Handbook of Collective Intelligence

Handbook of Collective Intelligence
Title Handbook of Collective Intelligence PDF eBook
Author Thomas W. Malone
Publisher MIT Press
Total Pages 230
Release 2015-11-13
Genre Business & Economics
ISBN 0262331470

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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

Handbook of Collective Intelligence
Title Handbook of Collective Intelligence PDF eBook
Author Thomas W. Malone
Publisher MIT Press
Total Pages 230
Release 2022-06-07
Genre Business & Economics
ISBN 0262545845

Download Handbook of Collective Intelligence Book in PDF, Epub and Kindle

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 Research on Using Global Collective Intelligence and Creativity to Solve Wicked Problems

Handbook of Research on Using Global Collective Intelligence and Creativity to Solve Wicked Problems
Title Handbook of Research on Using Global Collective Intelligence and Creativity to Solve Wicked Problems PDF eBook
Author Fields, Ziska
Publisher IGI Global
Total Pages 537
Release 2020-11-27
Genre Social Science
ISBN 1799823873

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Today’s world is continually facing complex and life-threatening issues that are too difficult or even impossible to solve. These challenges have been titled “wicked” problems due to their radical and multifarious nature. Recently, there has been a focus on global cooperation and gathering creative and diverse methods from around the world to solve these issues. Accumulating research and information on these collective intelligence methods is vital in comprehending current international issues and what possible solutions are being developed through the use of global collaboration. The Handbook of Research on Using Global Collective Intelligence and Creativity to Solve Wicked Problems is a pivotal reference source that provides vital research on the collaboration between global communities in developing creative solutions for radical worldwide issues. While highlighting topics such as collaboration technologies, neuro-leadership, and sustainable global solutions, this publication explores diverse collections of problem-solving methods and applying them on a global scale. This book is ideally designed for scholars, researchers, students, policymakers, strategists, economists, and educators seeking current research on problem-solving methods using collective intelligence and creativity.

Social Collective Intelligence

Social Collective Intelligence
Title Social Collective Intelligence PDF eBook
Author Daniele Miorandi
Publisher Springer
Total Pages 276
Release 2014-09-17
Genre Computers
ISBN 3319086812

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The book focuses on Social Collective Intelligence, a term used to denote a class of socio-technical systems that combine, in a coordinated way, the strengths of humans, machines and collectives in terms of competences, knowledge and problem solving capabilities with the communication, computing and storage capabilities of advanced ICT. Social Collective Intelligence opens a number of challenges for researchers in both computer science and social sciences; at the same time it provides an innovative approach to solve challenges in diverse application domains, ranging from health to education and organization of work. The book will provide a cohesive and holistic treatment of Social Collective Intelligence, including challenges emerging in various disciplines (computer science, sociology, ethics) and opportunities for innovating in various application areas. By going through the book the reader will gauge insight and knowledge into the challenges and opportunities provided by this new, exciting, field of investigation. Benefits for scientists will be in terms of accessing a comprehensive treatment of the open research challenges in a multidisciplinary perspective. Benefits for practitioners and applied researchers will be in terms of access to novel approaches to tackle relevant problems in their field. Benefits for policy-makers and public bodies representatives will be in terms of understanding how technological advances can support them in supporting the progress of society and economy.

Programming Collective Intelligence

Programming Collective Intelligence
Title Programming Collective Intelligence PDF eBook
Author Toby Segaran
Publisher "O'Reilly Media, Inc."
Total Pages 361
Release 2007-08-16
Genre Computers
ISBN 0596550685

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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

Big Mind

Big Mind
Title Big Mind PDF eBook
Author Geoff Mulgan
Publisher Princeton University Press
Total Pages 288
Release 2019-11-12
Genre Business & Economics
ISBN 0691196168

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"A new field of collective intelligence has emerged in the last few years, prompted by a wave of digital technologies that make it possible for organizations and societies to think at large scale. This "bigger mind"--human and machine capabilities working together--has the potential to solve the great challenges of our time. So why do smart technologies not automatically lead to smart results? Gathering insights from diverse fields, including philosophy, computer science, and biology, Big Mind reveals how collective intelligence can guide corporations, governments, universities, and societies to make the most of human brains and digital technologies"--Amazon.com.

Facilitating Collective Intelligence

Facilitating Collective Intelligence
Title Facilitating Collective Intelligence PDF eBook
Author Chantal Nève-Hanquet
Publisher Routledge
Total Pages 198
Release 2019-08-19
Genre Psychology
ISBN 0429559526

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Chantal Nève-Hanquet and Agathe Crespel provide an accessible and ground-breaking guide to genuinely effective group work, sharing excellent hands-on assistance for coaches and facilitators. Offering a unique selection of guidelines and illustrations for group work, the authors demonstrate the benefits of using creative action methods in practice, helping leaders discover new ways to achieve dynamic group sessions and endowing their work with new vigour, as well as pleasure. Facilitating Collective Intelligence brings together a wealth of knowledge and techniques from psychodrama, Jungian and systemic analysis to inform group facilitation. Throughout the book's four parts, key inner attitudes, questions and action techniques are explored to help facilitators nourish open and flexible forms of communication within groups, stimulate collective intelligence and foster creative approaches to collective problem-solving. With the help of numerous sensitively related case studies, the book guides the reader through the process of achieving more dynamism in group work, fostering creativity, encouraging agility and developing co-construction within groups. It contains more than thirty practical reference sheets which provide an instant aid for implementing the methods and models in the book. Nève-Hanquet and Crespel’s approach advocates the use of actions methods, specifically the ARC model, to encourage 'out of the box' thinking and develop new paths and strategies in working with teams and organizations. Facilitating Collective Intelligence is an invaluable and essential tool in cultivating effective group dynamics for all coaches, coach supervisors and consultants, both experienced and in training. Due to its clear and practical structure, it will also be useful for counsellors, coaching psychologists and other professionals who work with groups, as well as students and academics of coaching and coaching psychology.