An Overview of Hierarchical and Non-hierarchical Algorithms of Clustering for Semi-supervised Classification / Sadaaki Miyamoto --; Fuzzy Programming Approaches to Robust Optimization / Masahiro Inuiguchi --; Do We Know How to Integrate? / Radko Mesiar --; Combination and Soft-Normalization of Belief Functions on MV-Algebras / Tommaso Flaminio, Lluís Godo and Tomáš Kroupa --; Using Linear Programming for Weights Identification of Generalized Bonferroni Means in R / Gleb Beliakov and Simon James --; An Ordered Weighted Average with a Truncation Weight on Intervals / Yuji Yoshida --; Choquet Integral on the Real Line as a Generalization of the OWA Operator / Yasuo Narukawa --; On WOWA Rank Reversal / Wlodzimierz Ogryczak, Patrice Perny and Paul Weng --; Extending Concordance and Discordance Relations to Hierarchical Sets of Criteria in ELECTRE-III Method / Luis Del Vasto-Terrientes, Aida Valls, Roman Slowinski and Piotr Zielniewicz --; An Extended LibQUAL+ Model Based on Fuzzy Linguistic Information / Francisco J. Cabrerizo, Ignacio J. Pérez, Javier López-Gijón and Enrique Herrera-Viedma. Measure of Inconsistency for the Potential Method / Lavoslav Čaklović --; Hierarchical Bipolar Sugeno Integral Can Be Represented as Hierarchical Bipolar Choquet Integral / Katsushige Fujimoto and Michio Sugeno --; Qualitative Integrals and Desintegrals --; Towards a Logical View / Didier Dubois, Henri Prade and Agnès Rico --; A Quantile Approach to Integration with Respect to Non-additive Measures / Marta Cardin --; Analysis of On-Line Social Networks Represented as Graphs --; Extraction of an Approximation of Community Structure Using Sampling / Néstor Martínez Arqué and David F. Nettleton --; Using Profiling Techniques to Protect the User's Privacy in Twitter / Alexandre Viejo, David Sánchez and Jordi Castellà-Roca --; Detecting Sensitive Information from Textual Documents: An Information-Theoretic Approach / David Sánchez, Montserrat Batet and Alexandre Viejo --; A Study of Anomaly Detection in Data from Urban Sensor Networks / Christoffer Brax and Anders Dahlbom --; Comparing Random-Based and k-Anonymity-Based Algorithms for Graph Anonymization / Jordi Casas-Roma, Jordi Herrera-Joancomartí and Vicenç Torra. Heuristic Supervised Approach for Record Linkage / Javier Murillo, Daniel Abril and Vicenç Torra --; Sampling Attack against Active Learning in Adversarial Environment / Wentao Zhao, Jun Long, Jianping Yin, Zhiping Cai and Geming Xia --; Dynamic Credit-Card Fraud Profiling / Marc Damez, Marie-Jeanne Lesot and Adrien Revault d'Allonnes --; Representing Fuzzy Logic Programs by Graded Attribute Implications / Tomas Kuhr and Vilem Vychodil --; Refining Discretizations of Continuous-Valued Attributes / Eva Armengol and Àngel García-Cerdaña --; Linear Programming with Graded Ill-Known Sets / Shizuya Kawamura and Masahiro Inuiguchi --; Sharing Online Cultural Experiences: An Argument-Based Approach / Leila Amgoud, Roberto Confalonieri, Dave de Jonge, Mark d'Inverno and Katina Hazelden, et al. --; Simple Proof of Basic Theorem for General Concept Lattices by Cartesian Representation / Radim Belohlavek, Jan Konecny and Petr Osicka --; On Some Properties of the Negative Transitivity Obtained from Transitivity / Susana Díaz, Susana Montes and Bernard De Baets. Multi Criteria Operators for Multi-attribute Auctions / Albert Pla, Beatriz Lopez and Javier Murillo --; Finding Patterns in Large Star Schemas at the Right Aggregation Level / Andreia Silva and Cláudia Antunes --; Application of Quantitative MCDA Methods for Parameter Setting Support of an Image Processing System / Lionel Valet and Vincent Clivillé --; Inductive Clustering and Twofold Approximations in Nearest Neighbor Clustering / Sadaaki Miyamoto and Satoshi Takumi --; Marginality: A Numerical Mapping for Enhanced Exploitation of Taxonomic Attributes / Josep Domingo-Ferrer --; Introducing Incomparability in Modeling Qualitative Belief Functions / Amel Ennaceur, Zied Elouedi and Eric Lefevre --; On Rough Set Based Non Metric Model / Yasunori Endo, Ayako Heki and Yukihiro Hamasuna --; An Efficient Reasoning Method for Dependencies over Similarity and Ordinal Data / Radim Belohlavek, Pablo Cordero, Manuel Enciso, Angel Mora and Vilem Vychodil.
This book constitutes the refereed proceedings of the 9th International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2012, held in Girona, Catalonia, Spain, in November 2012. The 32 revised full papers were carefully reviewed and selected from 49 submissions and are presented with 4 plenary talks. The papers are organized in topical sections on aggregation operators, integrals, data privacy and security, reasoning, applications, and clustering and similarity.