Principles of data mining and knowledge discovery : Third European Conference, PKDD '99, Prague, Czech Republic, September 15-18, 1999 : proceedings

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Principles of data mining and knowledge discovery : Third European Conference, PKDD '99, Prague, Czech Republic, September 15-18, 1999 : proceedings / Jan M. Żytkow, Jan Rauch (eds.)

資料種別:

図書

出版情報:

Berlin ; Tokyo : Springer, c1999

形態:

xiv, 593 p. ; 24 cm

シリーズ名:

Lecture notes in computer science ; 1704 . Lecture notes in artificial intelligence <BA00009279>

著者名:

ISBN:

9783540664901 [3540664904]

書誌ID:

BA43142215

子書誌情報

フルテキスト

所蔵情報

他の版・巻

書誌詳細

注記:

Includes bibliographical references and index

主題:

Data mining--Congresses; Database management--Congresses; Knowledge aquisition (Expert systems)--Congresses

言語:

英語

目次情報:

- 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

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

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