Machine Learning and Data Mining in Pattern Recognition : 4th International Conference, Mldm 2005, Leipzig, Germany, July 9-11, 2005 - Proceedings

by Perner, Petra; Imiya, Atsushi

• ISBN13: 9783540269236
• ISBN10: 3540269231
• Format: Paperback
• Copyright: 2005-08-15
• Publisher: Springer Verlag

Summary

This book constitutes the refereed proceedings of the 4th International Conference on Machine Learning and Data Mining in Pattern Recognition, MLDM 2005, held in Leipzig, Germany, in July 2005.The 68 revised full papers presented were carefully reviewed and selected. The papers are organized in topical sections on classification and model estimation, neural methods, subspace methods, basics and applications of clustering, feature grouping, discretization, selection and transformation, applications in medicine, time series and sequential pattern mining, mining images in computer vision, mining images and texture, mining motion from sequence, speech analysis, aspects of data mining, text mining, and as a special track: industrial applications of data mining.

Table of Contents

Classification and Model Estimation
On ECOC as Binary Ensemble Classifiers
J. Ko, E. Kim	1	(10)
Incremental Classification Rules Based on Association Rules Using Formal Concept Analysis
Anamika Gupta, Naveen Kumar, Vasudha Bhatnagar	11	(10)
Parameter Inference of Cost-Sensitive Boosting Algorithms
Yanmin Sun, Andrew K.C. Wong, Yang Wang	21	(10)
Finite Mixture Models with Negative Components
Baibo Zhang, Changshui Zhang	31	(11)
MML-Based Approach for Finite Dirichlet Mixture Estimation and Selection
Nizar Bouguila, Djemel Ziou	42	(10)
Principles of Multi-kernel Data Mining
Vadim Mottl, Olga Krasotkina, Oleg Seredin, Ilya Muchnik	52	(10)
Neural Methods
Comparative Analysis of Genetic Algorithm, Simulated Annealing and Cutting Angle Method for Artificial Neural Networks
Ranadhir Ghosh, Moumita Ghosh, John Yearwood, Adil Bagirov	62	(9)
Determining Regularization Parameters for Derivative Free Neural Learning
Ranadhir Ghosh, Moumita Ghosh, John Yearwood, Adil Bagirov	71	(9)
A Comprehensible SOM-Based Scoring System
Johan Huysmans, Bart Baesens, Jan Vanthienen	80	(10)
Subspace Methods
The Convex Subclass Method: Combinatorial Classifier Based on a Family of Convex Sets
Ichigaku Takigawa, Mineichi Kudo, Atsuyoshi Nakamura	90	(10)
SSC: Statistical Subspace Clustering
Laurent Candillier, Isabella Tellier, Fabien Torre, Olivier Bousquet	100	(10)
Understanding Patterns with Different Subspace Classification
Gero Szepannek, Karsten Luebke, Claus Weihs	110	(10)
Clustering: Basics
Using Clustering to Learn Distance Functions for Supervised Similarity Assessment
Christoph F. Eick, Alain Rouhana, Abraham Bagherjeiran, Ricardo Vilalta	120	(12)
Linear Manifold Clustering
Robert Haralick, Rave Harpaz	132	(10)
Universal Clustering with Regularization in Probabilistic Space
Vladimir Nikulin, Alex J. Smola	142	(11)
Acquisition of Concept Descriptions by Conceptual Clustering
Silke Jänichen, Petra Perner	153	(10)
Applications of Clustering
Clustering Large Dynamic Datasets Using Exemplar Points
William Sia, Mihai M. Lazarescu	163	(11)
Birds of a Feather Surf Together: Using Clustering Methods to Improve Navigation Prediction from Internet Log Files
Martin Halvey, Mark T. Keane, Barry Smyth	174	(10)
Alarm Clustering for Intrusion Detection Systems in Computer Networks
Giorgio Giacinto, Roberto Perdisci, Fabio Roli	184	(10)
Clustering Document Images Using Graph Summaries
Eugen Barbu, Pierre Héroux, Sebastien Adam, Eric Trupin	194	(9)
Feature Grouping, Discretization, Selection and Transformation
Feature Selection Method Using Preferences Aggregation
Gaëlle Legrand, Nicolas Nicoloyannis	203	(15)
Ranked Modelling with Feature Selection Based on the CPL Criterion Functions
Leon Bobrowski	218	(10)
A Grouping Method for Categorical Attributes Having Very Large Number of Values
Marc Boullé	228	(15)
Unsupervised Learning of Visual Feature Hierarchies
Fabien Scalzo, Justus Piater	243	(10)
Multivariate Discretization by Recursive Supervised Bipartition of Graph
Sylvain Ferrandiz, Marc Boullé	253	(12)
CorePhrase: Keyphrase Extraction for Document Clustering
Khaled M. Hammouda, Diego N. Matute, Mohamed S. Kamel	265	(10)
A New Multidimensional Feature Transformation for Linear Classifiers and Its Applications
EunSang Bak	275	(10)
Applications in Medicine
Comparison of FLDA, MLP and SVM in Diagnosis of Lung Nodule
Aristófanes Corrêa Silva, Anselmo Cardoso de Paiva, Alexandre Cesar Muniz de Oliveira	285	(10)
Diagnosis of Lung Nodule Using Reinforcement Learning and Geometric Measures
Aristófanes Corrêa Silva, Valdeci Ribeiro da Silva Junior, Areolino de Almeida Neto, Anselmo Cardoso de Paiva	295	(10)
Iris Recognition Algorithm Based on Point Covering of High-Dimensional Space and Neural Network
Wenming Cao, Jianhui Hu, Gang Xiao, Shoujue Wang	305	(9)
Automatic Clinical Image Segmentation Using Pathological Modelling, PCA and SVM
Shuo Li, Thomas Fevens, Adam Krzyzak, Song Li	314	(11)
Improved MRI Mining by Integrating Support Vector Machine Priors in the Bayesian Restoration
D.A. Karras, B.G. Mertzios, D. Graveron-Demilly, D. van Ormondt	325	(9)
Prediction of Secondary Protein Structure Content from Primary Sequence Alone – A Feature Selection Based Approach
Lukasz Kurgan, Leila Homaeian	334	(12)
Alternative Clustering by Utilizing Multi-objective Genetic Algorithm with Linked-List Based Chromosome Encoding
Jun Du, Emin Erkan Korkmaz, Reda Alhajj, Ken Barker	346	(10)
Time Series and Sequential Pattern Mining
Embedding Time Series Data for Classification
Akira Hayashi, Yuko Mizuhara, Nobuo Suematsu	356	(10)
Analysis of Time Series of Graphs: Prediction of Node Presence by Means of Decision Tree Learning
Horst Bunke, Peter Dickinson, Christophe Irniger, Miro Kraetzl	366	(10)
Disjunctive Sequential Patterns on Single Data Sequence and Its Anti-monotonicity
Kazuhiro Shimizu, Takao Miura	376	(8)
Mining Expressive Temporal Associations from Complex Data
Keith A. Pray, Carolina Ruiz	384	(11)
Statistical Supports for Frequent Itemsets on Data Streams
Pierre-Alain Laur, Jean-Emile Symphor, Richard Nock, Pascal Poncelet	395	(10)
Mining Images in Computer Vision
Autonomous Vehicle Steering Based on Evaluative Feedback by Reinforcement Learning
Klaus-Dieter Kuhnert, Michael Krödel	405	(10)
Cost Integration in Multi-step Viewpoint Selection for Object Recognition
Christian Derichs, Frank Deinzer, Heinrich Niemann	415	(11)
Support Vector Machine Experiments for Road Recognition in High Resolution Images
J.Y. Lai, A. Sowmya, J. Trinder	426	(11)
An Automatic Face Recognition System in the Near Infrared Spectrum
Shuyan Zhao, Rolf-Rainer Grigat	437	(8)
Mining Images and Texture
Hierarchical Partitions for Content Image Retrieval from Large-Scale Database
Dmitry Kinoshenko, Vladimir Mashtalir, Elena Yegorova, Vladimir Vinarsky	445	(11)
Optimising the Choice of Colours of an Image Database for Dichromats
Vassili Kovalev, Maria Petrou	456	(10)
An Approach to Mining Picture Objects Based on Textual Cues
Adeoye Adegorite, Otman A. Basir, Mohamed S. Kamel, Khaled B. Shaban	466	(10)
Mining Motion from Sequence
Activity and Motion Detection Based on Measuring Texture Change
Longin Jan Latecki, Roland Miezianko, Dragoljub Pokrajac	476	(11)
A New Approach to Human Motion Sequence Recognition with Application to Diving Actions
Shiming Xiang, Changshui Zhang, Xiaoping Chen, Naijiang Lu	487	(10)
Dominant Plane Detection Using Optical Flow and Independent Component Analysis
Naoya Ohnishi, Atsushi Imiya	497	(10)
Speech Analysis
Neural Expert Model Applied to Phonemes Recognition
Halima Bahi, Mokhtar Sellami	507	(9)
An Evidential Reasoning Approach to Weighted Combination of Classifiers for Word Sense Disambiguation
Cuong Anh Le, Van-Nam Huynh, Akira Shimazu	516	(10)
Aspects of Data Mining
Signature-Based Approach for Intrusion Detection
Bon K. Sy	526	(11)
Discovery of Hidden Correlations in a Local Transaction Database Based on Differences of Correlations
Tsuyoshi Taniguchi, Makoto Haraguchi, Yoshiaki Okubo	537	(12)
An Integrated Approach for Mining Meta-rules
Feiyue Ye, Jiandong Wang, Shiliang Wu, Huiping Chen, Tianqiang Huang, Li Tao	549	(9)
Data Mining on Crash Simulation Data
Annette Kuhlmann, Ralf-Michael Vetter, Christoph Lübbing, Clemens-August Thole	558	(12)
Text Mining
Pattern Mining Across Domain-Specific Text Collections
Lee Gillam, Khurshid Ahmad	570	(10)
Text Classification Using Small Number of Features
Masoud Makrehchi, Mohamed S. Kamel	580	(10)
Low-Level Cursive Word Representation Based on Geometric Decomposition
Jian-xiong Dong, Adam Krzyzak, Ching Y. Suen, Dominique Ponson	590	(10)
Special Track: Industrial Applications of Data Mining
Supervised Evaluation of Dataset Partitions: Advantages and Practice
Sylvain Ferrandiz, Marc Bouillé	600	(10)
Inference on Distributed Data Clustering
Josenildo C. da Silva, Matthias Klusch	610	(10)
A Novel Approach of Multilevel Positive and Negative Association Rule Mining for Spatial Databases
L.K. Sharma, O.P. Vyas, U.S. Tiwary, R. Vyas	620	(10)
Mixture Random Effect Model Based Meta-analysis for Medical Data Mining
Yinglong Xia, Shifeng Weng, Changshui Zhang, Shao Li	630	(11)
Semantic Analysis of Association Rules via Item Response Theory
Shinichi Hamano, Masako Sato	641	(10)
Temporal Approach to Association Rule Mining Using T-Tree and P-Tree
Keshri Verma, O.P. Vyas, Ranjana Vyas	651	(9)
Aquaculture Feature Extraction from Satellite Image Using Independent Component Analysis
JongGyu Han, KwangHoon Chi, YeonKwang Yeon	660	(7)
Modeling the Organoleptic Properties of Matured Wine Distillates
S.B. Kotsiantis, G.E. Tsekouras, C. Raptis, P.E. Pintelas	667	(7)
Bagging Random Trees for Estimation of Tissue Softness
S.B. Kotsiantis, G.E. Tsekouras, P.E. Pintelas	674	(8)
Concept Mining for Indexing Medical Literature
Isabelle Bichindaritz, Sarada Akkineni	682	(11)
Author Index	693