Collective Intelligence in Computer-Based Collaboration

Collective Intelligence in Computer-Based Collaboration

Author: John B. Smith

Publisher: CRC Press

Published: 1994-08-01

Total Pages: 268

ISBN-13: 9780805813203

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Proposing a new paradigm for Computer Supported Cooperative Work (CSCW), this ground-breaking book presents a research agenda for developing and testing that paradigm. It constitutes the first attempt to outline a comprehensive model of collaboration that integrates the cognitive/conceptual and social dynamics of groups. The challenge faced by all groups engaged in intellectual work is, on the one hand, to divide the task so that efforts of individual members may proceed in parallel and, on the other hand, to synthesize their separate contributions to form a coherent whole. Addressing this challenge, Smith examines the general form of a theory of computer-based collaboration that extends across different tasks and working situations. He uses the work of Newell, Simon, and Anderson as a base from which to consider a group as a form of distributed information processing system. Within groups, there are constructs analogous to human long-term and short-term memory, conceptual processes, and problem solving and knowledge-construction strategies. He discusses two metacognitive issues -- awareness and control -- as they occur in collaborative behavior. And he reviews a number of advanced computer systems that support collaboration, focusing on their impact on the thinking and behavior of groups. Smith's theoretical framework combines elements of Information Processing System theory -- and its detailed process models of cognitive behavior -- with the situated perspective of activity theory. The book suggests new and useful ways of conceiving problems and solutions to all those interested in the ways in which people interact with each other and with computers to achieve goals.


Collaborative Intelligence

Collaborative Intelligence

Author: Dawna Markova

Publisher: Random House

Published: 2015-08-11

Total Pages: 386

ISBN-13: 0812994914

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A breakthrough book on the transformative power of collaborative thinking Collaborative intelligence, or CQ, is a measure of our ability to think with others on behalf of what matters to us all. It is emerging as a new professional currency at a time when the way we think, interact, and innovate is shifting. In the past, “market share” companies ruled by hierarchy and topdown leadership. Today, the new market leaders are “mind share” companies, where influence is more important than power, and success relies on collaboration and the ability to inspire. Collaborative Intelligence is the culmination of more than fifty years of original research that draws on Dawna Markova’s background in cognitive neuroscience and her most recent work, with Angie McArthur, as a “Professional Thinking Partner” to some of the world’s top CEOs and creative professionals. Markova and McArthur are experts at getting brilliant yet difficult people to think together. They have been brought in to troubleshoot for Fortune 500 leaders in crisis and managers struggling to inspire their teams. When asked about their biggest challenges at work, Markova and McArthur’s clients all cite a common problem: other people. This response reflects the way we have been taught to focus on the gulfs between us rather than valuing our intellectual diversity—that is, the ways in which each of us is uniquely gifted, how we process information and frame questions, what kind of things deplete us, and what engages and inspires us. Through a series of practices and strategies, the authors teach us how to recognize our own mind patterns and map the talents of our teams, with the goal of embarking together on an aligned course of action and influence. In Markova and McArthur’s experience, managers who appreciate intellectual diversity will lead their teams to innovation; employees who understand it will thrive because they are in touch with their strengths; and an entire team who understands it will come together to do their best work in a symphony of collaboration, their individual strengths working in harmony like an orchestra or a high-performing sports team. Praise for Collaborative Intelligence “Rooted in the latest neuroscience on the nature of collaboration, Collaborative Intelligence celebrates the power of working and thinking together at the highest levels of business and politics, and in the smallest aspects of our everyday lives. Dawna Markova and Angie McArthur show us that our ability to collaborate is not only a measure of intelligence, but essential to solving the world’s problems and seeing the possibilities in ourselves and others.”—Arianna Huffington “This inspiring book teaches you how to align your intention with the intention of others, and how, through shared strengths and talents, you have every right to expect greatness and set the highest goals and expectations.”—Deepak Chopra “Everyone talks about collaboration today, but the rhetoric typically outweighs the reality. Collaborative Intelligence offers tangible tools for those serious about becoming ‘system leaders’ who can close the gap and make collaboration real.”—Peter M. Senge, author of The Fifth Discipline “I have worked with Markova and McArthur for several years, focusing on achieving better results through intellectual diversity. Their approach has encouraged more candid debate and collaborative behavior within the team. The team, not individuals, becomes the hero.”—Al Carey, CEO, PepsiCo


Collective Intelligence in Action

Collective Intelligence in Action

Author: Satnam Alag

Publisher: Simon and Schuster

Published: 2008-09-30

Total Pages: 609

ISBN-13: 163835538X

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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.


Collaborative Intelligence

Collaborative Intelligence

Author: J. Richard Hackman

Publisher: Berrett-Koehler Publishers

Published: 2011-05-16

Total Pages: 238

ISBN-13: 1605099929

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This practical guide draws on cognitive science and work with Fortune 500 companies to help readers develop essential collaborative skills. Collaborative intelligence is a measure of our ability to think with others on behalf of what matters to us all. It is emerging as a new professional currency at a time when influence is more important than power, and success relies on the ability to inspire. Through a series of practices and strategies, this book helps us develop our own collaborative intelligence. The authors teach us how to value intellectual diversity and recognize our own mind patterns. By mapping the talents of our teams, we’re able to embark together on an aligned course of action and influence. Collaborative Intelligence is the culmination of more than fifty years of original research that draws on Dawna Markova’s background in cognitive neuroscience and her most recent work, with Angie McArthur, as a “Professional Thinking Partner” to some of the world’s top CEOs and creative professionals. In their experience, managers who appreciate intellectual diversity will lead their teams to innovation; employees who understand it will thrive because they are in touch with their strengths; and an entire team who understands it will come together to do their best work in a symphony of collaboration.


Big Mind

Big Mind

Author: Geoff Mulgan

Publisher: Princeton University Press

Published: 2019-11-12

Total Pages: 288

ISBN-13: 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.


Crowdsourcing: Concepts, Methodologies, Tools, and Applications

Crowdsourcing: Concepts, Methodologies, Tools, and Applications

Author: Management Association, Information Resources

Publisher: IGI Global

Published: 2019-05-03

Total Pages: 1711

ISBN-13: 1522583637

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With the growth of information technology, many new communication channels and platforms have emerged. This growth has advanced the work of crowdsourcing, allowing individuals and companies in various industries to coordinate efforts on different levels and in different areas. Providing new and unique sources of knowledge outside organizations enables innovation and shapes competitive advantage. Crowdsourcing: Concepts, Methodologies, Tools, and Applications is a collection of innovative research on the methods and applications of crowdsourcing in business operations and management, science, healthcare, education, and politics. Highlighting a range of topics such as crowd computing, macrotasking, and observational crowdsourcing, this multi-volume book is ideally designed for business executives, professionals, policymakers, academicians, and researchers interested in all aspects of crowdsourcing.


Superminds

Superminds

Author: Thomas W. Malone

Publisher: Hachette UK

Published: 2018-05-15

Total Pages: 311

ISBN-13: 0316349100

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From the founding director of the MIT Center for Collective Intelligence comes a fascinating look at the remarkable capacity for intelligence exhibited by groups of people and computers working together. If you're like most people, you probably believe that humans are the most intelligent animals on our planet. But there's another kind of entity that can be far smarter: groups of people. In this groundbreaking book, Thomas Malone, the founding director of the MIT Center for Collective Intelligence, shows how groups of people working together in superminds -- like hierarchies, markets, democracies, and communities -- have been responsible for almost all human achievements in business, government, science, and beyond. And these collectively intelligent human groups are about to get much smarter. Using dozens of striking examples and case studies, Malone shows how computers can help create more intelligent superminds simply by connecting humans to one another in a variety of rich, new ways. And although it will probably happen more gradually than many people expect, artificially intelligent computers will amplify the power of these superminds by doing increasingly complex kinds of thinking. Together, these changes will have far-reaching implications for everything from the way we buy groceries and plan business strategies to how we respond to climate change, and even for democracy itself. By understanding how these collectively intelligent groups work, we can learn how to harness their genius to achieve our human goals. Drawing on cutting-edge science and insights from a remarkable range of disciplines, Superminds articulates a bold -- and utterly fascinating -- picture of the future that will change the ways you work and live, both with other people and with computers.


Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems

Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems

Author: Ryszard Kowalczyk

Publisher: Springer Science & Business Media

Published: 2009-09-23

Total Pages: 876

ISBN-13: 3642044409

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Computational collective intelligence (CCI) is most often understood as a subfield of artificial intelligence (AI) dealing with soft computing methods that enable group decisions to be made or knowledge to be processed among autonomous units acting in distributed environments. The needs for CCI techniques and tools have grown signi- cantly recently as many information systems work in distributed environments and use distributed resources. Web-based systems, social networks and multi-agent systems very often need these tools for working out consistent knowledge states, resolving conflicts and making decisions. Therefore, CCI is of great importance for today’s and future distributed systems. Methodological, theoretical and practical aspects of computational collective int- ligence, such as group decision making, collective action coordination, and knowledge integration, are considered as the form of intelligence that emerges from the collabo- tion and competition of many individuals (artificial and/or natural). The application of multiple computational intelligence technologies such as fuzzy systems, evolutionary computation, neural systems, consensus theory, etc. , can support human and other collective intelligence and create new forms of CCI in natural and/or artificial s- tems.


The Architecture of Cognition

The Architecture of Cognition

Author: John R. Anderson

Publisher: Psychology Press

Published: 2013-11-19

Total Pages: 360

ISBN-13: 1317759532

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Now available in paper, The Architecture of Cognition is a classic work that remains relevant to theory and research in cognitive science. The new version of Anderson's theory of cognitive architecture -- Adaptive Control of Thought (ACT*) -- is a theory of the basic principles of operation built into the cognitive system and is the main focus of the book.


Handbook of Collective Intelligence

Handbook of Collective Intelligence

Author: Thomas W. Malone

Publisher: MIT Press

Published: 2022-06-07

Total Pages: 230

ISBN-13: 0262545845

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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