Modeling Decisions for Artificial Intelligence: Theory, Tools and Applications

Aggregation operators, in particular, and information fusion techniques, in general are being used in several Artificial Intelligence systems for modeling decisions. In this paper we give a personal overview of current trends and challenges as well as describe our aims with respect to the MDAI conference series.

[1]  Gabriella Pasi,et al.  Modeling users' preferences in systems for information access , 2003, Int. J. Intell. Syst..

[2]  R. Mesiar,et al.  Aggregation operators: properties, classes and construction methods , 2002 .

[3]  Gleb Beliakov,et al.  How to build aggregation operators from data , 2003, Int. J. Intell. Syst..

[4]  Vicenç Torra,et al.  OWA operators in data modeling and reidentification , 2004, IEEE Transactions on Fuzzy Systems.

[5]  Lakhmi C. Jain,et al.  Introduction to Fuzzy Clustering , 2006 .

[6]  Aureli Soria-Frisch,et al.  Hybrid SOM and fuzzy integral frameworks for fuzzy classification , 2003, The 12th IEEE International Conference on Fuzzy Systems, 2003. FUZZ '03..

[7]  Michel Grabisch,et al.  p-Symmetric Fuzzy Measures , 2002, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[8]  Gleb Beliakov,et al.  Appropriate choice of aggregation operators in fuzzy decision support systems , 2001, IEEE Trans. Fuzzy Syst..

[9]  Ronald R. Yager Noble reinforcement in disjunctive aggregation operators , 2003, IEEE Trans. Fuzzy Syst..

[10]  Yasuo Narukawa,et al.  Choquet integral and Sugeno integral as aggregation functions , 2003 .

[11]  Gaspar Mayor,et al.  Aggregation Operators , 2002 .

[12]  Vicenç Torra,et al.  Fuzzy Measure and Probability Distributions: Distorted Probabilities , 2005, IEEE Transactions on Fuzzy Systems.

[13]  Kwong-Sak Leung,et al.  Classification by nonlinear integral projections , 2003, IEEE Trans. Fuzzy Syst..

[14]  Sadaaki Miyamoto,et al.  Information clustering based on fuzzy multisets , 2003, Inf. Process. Manag..

[15]  J. C. Peters,et al.  Fuzzy Cluster Analysis : A New Method to Predict Future Cardiac Events in Patients With Positive Stress Tests , 1998 .

[16]  Enrique Herrera-Viedma,et al.  Fuzzy Qualitative Models to Evaluate the Quality on the Web , 2004, MDAI.

[17]  Z. S. Xu,et al.  An overview of operators for aggregating information , 2003, Int. J. Intell. Syst..

[18]  Friedrich Pukelsheim,et al.  Llull's writings on electoral systems , 2001 .

[19]  P. Doyle,et al.  Confidentiality, Disclosure and Data Access: Theory and Practical Applications for Statistical Agencies , 2001 .

[20]  F. Herrera,et al.  An intelligent news recommender agent for filtering and categorizing large volumes of text corpus , 2004 .

[21]  Vicenç Torra Aggregation operators and models , 2005, Fuzzy Sets Syst..

[22]  Christophe Labreuche,et al.  Bi-capacities -- Part II: the Choquet integral , 2007, ArXiv.

[23]  Vicenç Torra,et al.  On the meta‐knowledge choquet integral and related models , 2005, Int. J. Intell. Syst..

[24]  Vicenç Torra On some relationships between hierarchies of quasiarithmetic means and neural networks , 1999 .

[25]  Jozo J. Dujmovic,et al.  Reliability of LSP Criteria , 2004, MDAI.

[26]  S. Miyamoto Generalizations of multisets and rough approximations , 2004 .

[27]  Rajani K. Mudi,et al.  Computational intelligence for decision‐making systems , 2003, Int. J. Intell. Syst..

[28]  Vicenc Torra,et al.  Information Fusion in Data Mining , 2003 .

[29]  Jesús Manuel Fernández Salido,et al.  Extending Yager's orness concept for the OWA aggregators to other mean operators , 2003, Fuzzy Sets Syst..

[30]  Sadaaki Miyamoto,et al.  Similarity Measures Based on a Fuzzy Set Model and Application to Hierarchical Clustering , 1986, IEEE Transactions on Systems, Man, and Cybernetics.

[31]  Ivan Kojadinovic Unsupervised Aggregation by the Choquet Integral Based on Entropy Functionals: Application to the Evaluation of Students , 2004, MDAI.

[32]  Ronald R. Yager,et al.  On ordered weighted averaging aggregation operators in multicriteria decisionmaking , 1988, IEEE Trans. Syst. Man Cybern..

[33]  M. Matloka,et al.  ON FUZZY INTEGRALS , 1987 .

[34]  Aureli Soria-Frisch,et al.  Unsupervised construction of fuzzy measures through self-organizing feature maps and its application in color image segmentation , 2006, Int. J. Approx. Reason..

[35]  Christophe Labreuche,et al.  Bi-capacities - II: the Choquet integral , 2005, Fuzzy Sets Syst..

[36]  Edward Tunstel,et al.  Fuzzy behavior hierarchies for multi‐robot control , 2002, Int. J. Intell. Syst..

[37]  Christophe Labreuche,et al.  Bi-capacities - I: definition, Möbius transform and interaction , 2005, Fuzzy Sets Syst..

[38]  Andrzej Skowron,et al.  Rough Measures and Integrals: A Brief Introduction , 2001, JSAI Workshops.

[39]  Ludmila I. Kuncheva,et al.  "Fuzzy" versus "nonfuzzy" in combining classifiers designed by Boosting , 2003, IEEE Trans. Fuzzy Syst..

[40]  Yaxin Bi,et al.  Combining Multiple Classifiers Using Dempster's Rule of Combination for Text Categorization , 2004, MDAI.

[41]  R. Yager ON THE THEORY OF BAGS , 1986 .