Putting humans in the loop: Social computing for Water Resources Management

The advent of online services, social networks, crowdsourcing, and serious Web games has promoted the emergence of a novel computation paradigm, where complex tasks are solved by exploiting the capacity of human beings and computer platforms in an integrated way. Water Resources Management systems can take advantage of human and social computation in several ways: collecting and validating data, complementing the analytic knowledge embodied in models with tacit knowledge from individuals and communities, using human sensors to monitor the variation of conditions at a fine grain and in real time, activating human networks to perform search tasks or actuate management actions. This exploratory paper overviews different forms of human and social computation and analyzes how they can be exploited to enhance the effectiveness of ICT-based Water Resources Management.

[1]  Salvatore Catanese,et al.  Crawling Facebook for social network analysis purposes , 2011, WIMS '11.

[2]  John F. Sowa,et al.  Principles of semantic networks , 1991 .

[3]  Klaus Hubacek,et al.  ‘Who’s in the Network?’ When Stakeholders Influence Data Analysis , 2008 .

[4]  Krzysztof Z. Gajos,et al.  Toward automatic task design: a progress report , 2010, HCOMP '10.

[5]  Panagiotis G. Ipeirotis,et al.  Quality management on Amazon Mechanical Turk , 2010, HCOMP '10.

[6]  Anthony J. Jakeman,et al.  Participatory Modelling in Natural Resource Management: A Comparison of Four Case Studies , 2003 .

[7]  Huanhuan Xia,et al.  Towards efficient content management in online social communities — A study of user interest and context , 2010, 2010 6th International Conference on Advanced Information Management and Service (IMS).

[8]  J. Zittrain,et al.  Ubiquitous human computing , 2008, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[9]  Jennifer Widom,et al.  Human-assisted graph search: it's okay to ask questions , 2011, Proc. VLDB Endow..

[10]  Richard Carlsson,et al.  A Mobile Game to Collect and Improve Position of Images , 2009, 2009 Third International Conference on Next Generation Mobile Applications, Services and Technologies.

[11]  Sander Janssen,et al.  Original papers: Linking models for assessing agricultural land use change , 2011 .

[12]  Elena Paslaru Bontas Simperl,et al.  SpotTheLink: playful alignment of ontologies , 2011, SAC '11.

[13]  Marco Brambilla,et al.  BPMN and Design Patterns for Engineering Social BPM Solutions , 2011, Business Process Management Workshops.

[14]  Boris Kompare,et al.  Environmental Modelling & Software , 2014 .

[15]  Andrea Castelletti,et al.  A procedural approach to strengthening integration and participation in water resource planning , 2006, Environ. Model. Softw..

[16]  James Myers,et al.  A virtual sensor system for user-generated, real-time environmental data products , 2011, Environ. Model. Softw..

[17]  E. David,et al.  Networks, Crowds, and Markets: Reasoning about a Highly Connected World , 2010 .

[18]  Bo Leuf,et al.  The Wiki Way: Quick Collaboration on the Web , 2001 .

[19]  Andrea Castelletti,et al.  Bayesian networks in water resource modelling and management , 2007, Environ. Model. Softw..

[20]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[21]  Alan Bundy,et al.  Eco-Logic - Logic-Based Approaches to Ecological Modeling , 1991, Logic programming.

[22]  Shyhtsun Felix Wu,et al.  Crawling Online Social Graphs , 2010, 2010 12th International Asia-Pacific Web Conference.

[23]  Jeffrey Heer,et al.  Crowdsourcing graphical perception: using mechanical turk to assess visualization design , 2010, CHI.

[24]  Enrico Weber,et al.  Integrated and Participatory Water Resources Management - Practice , 2007 .

[25]  Irwin King,et al.  Mathematical Modeling of Social Games , 2009, 2009 International Conference on Computational Science and Engineering.

[26]  Virgílio A. F. Almeida,et al.  Characterizing user behavior in online social networks , 2009, IMC '09.

[27]  Elinor Ostrom,et al.  Complexity of Coupled Human and Natural Systems , 2007, Science.

[28]  Marco Zaffalon,et al.  Decision-theoretic specification of credal networks: A unified language for uncertain modeling with sets of Bayesian networks , 2008, Int. J. Approx. Reason..

[29]  Lorrie Faith Cranor,et al.  Are your participants gaming the system?: screening mechanical turk workers , 2010, CHI.

[30]  Benjamin B. Bederson,et al.  Human computation: a survey and taxonomy of a growing field , 2011, CHI.

[31]  Eben M. Haber,et al.  Creek watch: pairing usefulness and usability for successful citizen science , 2011, CHI.

[32]  Richi Nayak,et al.  Improving Matching Process in Social Network Using Implicit and Explicit User Information , 2011, APWeb.

[33]  Laurence Prusak,et al.  In good company: how social capital makes organizations work , 2001, UBIQ.

[34]  E. Hand,et al.  Citizen science: People power , 2010, Nature.

[35]  Luis von Ahn Games with a Purpose , 2006, Computer.

[36]  Marco Zaffalon,et al.  Spatially Distributed Identification of Debris Flow Source Areas by Credal Networks , 2008 .

[37]  Flora D. Salim,et al.  Transafe: a crowdsourced mobile platform for crime and safety perception management , 2011, 2011 IEEE International Symposium on Technology and Society (ISTAS).

[38]  A. Sanfey Social Decision-Making : Insights from Game Theory and Neuroscience , 2022 .

[39]  Milton Halem,et al.  Assimilation of Real-Time Satellite And Human Sensor Networks for Modeling Natural Disasters , 2011 .

[40]  Murray Turoff,et al.  The design of a policy Delphi , 1970 .

[41]  Robin Grimble,et al.  Stakeholder methodologies in natural resource management: a review of principles, contexts, experiences and opportunities , 1997 .

[42]  Luis von Ahn,et al.  Human computation , 2009, 2009 46th ACM/IEEE Design Automation Conference.

[43]  Yong Liu,et al.  Going Beyond Citizen Data Collection with Mapster: A Mobile+Cloud Real-Time Citizen Science Experiment , 2011, 2011 IEEE Seventh International Conference on e-Science Workshops.

[44]  Andrea Emilio Rizzoli,et al.  Towards a Semantically Unified Environmental Information Space , 2011, ISESS.

[45]  Allison Woodruff,et al.  Common Sense: participatory urban sensing using a network of handheld air quality monitors , 2009, SenSys '09.

[46]  Karl V. Lins,et al.  Adrs, Analysts, and Accuracy: Does Cross Listing in the U.S. Improve a Firm's Information Environment and Increase Market Value? , 2002 .

[47]  Daniel P. Loucks,et al.  COMPUTER ASSISTED NEGOTIATION OF MULTIOBJECTIVE WATER RESOURCES CONFLICTS1 , 1992 .

[48]  Narcis B. Kabatereine,et al.  Investigating the spatial micro-epidemiology of diseases within a point-prevalence sample: a field applicable method for rapid mapping of households using low-cost GPS-dataloggers , 2011, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[49]  Martin Hepp,et al.  Games with a Purpose for the Semantic Web , 2008, IEEE Intelligent Systems.

[50]  Alex Pentland,et al.  Time-Critical Social Mobilization , 2010, Science.

[51]  J. Hubbard ADRs, Analysts, and Accuracy: Does Cross Listing in the United States Improve a Firm's Information Environment and Increase Market Value? , 2003 .

[52]  Andrea Castelletti,et al.  A DSS for planning and managing water reservoir systems , 2003, Environ. Model. Softw..

[53]  C. Prell,et al.  Stakeholder Analysis and Social Network Analysis in Natural Resource Management , 2009, Society & Natural Resources.

[54]  Ching-Yung Lin,et al.  On the quality of inferring interests from social neighbors , 2010, KDD.

[55]  Bernard De Baets,et al.  Knowledge-based versus data-driven fuzzy habitat suitability models for river management , 2009, Environ. Model. Softw..

[56]  Manuel Blum,et al.  reCAPTCHA: Human-Based Character Recognition via Web Security Measures , 2008, Science.

[57]  Pekka Korhonen,et al.  A Visual Interactive Method for Solving the Multiple-Criteria Problem , 1986 .

[58]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[59]  Yutaka Matsuo,et al.  Earthquake shakes Twitter users: real-time event detection by social sensors , 2010, WWW '10.

[60]  Enrique Herrera-Viedma,et al.  A Mobile Decision Support System for Dynamic Group Decision-Making Problems , 2010, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[61]  Adrien Treuille,et al.  Predicting protein structures with a multiplayer online game , 2010, Nature.

[62]  A. V. D. Ven,et al.  Group Techniques for Program Planning , 1975 .

[63]  Andrea Emilio Rizzoli,et al.  A Model for Semantic Annotation of Environmental Resources: The TaToo Semantic Framework , 2011, ISESS.

[64]  Krishna P. Gummadi,et al.  A measurement-driven analysis of information propagation in the flickr social network , 2009, WWW '09.

[65]  Mirco Musolesi,et al.  The Rise of People-Centric Sensing , 2008, IEEE Internet Comput..

[66]  Thomas R. Gruber,et al.  Collective knowledge systems: Where the Social Web meets the Semantic Web , 2008, J. Web Semant..

[67]  Mohammad Soleymani,et al.  Single Trial Classification of EEG and Peripheral Physiological Signals for Recognition of Emotions Induced by Music Videos , 2010, Brain Informatics.

[68]  Dan Frankowski,et al.  Supporting social recommendations with activity-balanced clustering , 2007, RecSys '07.

[69]  Andrea Castelletti,et al.  Coupling real-time control and socio-economic issues in participatory river basin planning , 2007, Environ. Model. Softw..

[70]  Andrea Emilio Rizzoli,et al.  Modelling with knowledge: A review of emerging semantic approaches to environmental modelling , 2009, Environ. Model. Softw..

[71]  Robert P. W. Duin,et al.  Limits on the majority vote accuracy in classifier fusion , 2003, Pattern Analysis & Applications.

[72]  Krishna P. Gummadi,et al.  You are who you know: inferring user profiles in online social networks , 2010, WSDM '10.

[73]  Andrea Castelletti,et al.  Integrated and Participatory Water Resources Management. Theory , 2007 .

[74]  Matt Jones,et al.  Improving Human Judgments by Decontaminating Sequential Dependencies , 2010, NIPS.

[75]  Simone Braun,et al.  Ontology Maturing: a Collaborative Web 2.0 Approach to Ontology Engineering , 2007, CKC.

[76]  Olivier Barreteau,et al.  The joint use of role-playing games and models regarding negotiation processes: characterization of associations , 2003, J. Artif. Soc. Soc. Simul..

[77]  Sakari Kuikka,et al.  Bene-Eia: A Bayesian Approach to Expert Judgment Elicitation with Case Studies on Climate Change Impacts on Surface Waters , 1997 .

[78]  Alex Pentland,et al.  Social sensing for epidemiological behavior change , 2010, UbiComp.

[79]  Nikhil Bansal,et al.  On using crowd for measuring traffic at aggregate level for emerging countries , 2011, IIWeb '11.

[80]  Sigrid Stagl,et al.  See Blockindiscussions, Blockinstats, Blockinand Blockinauthor Blockinprofiles Blockinfor Blockinthis Blockinpublication Managing Blockincomplex Blockinadaptive Blockinsystems Blockin— Blockina Blockinco- Evolutionary Blockinperspective Blockinon Blockinnatural Blockinresource Management , 2022 .

[81]  Susan Hester,et al.  Allocating surveillance effort in the management of invasive species: A spatially-explicit model , 2010, Environ. Model. Softw..

[82]  Mark Klein,et al.  Enabling On-Line Deliberation and Collective Decision-Making through Large-Scale Argumentation: A New Approach to the Design of an Internet-Based Mass Collaboration Platform , 2009, Int. J. Decis. Support Syst. Technol..

[83]  Maria E. Niessen,et al.  Citizen noise pollution monitoring , 2009, D.GO.

[84]  Andrew Campbell,et al.  The Rise of People-Centric Sensing , 2008, IEEE Internet Computing.

[85]  Panagiotis G. Ipeirotis,et al.  Managing crowdsourced human computation: a tutorial , 2011, WWW.

[86]  Samson W. Tu,et al.  Supporting Collaborative Ontology Development in Protégé , 2008, SEMWEB.

[87]  Markus Brede,et al.  Harvesting heterogeneous renewable resources: Uncoordinated, selfish, team-, and community-oriented strategies , 2010, Environ. Model. Softw..

[88]  Leonidas J. Guibas,et al.  Mobiscopes for Human Spaces , 2007, IEEE Pervasive Computing.

[89]  Edith Law,et al.  Input-agreement: a new mechanism for collecting data using human computation games , 2009, CHI.

[90]  Kenneth D. Forbus Qualitative Reasoning about Physical Processes , 1981, IJCAI.

[91]  Natalya F. Noy,et al.  Proceedings of the Workshop on Social and Collaborative Construction of Structured Knowledge (CKC 2007) at the 16th International World Wide Web Conference (WWW2007) Banff, Canada, May 8, 2007 , 2007, CKC.

[92]  Sander Janssen,et al.  Defining assessment projects and scenarios for policy support: Use of ontology in Integrated Assessment and Modelling , 2009, Environ. Model. Softw..

[93]  Raja Sengupta,et al.  The connected traveler: using location and personalization on mobile devices to improve transportation , 2009, LOCWEB '09.

[94]  Chang-Tien Lu,et al.  CROWDSAFE: crowd sourcing of crime incidents and safe routing on mobile devices , 2011, GIS.