Building virtual community in computational intelligence and machine learning [Research Frontier]

This paper tackles the issue of building a large-scale virtual organization for individuals and institutions that are associated with the field of computational intelligence (CI) and machine learning (ML). It begins with a few scenarios that will help illustrate the need for a virtual community in CIML.

[1]  Li-Xin Wang,et al.  Adaptive fuzzy systems and control - design and stability analysis , 1994 .

[2]  W. Freeman,et al.  Aperiodic phase re‐setting in scalp EEG of beta–gamma oscillations by state transitions at alpha–theta rates , 2003, Human brain mapping.

[3]  Béla Bollobás,et al.  Phase transitions in the neuropercolation model of neural populations with mixed local and non-local interactions , 2005, Biological Cybernetics.

[4]  Minoru Asada,et al.  3D2Real: Simulation League Finals in Real Robots , 2006, RoboCup.

[5]  Ronald R. Yager On the implication operator in fuzzy logic , 1983, Inf. Sci..

[6]  Sameer Singh,et al.  An approach to novelty detection applied to the classification of image regions , 2004, IEEE Transactions on Knowledge and Data Engineering.

[7]  M. Y. Siyal,et al.  Edge detection with BP neural networks , 1998, ICSP '98. 1998 Fourth International Conference on Signal Processing (Cat. No.98TH8344).

[8]  Xin Yao,et al.  An analysis of diversity measures , 2006, Machine Learning.

[9]  Eamonn J. Keogh,et al.  Finding surprising patterns in a time series database in linear time and space , 2002, KDD.

[10]  Robert Kozma,et al.  Narrow-band oscillations in probabilistic cellular automata. , 2008, Physical review. E, Statistical, nonlinear, and soft matter physics.

[11]  V. Vapnik Estimation of Dependences Based on Empirical Data , 2006 .

[12]  L. Hood,et al.  Reverse Engineering of Biological Complexity , 2007 .

[13]  Rainer Laur,et al.  Intelligent Containers and Sensor Networks Approaches to apply Autonomous Cooperation on Systems with limited Resources , 2007 .

[14]  N. N. Karnik,et al.  Introduction to type-2 fuzzy logic systems , 1998, 1998 IEEE International Conference on Fuzzy Systems Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98CH36228).

[15]  Martin L. Griss,et al.  Software Engineering with Java Agent Components , 2004 .

[16]  Jürgen Kurths,et al.  Synchronization - A Universal Concept in Nonlinear Sciences , 2001, Cambridge Nonlinear Science Series.

[17]  Ebrahim H. Mamdani,et al.  An Experiment in Linguistic Synthesis with a Fuzzy Logic Controller , 1999, Int. J. Hum. Comput. Stud..

[18]  Béla Bollobás,et al.  Large deviations for mean field models of probabilistic cellular automata , 2006, Random Struct. Algorithms.

[19]  Xin Yao,et al.  Evolutionary computation benchmarking repository [Developmental Tools] , 2006, IEEE Computational Intelligence Magazine.

[20]  Tong Zhang,et al.  A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , 2005, J. Mach. Learn. Res..

[21]  U. Kaymak An MSc program in computational economics with a focus on computational intelligence , 2006, IEEE Computational Intelligence Magazine.

[22]  R. Dawes,et al.  Heuristics and Biases: Clinical versus Actuarial Judgment , 2002 .

[23]  J. Mendel Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions , 2001 .

[24]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[25]  Ganesh K. Venayagamoorthy,et al.  Online design of an echo state network based wide area monitor for a multimachine power system , 2007, Neural Networks.

[26]  Olfa Nasraoui,et al.  Robust Clustering for Tracking Noisy Evolving Data Streams , 2006, SDM.

[27]  Stefano Carpin,et al.  Bridging the Gap Between Simulation and Reality in Urban Search and Rescue , 2006, RoboCup.

[28]  Peter R. Monge,et al.  Communication Processes for Virtual Organizations , 2006 .

[29]  R. Polikar,et al.  Ensemble based systems in decision making , 2006, IEEE Circuits and Systems Magazine.

[30]  Garrison Sposito,et al.  An introduction to quantum physics , 1970 .

[31]  Lotfi A. Zadeh,et al.  Outline of a New Approach to the Analysis of Complex Systems and Decision Processes , 1973, IEEE Trans. Syst. Man Cybern..

[32]  Olfa Nasraoui,et al.  A novel approach to unsupervised robust clustering using genetic niching , 2000, Ninth IEEE International Conference on Fuzzy Systems. FUZZ- IEEE 2000 (Cat. No.00CH37063).

[33]  F. Glover,et al.  In Modern Heuristic Techniques for Combinatorial Problems , 1993 .

[34]  Martin Fowler,et al.  Patterns of Enterprise Application Architecture , 2002 .

[35]  Jacek M. Zurada,et al.  Computational intelligence virtual community: Framework and implementation issues , 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).

[36]  David W. Coit,et al.  Reliability optimization of series-parallel systems using a genetic algorithm , 1996, IEEE Trans. Reliab..

[37]  D. Opitz,et al.  Popular Ensemble Methods: An Empirical Study , 1999, J. Artif. Intell. Res..

[38]  Rajiv Kohli,et al.  Towards developing a framework for measuring organizational impact of IT- enabled BPR: case studies of three firms , 2006, DATB.

[39]  Steven L. Small,et al.  The mind of expert motor performance is cool and focused , 2007, NeuroImage.

[40]  Shai Ben-David,et al.  A theoretical framework for learning from a pool of disparate data sources , 2002, KDD.

[41]  R.M. Fujimoto,et al.  Parallel and distributed simulation systems , 2001, Proceeding of the 2001 Winter Simulation Conference (Cat. No.01CH37304).

[42]  Dennis Gannon,et al.  Workflows for e-Science, Scientific Workflows for Grids , 2014 .

[43]  K. De Jong,et al.  Evolving intelligent agents: A 50 year quest , 2008, IEEE Computational Intelligence Magazine.

[44]  Leon Cohen,et al.  Time Frequency Analysis: Theory and Applications , 1994 .

[45]  Ann Zimmerman,et al.  The Biomedical Informatics Research Network , 2008 .

[46]  Michael Lees,et al.  Distributed Simulation of MAS , 2004, MABS.

[47]  Xin Yao A research-led and industry-oriented MSc program in natural computation , 2006, IEEE Computational Intelligence Magazine.

[48]  E. H. Mamdani,et al.  Advances in the linguistic synthesis of fuzzy controllers , 1976 .

[49]  David Jefferson,et al.  Virtual time II: storage management in conservative and optimistic systems , 1990, PODC '90.

[50]  K. Vohs,et al.  Exploding the self-esteem myth. , 2005, Scientific American.

[51]  Setrag Khoshafian,et al.  Introduction to Groupware, Workflow, and Workgroup Computing , 1995 .

[52]  John Fulcher,et al.  Computational Intelligence: An Introduction , 2008, Computational Intelligence: A Compendium.

[53]  Jerry M. Mendel,et al.  Interval type-2 fuzzy logic systems: theory and design , 2000, IEEE Trans. Fuzzy Syst..

[54]  Fabio A. González,et al.  TECNO-STREAMS: tracking evolving clusters in noisy data streams with a scalable immune system learning model , 2003, Third IEEE International Conference on Data Mining.

[55]  Massimiliano Pontil,et al.  Regularized multi--task learning , 2004, KDD.

[56]  G. Theraulaz,et al.  Inspiration for optimization from social insect behaviour , 2000, Nature.

[57]  Leon Reznik,et al.  Development of the Intelligent Sensor Network Anomaly Detection System : Problems and Solutions , .

[58]  Olfa Nasraoui,et al.  One Step Evolutionary Mining of Context Sensitive Associations and Web Navigation Patterns , 2002, SDM.

[59]  Andreas Robert Formiconi,et al.  MedIGrid: a medical imaging environment based on a grid computing infrastructure , 2003, Proceedings of the 25th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE Cat. No.03CH37439).

[60]  Vladimir Cherkassky,et al.  Connection between SVM+ and multi-task learning , 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).

[61]  Walter J. Freeman,et al.  Proposed Cortical “Shutter” Mechanism in Cinematographic Perception , 2007 .

[62]  Jennifer Preece,et al.  Designing and evaluating online communities: research speaks to emerging practice , 2004, Int. J. Web Based Communities.

[63]  Mehmed Kantardzic,et al.  Learning from Data , 2011 .

[64]  P. Hagoort,et al.  Integration of Word Meaning and World Knowledge in Language Comprehension , 2004, Science.

[65]  Roger C. Conant,et al.  Laws of Information which Govern Systems , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[66]  Olfa Nasraoui,et al.  Network Intrusion Detection Using Genetic Clustering , 2004, GECCO.

[67]  Didier Dubois,et al.  Fuzzy sets and systems ' . Theory and applications , 2007 .

[68]  Olfa Nasraoui,et al.  ECSAGO: Evolutionary Clustering with Self Adaptive Genetic Operators , 2006, 2006 IEEE International Conference on Evolutionary Computation.

[69]  Ian Witten,et al.  Data Mining , 2000 .

[70]  Jaideep Srivastava,et al.  Event detection from time series data , 1999, KDD '99.

[71]  Nurcan Durak,et al.  Feature Exploration for Mining Coronal Loops from Solar Images , 2008, 2008 20th IEEE International Conference on Tools with Artificial Intelligence.

[72]  Munindar P. Singh,et al.  Challenges for Machine Learning in Cooperative Information Systems , 1996, ECAI Workshop LDAIS / ICMAS Workshop LIOME.

[73]  R. May,et al.  Stability and Complexity in Model Ecosystems , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[74]  Ingo J. Timm,et al.  Large scale multiagent simulation on the grid , 2005, CCGrid 2005. IEEE International Symposium on Cluster Computing and the Grid, 2005..

[75]  Xin Yao,et al.  Diversity creation methods: a survey and categorisation , 2004, Inf. Fusion.

[76]  E. H. Mamdani,et al.  Application of Fuzzy Logic to Approximate Reasoning Using Linguistic Synthesis , 1976, IEEE Transactions on Computers.

[77]  Jorge Louçã,et al.  A quantum metric of organizational performance: Terrorism and counterterrorism , 2007, Comput. Math. Organ. Theory.

[78]  Olfa Nasraoui,et al.  Web Recommender System Implementations in Multiple Flavors : Fast and ( Care-) Free for All , 2006 .

[79]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[80]  Harold H. Kelley,et al.  Lewin, Situations, and Interdependence , 1991 .

[81]  Shardul Agrawala,et al.  Climate change. The limits of consensus. , 2007, Science.

[82]  Lars Lundberg,et al.  Middleware Support for Performance Improvement of MABS Applications in the Grid Environment , 2007, MABS.

[83]  Patrick C. K. Hung,et al.  A Secure Workflow Model , 2003, ACSW.

[84]  Xiao Fan Wang,et al.  Synchronization in scale-free dynamical networks: robustness and fragility , 2001, cond-mat/0105014.

[85]  Marie Persson,et al.  Applications of Agent Based Simulation , 2006, MABS.

[86]  D. Ruppert The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2004 .

[87]  E. Rieffel Certainty and Uncertainty in Quantum Information Processing , 2007, quant-ph/0702121.

[88]  Vladimir Vapnik,et al.  Statistical learning theory , 1998 .

[89]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[90]  Kenneth A. Kaufman,et al.  The AQ21 Natural Induction Program for Pattern Discovery: Initial Version and its Novel Features , 2006, 2006 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'06).

[91]  Olfa Nasraoui,et al.  Summarizing Evolving Data Streams using Dynamic Prefix Trees , 2007, IEEE/WIC/ACM International Conference on Web Intelligence (WI'07).

[92]  S. Ranganath,et al.  An edge detection scheme using radial basis function networks , 2000, Neural Networks for Signal Processing X. Proceedings of the 2000 IEEE Signal Processing Society Workshop (Cat. No.00TH8501).

[93]  Miki Haseyama,et al.  Hopfield neural networks for edge detection , 2001, ISCAS 2001. The 2001 IEEE International Symposium on Circuits and Systems (Cat. No.01CH37196).

[94]  Michael J. Pont,et al.  Improving the performance of radial basis function classifiers in condition monitoring and fault diagnosis applications where 'unknown' faults may occur , 2002, Pattern Recognit. Lett..

[95]  Jan D. Gehrke,et al.  Traffic Prediction for Agent Route Planning , 2008, ICCS.

[96]  W. Brogden Annual Review of Psychology , 1957 .

[97]  Zhiyong Zhang,et al.  Efficient Hybrid Web Recommendations Based on Markov Clickstream Models and Implicit Search , 2007, IEEE/WIC/ACM International Conference on Web Intelligence (WI'07).

[98]  Lotfi A. Zadeh,et al.  Knowledge Representation in Fuzzy Logic , 1996, IEEE Trans. Knowl. Data Eng..

[99]  N. Metropolis,et al.  Equation of State Calculations by Fast Computing Machines , 1953, Resonance.

[100]  Masaharu Mizumoto,et al.  Some Properties of Fuzzy Sets of Type 2 , 1976, Inf. Control..

[101]  Yahachiro Tsukamoto,et al.  AN APPROACH TO FUZZY REASONING METHOD , 1993 .

[102]  William F. Lawless,et al.  Consensus Seeking Versus Truth Seeking , 2005 .

[103]  Robert Kozma,et al.  Activation clustering in neural and social networks , 2005, Complex..

[104]  Sven Werner,et al.  Distributed Clustering of Autonomous Shipping Containers by Concept, Location, and Time , 2007, MATES.

[105]  Hod Lipson,et al.  Resilient Machines Through Continuous Self-Modeling , 2006, Science.

[106]  Ganesh K. Venayagamoorthy,et al.  Real-time implementation of a measurement-based adaptive wide-area control system considering communication delays , 2008 .

[107]  Bernhard Sendhoff,et al.  Evolutionary Computation Benchmarking Repository , 2006 .

[108]  PfefferJeffrey,et al.  Building Organization Theory from First Principles , 2005 .

[109]  BellifemineFabio,et al.  Developing multi-agent systems with a FIPA-compliant agent framework , 2001 .

[110]  菅野 道夫,et al.  Industrial applications of fuzzy control , 1985 .

[111]  Vojislav Kecman,et al.  Adaptive local hyperplane classification , 2008, Neurocomputing.

[112]  Dipankar Dasgupta,et al.  Novelty detection in time series data using ideas from immunology , 1996 .

[113]  J. Kelso,et al.  From the Cover : The phi complex as a neuromarker of human social coordination , 2007 .

[114]  Gavan Lintern,et al.  Dynamic patterns: The self-organization of brain and behavior , 1997, Complex.

[115]  Ian T. Foster,et al.  The anatomy of the grid: enabling scalable virtual organizations , 2001, Proceedings First IEEE/ACM International Symposium on Cluster Computing and the Grid.

[116]  A. Sanfey Social Decision-Making: Insights from Game Theory and Neuroscience , 2007, Science.

[117]  William F. Lawless,et al.  A Quantum Real-Time Metric for NVOs , 2008 .

[118]  J. Ma,et al.  Time-series novelty detection using one-class support vector machines , 2003, Proceedings of the International Joint Conference on Neural Networks, 2003..

[119]  Robert Kozma,et al.  Intentional systems: Review of neurodynamics, modeling, and robotics implementation , 2008 .

[120]  Kenneth A. Kaufman,et al.  Natural Induction and Conceptual Clustering: A Review of Applications , 2006 .

[121]  James A. Whittaker Why Secure Applications are Difficult to Write , 2003, IEEE Secur. Priv..

[122]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[123]  Hichem Frigui,et al.  SHOW AND TELL : A Seamlessly Integrated Tool For Searching with Image Content And Text , 2006 .

[124]  Lotfi A. Zadeh,et al.  Fuzzy Logic , 2009, Encyclopedia of Complexity and Systems Science.

[125]  Michael E. Papka,et al.  Simulating and visualizing the human arterial system on the TeraGrid , 2006, Future Gener. Comput. Syst..

[126]  Lotfi A. Zadeh,et al.  Fuzzy logic = computing with words , 1996, IEEE Trans. Fuzzy Syst..

[127]  Michael Goldstein,et al.  Exchangeable Belief Structures , 1986 .

[128]  Peter R. Monge,et al.  Introduction to the Special Issue: Communication Processes for Virtual Organizations , 1999 .

[129]  R. Yager On a general class of fuzzy connectives , 1980 .

[130]  Daniel E. Atkins and John Seely Brown and Allen L. Hammond,et al.  A Review of the Open Educational Resources (OER) Movement: Achievements, Challenges, and New Opportunities , 2007 .

[131]  Arne Schuldt Quality Criteria for Multiagent-based Simulations with Conservative Synchronisation , 2008 .