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1.

図書

図書
Tapio Elomaa, Heikki Mannila, Hannu Toivonen (eds.)
出版情報: Berlin ; Tokyo : Springer, c2002  xiv, 514 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2431 . Lecture notes in artificial intelligence
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2.

図書

図書
Luc De Raedt, Arno Siebes (eds.)
出版情報: Berlin ; Tokyo : Springer, c2001  xviii, 510 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2168 . Lecture notes in artificial intelligence
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3.

図書

図書
Jan M. Żytkow, Mohamed Quafafou (eds.)
出版情報: Berlin : Springer, c1998  xi, 482 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1510 . Lecture notes in artificial intelligence
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4.

図書

図書
Johannes Fürnkranz, Tobias Scheffer, Myra Spiliopoulou (eds.)
出版情報: Berlin : Springer, c2006  xxii, 660 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 4213 . Lecture notes in artificial intelligence
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5.

図書

図書
Alípio Jorge ... [et al.] (eds.)
出版情報: Berlin : Springer, c2005  xxiii, 719 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3721 . Lecture notes in artificial intelligence
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6.

図書

図書
Djamel A. Zighed, Jan Komorowski, Jan Żytkow (eds.)
出版情報: Berlin ; Tokyo : Springer, c2000  xv, 701 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1910 . Lecture notes in artificial intelligence
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7.

図書

図書
Nada Lavrač ... [et al.] (eds.)
出版情報: Berlin ; Tokyo : Springer, c2003  xvi, 508 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2838 . Lecture notes in artificial intelligence
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8.

図書

図書
Jan Komorowski, Jan Zytkow (eds.)
出版情報: Berlin ; Tokyo : Springer, c1997  ix, 396 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1263 . Lecture notes in artificial intelligence
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9.

図書

図書
Jean-François Boulicaut ... [et al.] (eds.)
出版情報: Berlin : Springer, c2004  xix, 560 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3202 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
Invited Papers
Random Matrices in Data Analysis / Dmitris Achlioptas
Data Privacy / Rakesh Agrawal
Breaking Through the Syntax Barrier: Searching with Entities and Relations / Soumen Chakrabarti
Real-World Learning with Markov Logic Networks / Pedro Domingos
Strength in Diversity: The Advance of Data Analysis / David J. Hand
Contributed Papers
Mining Positive and Negative Association Rules: An Approach for Confined Rules / Maria-Luiza Antonie ; Osmar R. Zaïane
An Experiment on Knowledge Discovery in Chemical Databases / Sandra Berasaluce ; Claude Laurenço ; Amedeo Napoli ; Gilles Niel
Shape and Size Regularization in Expectation Maximization and Fuzzy Clustering / Christian Borgelt ; Rudolf Kruse
Combining Multiple Clustering Systems / Constantinos Boulis ; Mari Ostendorf
Reducing Data Stream Sliding Windows by Cyclic Tree-Like Histograms / Francesco Buccafurri ; Gianluca Lax
A Framework for Data Mining Pattern Management / Barbara Catania ; Anna Maddalena ; Maurizio Mazza ; Elisa Bertino ; Stefano Rizzi
Spatial Associative Classification at Different Levels of Granularity: A Probabilistic Approach / Michelangelo Ceci ; Annalisa Appice ; Donato Malerba
AutoPart: Parameter-Free Graph Partitioning and Outlier Detection / Deepayan Chakrabarti
Properties and Benefits of Calibrated Classifiers / Ira Cohen ; Moises Goldszmidt
A Tree-Based Approach to Clustering XML Documents by Structure / Gianni Costa ; Giuseppe Manco ; Riccardo Ortale ; Andrea Tagarelli
Discovery of Regulatory Connections in Microarray Data / Michael Egmont-Petersen ; Wim de Jonge ; Arno Siebes
Learning from Little: Comparison of Classifiers Given Little Training / George Forman
Geometric and Combinatorial Tiles in 0-1 Data / Aristides Gionis ; Heikki Mannila ; Jouni K. Seppänen
Document Classification Through Interactive Supervision of Document and Term Labels / Shantanu Godbole ; Abhay Harpale ; Sunita Sarawagi
Classifying Protein Fingerprints / Melanie Hilario ; Alex Mitchell ; Jee-Hyub Kim ; Paul Bradley ; Terri Attwood
Finding Interesting Pass Patterns from Soccer Game Records / Shoji Hirano ; Shusaku Tsumoto
Discovering Unexpected Information for Technology Watch / François Jacquenet ; Christine Largeron
Scalable Density-Based Distributed Clustering / Eshref Januzaj ; Hans-Peter Kriegel ; Martin Pfeifle
Summarization of Dynamic Content in Web Collections / Adam Jatowt ; Mitsuru Ishizuka
Mining Thick Skylines over Large Databases / Wen Jin ; Jiawei Han ; Martin Ester
Ensemble Feature Ranking / Kees Jong ; Jérémie Mary ; Antoine Cornuéjols ; Elena Marchiori ; Michèle Sebag
Privately Computing a Distributed k-nn Classifier / Murat Kantarcio&gcaron;lu ; Chris Clifton
Incremental Nonlinear PCA for Classification / Byung Joo Kim ; Il Kon Kim
A Spectroscopy of Texts for Effective Clustering / Wenyuan Li ; Wee-Keong Ng ; Kok-Leong Ong ; Ee-Peng Lim
Constraint-Based Mining of Episode Rules and Optimal Window Sizes / Nicolas Méger ; Christophe Rigotti
Analysing Customer Churn in Insurance Data - A Case Study / Katharina Morik ; Lianna Köpeke
Nomograms for Visualization of Naive Bayesian Classifier / Martin Možina ; Janez Demšar ; Michael Kattan ; Blaž Zupan
Using a Hash-Based Method for Apriori-Based Graph Mining / Phu Chien Nguyen ; Takashi Washio ; Kouzou Ohara ; Hiroshi Motoda
Evaluation of Rule Interestingness Measures with a Clinical Dataset on Hepatitis / Miho Ohsaki ; Shinya Kitaguchi ; Kazuya Okamoto ; Hideto Yokoi ; Takahira Yamaguchi
Classification in Geographical Information Systems / Salvatore Rinzivillo ; Franco Turini
Digging into Acceptor Splice Site Prediction: An Iterative Feature Selection Approach / Yvan Saeys ; Sven Degroeve ; Yves Van de Peer
Itemset Classified Clustering / Jun Sese ; Shinichi Morishita
Combining Winnow and Orthogonal Sparse Bigrams for Incremental Spam Filtering / Christian Siefkes ; Fidelis Assis ; Shalendra Chhabra ; William S. Yerazunis
Asynchronous and Anticipatory Filter-Stream Based Parallel Algorithm for Frequent Itemset Mining / Adriano Veloso ; Wagner Meira Jr. ; Renato Ferreira ; Dorgival Guedes Neto ; Srinivasan Parthasarathy
A Quantification of Cluster Novelty with an Application to Martian Topography / Ricardo Vilalta ; Tom Stepinski ; Muralikrishna Achari ; Francisco Ocegueda-Hernandez
Density-Based Spatial Clustering in the Presence of Obstacles and Facilitators / Xin Wang ; Camilo Rostoker ; Howard J. Hamilton
Text Mining for Finding Functional Community of Related Genes Using TCM Knowledge / Zhaohui Wu ; Xuezhong Zhou ; Baoyan Liu ; Junli Chen
Dealing with Predictive-but-Unpredictable Attributes in Noisy Data Sources / Ying Yang ; Xindong Wu ; Xingquan Zhu
A New Scheme on Privacy Preserving Association Rule Mining / Nan Zhang ; Shengquan Wang ; Wei Zhao
Posters
A Unified and Flexible Framework for Comparing Simple and Complex Patterns / Ilaria Bartolini ; Paolo Ciaccia ; Irene Ntoutsi ; Marco Patella ; Yannis Theodoridis
Constructing (Almost) Phylogenetic Trees from Developmental Sequences Data / Ronnie Bathoorn
Learning from Multi-source Data / Élisa Fromont ; Marie-Odile Cordier ; René Quiniou
The Anatomy of SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets / Paolo Ferragina ; Antonio Gullì
COCOA: Compressed Continuity Analysis for Temporal Databases / Kuo-Yu Huang ; Chia-Hui Chang ; Kuo-Zui Lin
Discovering Interpretable Muscle Activation Patterns with the Temporal Data Mining Method / Fabian Mörchen ; Alfred Ultsch ; Olaf Hoos
A Tolerance Rough Set Approach to Clustering Web Search Results / Chi Lang Ngo ; Hung Son Nguyen
Improving the Performance of the RISE Algorithm / Aloísio Carlos de Pina ; Gerson Zaverucha
Mining History of Changes to Web Access Patterns / Qiankun Zhao ; Sourav S. Bhowmick
Demonstration Papers
Visual Mining of Spatial Time Series Data / Gennady Andrienko ; Natalia Andrienko ; Peter Gatalsky
Detecting Driving Awareness / Bruno Apolloni ; Andrea Brega ; Dario Malchiodi ; Cristian Mesiano
An Effective Recommender System for Highly Dynamic and Large Web Sites / Ranieri Baraglia ; Francesco Merlo ; Fabrizio Silvestri
SemanticTalk: Software for Visualizing Brainstorming Sessions and Thematic Concept Trails on Document Collections / Chris Biemann ; Karsten Böhm ; Gerhard Heyer ; Ronny Melz
Orange: From Experimental Machine Learning to Interactive Data Mining / Gregor Leban ; Tomaz Curk
Terrorist Detection System / Yuval Elovici ; Abraham Kandel ; Mark Last ; Bracha Shapira ; Omer Zaafrany ; Moti Schneider ; Menahem Friedman
Experimenting SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets
HIClass: Hyper-interactive Text Classification by Interactive Supervision of Document and Term Labels
Balios - The Engine for Bayesian Logic Programs / Kristian Kersting ; Uwe Dick
SEWeP: A Web Mining System Supporting Semantic Personalization / Stratos Paulakis ; Charalampos Lampos ; Magdalini Eirinaki ; Michalis Vazirgiannis
SPIN! Data Mining System Based on Component Architecture / Alexandr Savinov
Author Index
Invited Papers
Random Matrices in Data Analysis / Dmitris Achlioptas
Data Privacy / Rakesh Agrawal
10.

図書

図書
Jan M. Żytkow, Jan Rauch (eds.)
出版情報: Berlin ; Tokyo : Springer, c1999  xiv, 593 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1704 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
- Time Series / Session 1A:
Scaling up Dynamic Time Warping to Massive Dataset / E.J. Keogh ; M.J. Pazzani
The Haar Wavelet Transform in the Time Series Similarity Paradigm / Z.R. Struzik ; A. Siebes
Rule Discovery in Large Time-Series Medical Databases / S. Tsumoto
- Applications / Session 1B:
Simultaneous Prediction of Multiple Chemical Parameters of River Water Quality with TILDE / H. Blockeel ; S. Džeroski ; J. Grbović
Applying Data Mining Techniques to Wafer Manufacturing / E. Bertino ; B. Catania ; E. Caglio
An Application of Data Mining to the Problem of the University Students' Dropout Using Markov Chains / S. Massa ; P.P. Puliafito
- Taxonomies and Partitions / Session 2A:
Discovering and Visualizing Attribute Associations Using Bayesian Networks and Their Use in KDD / G. Masuda ; R. Yano ; N. Sakamoto ; K. Ushijima
Taxonomy Formation by Approximate Equivalence Relations, Revisited / F.A. El-Mouadib ; J. Koronacki ; J.M. Żytkow
On the Use of Self-Organizing Maps for Clustering and Visualization / A. Flexer
Speeding Up the Search for Optimal Partitions / T. Elomaa ; J. Rousu
- Logic Methods / Session 2B:
Experiments in Meta-level Learning with ILP / L. Todorovski
Boolean Reasoning Scheme with Some Applications in Data Mining / A. Skowron ; H.S. Nguyen
On the Correspondence between Classes of Implicational and Equivalence Quantifiers / J. Ivánek
Querying Inductive Databases via Logic-Based User-Defined Aggregates / F. Giannotti ; G. Manco
- Distributed and Multirelational Databases / Session 3A:
Peculiarity Oriented Multi-database Mining / N. Zhong ; Y.Y. Yao ; S. Ohsuga
Knowledge Discovery in Medical Multi-databases: A Rough Set Approach
Automated Discovery of Rules and Exceptions from Distributed Databases Using Aggregates / R. Páircéir ; S. McClean ; B. Scotney
- Text Mining and Feature Selection / Session 3B:
Text Mining via Information Extraction / R. Feldman ; Y. Aumann ; M. Fresko ; O. Liphstat ; B. Rosenfeld ; Y. Schier
TopCat: Data Mining for Topic Identification in a Text Corpus / C. Clifton ; R. Cooley
Selection and Statistical Validation of Features and Prototypes / M. Sebban ; D.A. Zighed ; S. Di Palma
- Rules and Induction / Session 4A:
Taming Large Rule Models in Rough Set Approaches / T. Ågotnes ; J. Komorowski ; T. Løken
Optimizing Disjunctive Association Rules / D. Zelenko
Contribution of Boosting in Wrapper Models / R. Nock
Experiments on a Representation-Independent "Top-Down and Prune" Induction Scheme / P. Jappy
- Interesting and Unusual / Session 5A:
Heuristic Measures of Interestingness / R.J. Hilderman ; H.J. Hamilton
Enhancing Rule Interestingness for Neuro-fuzzy Systems / T. Wittmann ; J. Ruhland ; M. Eichholz
Unsupervised Profiling for Identifying Superimposed Fraud / U. Murad ; G. Pinkas
OPTICS-OF: Identifying Local Outliers / M.M. Breunig ; H.-P. Kriegel ; R.T. Ng ; J. Sander
Posters
Selective Propositionalization for Relational Learning / É. Alphonse ; C. Rouveirol
Circle Graphs: New Visualization Tools for Text-Mining / Y.B. Yehuda ; D. Landau ; Y. Schler
On the Consistency of Information Filters for Lazy Learning Algorithms / H. Brighton ; C. Mellish
Using Genetic Algorithms to Evolve a Rule Hierarchy / R. Cattral ; F. Oppacher ; D. Deugo
Mining Temporal Features in Association Rules / X. Chen ; I. Petrounias
The Improvement of Response Modeling: Combining Rule-Induction and Case-Based Reasoning / F. Coenen ; G. Swinnen ; K. Vanhoof ; G. Wets
Analyzing an Email Collection Using Formal Concept Analysis / R. Cole ; P. Eklund
Business Focused Evaluation Methods: A Case Study / P. Datta
Combining Data and Knowledge by MaxEnt-Optimization of Probability Distributions / W. Ertel ; M. Schramm
Handling Missing Data in Trees: Surrogate Splits or Statistical Imputation? / A. Feelders
Rough Dependencies as a Particular Case of Correlation: Application to the Calculation of Approximative Reducts / M.C. Fernandez-Baizán ; E. Menasalvas Ruiz ; J.M. Peña Sánchez ; S. Millán ; E. Mesa
A Fuzzy Beam-Search Rule Induction Algorithm / C.S. Fertig ; A.A. Freitas ; L.V.R. Arruda ; C. Kaestner
An Innovative GA-Based Decision Tree Classifier in Large Scale Data Mining / Z. Fu
Extension to C-means Algorithm for the Use of Similarity Functions / J.R. García-Serrano ; J.F. Martínez-Trinidad
Predicting Chemical Carcinogenesis Using Structural Information Only / C.J. Kennedy ; C. Giraud-Carrier ; D.W. Bristol
LA - A Clustering Algorithm with an Automated Selection of Attributes, which Is Invariant to Functional Transformations of Coordinates / M.V. Kiselev ; S.M. Ananyan ; S.B. Arseniev
Association Rule Selection in a Data Mining Environment / M. Klemettinen ; H. Mannila ; A.I. Verkamo
Multi-relational Decision Tree Induction / A.J. Knobbe ; D. van der Wallen
Learning of Simple Conceptual Graphs from Positive and Negative Examples / S.O. Kuznetsov
An Evolutionary Algorithm Using Multivariate Discretization for Decision Rule Induction / W. Kwedlo ; M. Kr&ecedil;towski
ZigZag, a New Clustering Algorithm to Analyze Categorical Variable Cross-Classification Tables / S. Lallich
Efficient Mining of High Confidence Association Rules without Support Thresholds / J. Li ; X. Zhang ; G. Dong ; K. Ramamohanarao ; Q. Sun
A Logical Approach to Fuzzy Data Analysis / C.-J. Liau ; D.-R. Liu
AST: Support for Algorithm Selection with a CBR Approach / G. Lindner ; R. Studer
Efficient Shared Near Neighbours Clustering of Large Metric Data Sets / S. Lodi ; L. Reami ; C. Sartori
Discovery of "Interesting" Data Dependencies from a Workload of SQL Statements / S. Lopes ; J.-M. Petit ; F. Toumani
Learning from Highly Structured Data by Decomposition / R. Mac Kinney-Romero
Combinatorial Approach for Data Binarization / E. Mayoraz ; M. Moreira
Extending Attribute-Oriented Induction as a Key-Preserving Data Mining Method / M.K. Muyeba ; J.A. Keane
Automated Discovery of Polynomials by Inductive Genetic Programming / N. Nikolaev ; H. Iba
Diagnosing Acute Appendicitis with Very Simple Classification Rules / A. Øhrn
Rule Induction in Cascade Model Based on Sum of Squares Decomposition / T. Okada
Maintenance of Discovered Knowledge / M. Pěchouček ; O. Štěpánková ; P. Mikšovský
A Divisive Initialization Method for Clustering Algorithms / C. Pizzuti ; D. Talia ; G. Vonella
A Comparison of Model Selection Procedures for Predicting Turning Points in Financial Time Series / T. Poddig ; K. Ruber
Mining Lemma Disambiguation Rules from Czech Corpora / L. Popelínský ; T. Pavelek
Adding Temporal Semantics to Association Rules / C.P. Rainsford ; J.F. Roddick
Studying the Behavior of Generalized Entropy in Induction Trees Using a M-of-N Concept / R. Rakotomalala
Discovering Rules in Information Trees / Z.W. Ras
Mining Text Archives: Creating Readable Maps to Structure and Describe Document Collections / A. Rauber ; D. Merkl
Neuro-fuzzy Data Mining for Target Group Selection in Retail Banking
Mining Possibilistic Set-Valued Rules by Generating Prime Disjunctions / A.A. Savinov
Towards Discovery of Information Granules / J. Stepaniuk
Classification Algorithms Based on Linear Combinations of Features / D. Śl&ecedil;zak ; J. Wróblewski
Managing Interesting Rules in Sequence Mining / M. Spiliopoulou
Support Vector Machines for Knowledge Discovery / S. Sugaya ; E. Suzuki
Regression by Feature Projections / İ. Uysal ; H.A. Güvenir
Generating Linguistic Fuzzy Rules for Pattern Classification with Genetic Algorithms / N. Xiong ; L. Litz
Tutorials
Data Mining for Robust Business Intelligence Solutions / J. Mrazek
Query Languages for Knowledge Discovery in Databases / J.-F. Boulicaut
The ESPRIT Project CreditMine and Its Relevance for the Internet Market / S. Koühler ; M. Krieger
Logics and Statistics for Association Rules and Beyond / P. Hájek ; J. Rauch
Data Mining for the Web
Relational Learning and Inductive Logic Programming Made Easy / L. De Raedt
Author Index
- Time Series / Session 1A:
Scaling up Dynamic Time Warping to Massive Dataset / E.J. Keogh ; M.J. Pazzani
The Haar Wavelet Transform in the Time Series Similarity Paradigm / Z.R. Struzik ; A. Siebes
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