Intelligent Data Analysis

Transcription

1 Intelligent Data Analysis for Real-Life Applications: Theory and Practice Rafael Magdalena-Benedito Marcelino Martinez-Sober Jose Maria Martinez-Martinez Pablo Escandell-Montero Joan Vila-Frances Information Science REFERENCE

2 Table of Contents Foreword xvi Preface xvii Section 1 Machine Learning Methods Applied to Real-World Problems Chapter t A Discovery Method of Attractive Rules from the Tabular Structured Data 1 Shigeaki Sakurai, Tokyo Institute of Technology, Japan Chapter 2 Learning Different Concept Hierarchies and the Relations Between them from Classified Data 18 Fernando Beniles, University of Konstanz, Germany Elena Sapozhnikova, University ofkonstanz, Germany Chapter 3 Individual Prediction Reliability Estimates in Classification and Regression 35 Darko Pevec, University of Ljubljana, Slovenia Zoran Bosnic, University of Ljubljana, Slovenia Igor Kononenko, University of Ljubljana, Slovenia Chapter 4 Landmark Sliding for 3D Shape Correspondence 57 Pahal Dalai University ofsouth Carolina, USA Song Wang, University of South Carolina, USA

3 La La La Chapter 5 Supervised Classification with Bayesian Networks: A Review on Models and Applications 72 M. Julia Flores, University of Castillo - Jose A. Gomez, University of Castillo - Ana M. Martinez, University of Castillo - Mancha (UCLM), Institute de Investigation Mancha (UCLM), Institute) de Investigation Mancha (UCLM), Instituto de Investigation Section 2 Machine Learning Applications in Computer Vision Chapter 6 Decay Detection in Citrus Fruits Using Hyperspectral Computer Vision 104 Juan Gomez-Sanchis, Intelligent Data Analysis Laboratory, Universidad de Valencia, Spain Einilio Soria-Olivas, Intelligent Data Analysis Laboratory, Universidad de Valencia, Spain Delia Lorente-Garriclo, Instituto Valenciano de Investigaciones Agrarias, Spain Jose M. Martinez-Martinez, Intelligent Data Analysis Laboratory, Universidadde Valencia, Spain Pablo Escandell-Monlero, Intelligent Data Analysis Laboratory, Universidad de Valencia, Spain Josep Guimerd-Toinds, Intelligent Data Analysis Laboratory, Universidad de Valencia, Spain Jose Blasco-Ivars, Instituto Valenciano de Investigociones Agrarias, Spain Chapter 7 In-line Sorting of Processed Fruit Using Computer Vision: Application to the Inspection of Satsuma Segments and Pomegranate Arils 124 J. Blasco, Instituto Valenciano de Investigociones Agrarias, Spain N. Aleixos, Instituto en Bioingenieriay Tecnologla Orientada al Ser Humano, Universitat Politecnica de Valencia, Spain S. Cubero, Instituto Valenciano de Investigociones Agrarias, Spain E Albert, Instituto en Bioingenieriay Tecnologla Orientada al Ser Humano, Universitat Politecnica de Valencia, Spain D. Lorente, Instituto Valenciano de Investigociones Agrarias, Spain J, Gomez-Sanchis, Intelligent Data Analysis Laboratory, Universitat de Valencia, Spain Chapter 8 Detecting Impact Craters in Planetary Images Using Machine Learning 146 T. F. Stepinski, University of Cincinnati, USA Wei Ding, University ofmassachusetts Boston, USA R. Vilalta, University of Houston, USA

4 Chapter 9 Integration of the Image and NL-text Analysis/Synthesis Systems 160 Gennady K. Khakhalin, Freelancer, Russia Sergey S. Kurbatov, Research Centre of Electronic Computing Engineering (RCECE), Russia XeniaA. Naidenova, Research Centre of Military Medical Academy (RCMMA), Russia Alex P. Lobzin, Research Centre of Electronic Computing Engineering (RCECE), Russia Section 3 Other Machine Learning Applications Chapter 10 Fault-Tolerant Control of Mechanical Systems Using Neural Networks 187 Sunan Huang, National University ofsingapore, Singapore Kok Kiong Tan, National University ofsingapore, Singapore TongHengLee, National University of Singapore, Singapore Chapter 11 Supervision of Industrial Processes using SelfOrganizing Maps 206 Ignacio Diaz, Universidad de Oviedo, Spain Abel A. Cuadrado, Universidad de Oviedo, Spain Alberto B. Diez, Universidad de Oviedo, Spain Manuel Domi'nguez, Institiito de Automatica y Fabricacion, Universidad de Leon, Spain Juan J. Fuertes, Institiito de Automat ica y Fabricacion, Universidad de Leon, Spain Miguel A. Prada, Institiito de Automat ica y Fabricacion, Universidad de Leon, Spain Chapter 12 Learning and Explaining the Impact of Enterprises' Organizational Quality on their Economic Results 228 Marko Pregeljc, University of Ljubljana, Slovenia Erik Strumbelj, University of Ljubljana, Slovenia Miran Mihelcic, University ofljubljana, Slovenia Igor Kononenko, University ofljubljana, Slovenia Chapter 13 Automatic Text Classification from Labeled and Unlabeled Data 249 Eric P. Jiang, University of San Diego, USA Chapter 14 Agent Based Systems to Implement Natural Interfaces for CAD Applications 265 Daniel Garcia Femdndez-Pacheco, Universidad Politecnica de Cartagena, Spain Nuria Aleixos Borrds, Institiito Interuniversitario de Investigacion en Bioingenieria y Tecnologia Orientada al Ser Humano, Universilat Politecnica de Valencia, Spain Francisco Albert Gil, Instituto Interuniversitario de Investigacion en Bioingenieriay Tecnologia Orientada al Ser Humano, Universilat Politecnica de Valencia, Spain

5 Chapter 15 Gaussian Process-based Manifold Learning for Human Motion Modeling 283 Guoliang Fan, Oklahoma State University, USA Xin Zhang, South China University of Technology, P. R. China Chapter 16 Probabilistic Graphical Models for Sports Video Mining 309 Guoliang Fan, Oklahoma State University, USA Yi Ding, Oklahoma State University, USA Chapter 17 Static and Dynamic Multi-Robot Coverage with Grammatical Evolution Guided by Reinforcement and Semantic Rules 336 Jack Mario Mingo, Autonomous University of Madrid, Spain Ricardo Aler, Carlos III University of Madrid, Spain Dar'io Maravall, Technical University of Madrid, Spain Javier de Lope, Technical University ofmadrid, Spain Chapter 18 Computer-Controlled Graphical Avatars and Reinforcement Learning 366 Yuesheng He, Hong Kong Baptist University, Hong Kong Yuan Yan Tang, Hong Kong Baptist University, Hong Kong Compilation of References 378 About the Contributors 407 Index 418