07

On Collective Intelligence

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Author : Theo Bastiaens
language : en
Publisher:
Release Date : 2011

On Collective Intelligence written by Theo Bastiaens and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with categories.

Cultural Historical Perspectives On Collective Intelligence

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Author : Rolf K. Baltzersen
language : en
Publisher: Cambridge University Press
Release Date : 2022-01-20

Cultural Historical Perspectives On Collective Intelligence written by Rolf K. Baltzersen and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-20 with Education categories.

This book shows how collective intelligence combined with new technologies can help us solve the world's biggest problems.

Programming Collective Intelligence

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Author : Toby Segaran
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2007-08-16

Programming Collective Intelligence written by Toby Segaran and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-08-16 with Computers categories.

Want to tap the power behind search rankings, product recommendations, social bookmarking, and online matchmaking? This fascinating book demonstrates how you can build Web 2.0 applications to mine the enormous amount of data created by people on the Internet. With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it. Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains: Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details." -- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths." -- Tim Wolters, CTO, Collective Intellect

Collective Intelligence In Action

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Author : Satnam Alag
language : en
Publisher: Simon and Schuster
Release Date : 2008-09-30

Collective Intelligence In Action written by Satnam Alag and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-09-30 with Computers categories.

There's a great deal of wisdom in a crowd, but how do you listen to a thousand people talking at once? Identifying the wants, needs, and knowledge of internet users can be like listening to a mob. In the Web 2.0 era, leveraging the collective power of user contributions, interactions, and feedback is the key to market dominance. A new category of powerful programming techniques lets you discover the patterns, inter-relationships, and individual profiles-the collective intelligence--locked in the data people leave behind as they surf websites, post blogs, and interact with other users. Collective Intelligence in Action is a hands-on guidebook for implementing collective intelligence concepts using Java. It is the first Java-based book to emphasize the underlying algorithms and technical implementation of vital data gathering and mining techniques like analyzing trends, discovering relationships, and making predictions. It provides a pragmatic approach to personalization by combining content-based analysis with collaborative approaches. This book is for Java developers implementing Collective Intelligence in real, high-use applications. Following a running example in which you harvest and use information from blogs, you learn to develop software that you can embed in your own applications. The code examples are immediately reusable and give the Java developer a working collective intelligence toolkit. Along the way, you work with, a number of APIs and open-source toolkits including text analysis and search using Lucene, web-crawling using Nutch, and applying machine learning algorithms using WEKA and the Java Data Mining (JDM) standard. Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.

Psychology Of Group And Collective Intelligence

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Author : Yoshiko Arima
language : en
Publisher: Springer Nature
Release Date : 2022-01-17

Psychology Of Group And Collective Intelligence written by Yoshiko Arima and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-17 with Psychology categories.

This book integrates the findings of group research emphasizing “Madness of the Crowd” versus collective intelligence that highlights “Wisdom of the Crowd.” Thus it provides an overview of psychological research on group processes and collective intelligence, analyzing cognitive, social, and structural factors. Chapters address applications of this research to contexts such as organizations and online behavior, and offer guidelines and hands-on demonstrations of psychological principles. The book is highly relevant to students and instructors in personality and social psychology.

New Challenges In Computational Collective Intelligence

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Author : Radoslaw Katarzyniak
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-08-27

New Challenges In Computational Collective Intelligence written by Radoslaw Katarzyniak and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-08-27 with Computers categories.

Collective intelligence has become one of major research issues studied by today’s and future computer science. Computational collective intelligence is understood as this form of group intellectual activity that emerges from collaboration and compe- tion of many artificial individuals. Robotics, artificial intelligence, artificial cognition and group working try to create efficient models for collective intelligence in which it emerges from sets of actions carried out by more or less intelligent individuals. The major methodological, theoretical and practical aspects underlying computational collective intelligence are group decision making, collective action coordination, collective competition and knowledge description, transfer and integration. Obviously, the application of multiple computational technologies such as fuzzy systems, evo- tionary computation, neural systems, consensus theory, knowledge representation etc. is necessary to create new forms of computational collective intelligence and support existing ones. Three subfields of application of computational technologies to support forms of collective intelligence are of special attention to us. The first one is semantic web treated as an advanced tool that increases the collective intelligence in networking environments. The second one covers social networks modeling and analysis, where social networks are this area of in which various forms of computational collective intelligence emerges in a natural way. The third subfield relates us to agent and mul- agent systems understood as this computational and modeling paradigm which is especially tailored to capture the nature of computational collective intelligence in populations of autonomous individuals.

Collective Intelligence

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Author : Pierre Levy
language : en
Publisher: Basic Books
Release Date : 1999-12-10

Collective Intelligence written by Pierre Levy and has been published by Basic Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999-12-10 with Science categories.

The number of travelers along the information superhighway is increasing at a rate of 10 percent a month. How will this communications revolution affect our culture and society? Pierre Lévy shows how the unfettered exchange of ideas in cyberspace has the potential to liberate us from the social and political hierarchies that have stood in the way of mankind's advancement.Anthropologist, historian, sociologist, and philosopher, Lévy writes with a depth of scholarship and imaginative insight rare among media critics. At once a profound historical analysis of the development of human culture and a blueprint for the future, Collective Intelligence is a visionary work.

Collective Intelligence

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Author : Pierre Levy
language : en
Publisher:
Release Date : 1997-08-21

Collective Intelligence written by Pierre Levy and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997-08-21 with Computers categories.

The number of travelers along the information superhighway is increasing at a rate of ten percent a month. How will this communications revolution affect our culture and society? Pierre Levy believes that rather than creating a society where machines rule man, the technology of cyberspace will have a humanizing influence on us, and foster the emergence of a "collective intelligence"--a meeting of minds on the Internet--that will validate the contributions of the individual.With a depth of scholarship and imaginative insight rare among media critics, Levy demonstrates how the unfettered exchange of ideas in cyberspace has the potential to liberate us from the social and political hierarchies that have stood in the way of mankind's advancement. At once a profound historical analysis of the development of human culture and a blueprint for the future, Collective Intelligence is a visionary work that will make a substantial contribution to our views on society through to the next millennium.

On Collective Intelligence

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