The Use of Trust in Social Machines

Trust plays an important role in the effective working of Social Machines by allowing for cooperative behaviour amongst human and digital components of the system. A detailed study of trust helps in gaining insights into the working of social machines, and allows designers to create better systems which are able to engage more people and allow for efficient operations. In this paper, we undertake a discussion on the variety of ways in which trust can be observed in Social Machines by outlining a three class taxonomy (personal, social and functional). We build upon earlier observations in past literature while seeking a broader definition. We discuss the problem of trust, that of promoting trust amongst the trustworthy in social machines, and present the various insights, challenges and frontiers that arise in response. This includes the role of institutions, communication processes and value aligned technologies in social, personal and functional trust respectively.

[1]  M. Spence Job Market Signaling , 1973 .

[2]  Vladimiro Sassone,et al.  Probabilistic Computational Trust , 2009 .

[3]  J. Searle Making the Social World: The Structure of Human Civilization , 2010 .

[4]  T. Yamagishi,et al.  Group-Based Trust in Strangers , 2009, Psychological science.

[5]  V. S. Subrahmanian,et al.  VEWS: A Wikipedia Vandal Early Warning System , 2015, KDD.

[6]  Elena Paslaru Bontas Simperl,et al.  Towards a classification framework for social machines , 2013, WWW.

[7]  K. O’Hara A General Definition of Trust , 2012 .

[8]  Franck Legendre,et al.  Social Trust in Opportunistic Networks , 2010, 2010 INFOCOM IEEE Conference on Computer Communications Workshops.

[9]  Barry Smyth,et al.  Trust in recommender systems , 2005, IUI.

[10]  Sibel Adali,et al.  Measuring behavioral trust in social networks , 2010, 2010 IEEE International Conference on Intelligence and Security Informatics.

[11]  Nigel Shadbolt,et al.  When Resources Collide: Towards a Theory of Coincidence in Information Spaces , 2015, WWW.

[12]  Paolo Avesani,et al.  Trust-aware recommender systems , 2007, RecSys '07.

[13]  R. Dawkins,et al.  Animal signals: information or manipulation? , 1978 .

[14]  Mathieu Bastian,et al.  Gephi: An Open Source Software for Exploring and Manipulating Networks , 2009, ICWSM.

[15]  Roderick M. Kramer,et al.  Trust and distrust in organizations: emerging perspectives, enduring questions. , 1999, Annual review of psychology.

[16]  W. Galston Trust: The Social Virtues and the Creation of Prosperity , 1996 .

[17]  Insup Lee,et al.  STiki: an anti-vandalism tool for Wikipedia using spatio-temporal analysis of revision metadata , 2010, Int. Sym. Wikis.

[18]  F. G. Crookshank,et al.  The meaning of meaning : a study of the influence of language upon thought and of the science of symbolism , 1924 .

[19]  Diego Gambetta Trust : making and breaking cooperative relations , 1992 .

[20]  George Karypis,et al.  SLIM: Sparse Linear Methods for Top-N Recommender Systems , 2011, 2011 IEEE 11th International Conference on Data Mining.

[21]  Yifan Hu,et al.  Collaborative Filtering for Implicit Feedback Datasets , 2008, 2008 Eighth IEEE International Conference on Data Mining.

[22]  Lik Mui,et al.  Computational models of trust and reputation: agents, evolutionary games, and social networks , 2002 .

[23]  Judith Baker,et al.  TRUST AND RATIONALITY , 1987 .

[24]  Nick Bostrom,et al.  Superintelligence: Paths, Dangers, Strategies , 2014 .

[25]  James A. Hendler,et al.  Trust Networks on the Semantic Web , 2003, WWW.

[26]  Kellyton dos Santos Brito,et al.  Towards Government as a Social Machine , 2015, WWW.

[27]  John Riedl,et al.  SuggestBot: using intelligent task routing to help people find work in wikipedia , 2007, IUI '07.

[28]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[29]  Mihaela Ulieru,et al.  Modelling Culture with Complex, Multi-dimensional, Multi-agent Systems , 2014, Perspectives on Culture and Agent-based Simulations.

[30]  Will Luers The Social Machine: Designs for Living Online , 2016, Leonardo.

[31]  Jack Kaminsky,et al.  Reference And Generality , 1962 .

[32]  T. Postmes,et al.  Short Communication A social identity approach to trust: Interpersonal perception, group membership and trusting behaviour , 2005 .

[33]  Stuart J. Russell,et al.  Research Priorities for Robust and Beneficial Artificial Intelligence , 2015, AI Mag..

[34]  Deborah L. McGuinness,et al.  Investigations into Trust for Collaborative Information Repositories: A Wikipedia Case Study , 2006, MTW.

[35]  George A. Akerlof The Market for “Lemons”: Quality Uncertainty and the Market Mechanism , 1970 .

[36]  Stephen Marsh,et al.  Formalising Trust as a Computational Concept , 1994 .

[37]  Krishnendu Chatterjee,et al.  Assigning trust to Wikipedia content , 2008, Int. Sym. Wikis.

[38]  H. Demsetz Information and Efficiency: Another Viewpoint. , 1969 .

[39]  Amedeo Caflisch,et al.  Efficient modularity optimization by multistep greedy algorithm and vertex mover refinement. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[40]  Evangelia Christakopoulou,et al.  Local Item-Item Models For Top-N Recommendation , 2016, RecSys.

[41]  Alison Pease,et al.  Mathematical practice, crowdsourcing, and social machines , 2013, MKM/Calculemus/DML.

[42]  Eric S. Raymond,et al.  Cathedral & the Bazaar: Musings on Linux and Open Source by an Accidental Revolutionary , 2001 .

[43]  Colin Camerer,et al.  Not So Different After All: A Cross-Discipline View Of Trust , 1998 .

[44]  Sasha R. X. Dall,et al.  Information and its use by animals in evolutionary ecology. , 2005, Trends in ecology & evolution.

[45]  Joos Vandewalle,et al.  A Multilinear Singular Value Decomposition , 2000, SIAM J. Matrix Anal. Appl..

[46]  D. Collard,et al.  Trust : making and breaking cooperative relations , 1989 .

[47]  Stephen Barrett,et al.  Extracting Trust from Domain Analysis: A Case Study on the Wikipedia Project , 2006, ATC.

[48]  Andrei Popescu-Belis,et al.  Combining content with user preferences for TED lecture recommendation , 2013, 2013 11th International Workshop on Content-Based Multimedia Indexing (CBMI).

[49]  Aric Hagberg,et al.  Exploring Network Structure, Dynamics, and Function using NetworkX , 2008, Proceedings of the Python in Science Conference.

[50]  Cécile Paris,et al.  A survey of trust in social networks , 2013, CSUR.

[51]  I. A. Richards,et al.  The Meaning of Meaning: a Study of the Influence of Language upon Thought and of the Science of Symbolism , 1923, Nature.

[52]  H. Simon Models of Bounded Rationality: Empirically Grounded Economic Reason , 1997 .

[53]  N. L. Chervany,et al.  THE MEANINGS OF TRUST , 2000 .

[54]  Nigel Shadbolt,et al.  Social Personal Data Stores: the Nuclei of Decentralised Social Machines , 2015, WWW.

[55]  L. Toledo-Pereyra Trust , 2006, Mediation Behaviour.

[56]  Aniket Kittur,et al.  Can you ever trust a wiki?: impacting perceived trustworthiness in wikipedia , 2008, CSCW.

[57]  M. Hollis Trust Within Reason , 1998 .

[58]  Dietmar Plenz,et al.  powerlaw: A Python Package for Analysis of Heavy-Tailed Distributions , 2013, PloS one.

[59]  Ines Fischer,et al.  Weaving The Web The Original Design And Ultimate Destiny Of The World Wide Web By Its Inventor , 2016 .

[60]  Andrew S. Tanenbaum,et al.  Distributed systems: Principles and Paradigms , 2001 .

[61]  Cai-Nicolas Ziegler,et al.  Towards decentralized recommender systems , 2005 .

[62]  Kieron O'Hara,et al.  Trust in social machines: the challenges , 2012 .

[63]  Trudy Govier,et al.  Is It a Jungle Out There? Trust, Distrust and the Construction of Social Reality , 1994, Dialogue.

[64]  Jan Maarten Schraagen,et al.  Trust in wikipedia: how users trust information from an unknown source , 2010, WICOW '10.

[65]  J. Hardwig The Role of Trust in Knowledge , 1991 .

[66]  Brian R. Duffy,et al.  Fundamental Issues in Affective Intelligent Social Machines , 2008 .

[67]  R. Hardin Trust and Trustworthiness , 2002 .

[68]  Albert-László Barabási,et al.  Understanding individual human mobility patterns , 2008, Nature.

[69]  Murray R. Barrick,et al.  THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META-ANALYSIS , 1991 .

[70]  C. Shapiro,et al.  Network Externalities, Competition, and Compatibility , 1985 .

[71]  Paul Dumouchel,et al.  Trust as an Action , 2005, European Journal of Sociology.

[72]  Eric S. Raymond,et al.  The cathedral and the bazaar - musings on Linux and Open Source by an accidental revolutionary , 2001 .

[73]  Talel Abdessalem,et al.  Building a signed network from interactions in Wikipedia , 2011, DBSocial '11.

[74]  Anton Nijholt,et al.  Computational Social Sciences , 2022, Encyclopedia of Big Data.

[75]  John R. Anderson The Architecture of Cognition , 1983 .

[76]  Cristina V. Lopes,et al.  User contribution and trust in Wikipedia , 2009, 2009 5th International Conference on Collaborative Computing: Networking, Applications and Worksharing.

[77]  V. McGeer Trust, hope and empowerment , 2008 .

[78]  Éva Tardos,et al.  Maximizing the Spread of Influence through a Social Network , 2015, Theory Comput..

[79]  Pascal Poupart,et al.  The Advisor-POMDP: A Principled Approach to Trust through Reputation in Electronic Markets , 2005, PST.

[80]  David E. Kieras,et al.  The Role of a Mental Model in Learning to Operate a Device. , 1984 .