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1.

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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2.

図書

図書
Ning Zhong, Lizhu Zhou, eds
出版情報: Berlin ; Tokyo : Springer, c1999  xv, 533 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1574 . Lecture notes in artificial intelligence
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目次情報: 続きを見る
Invited Talks
KDD as an Enterprise IT Tool: Reality and Agenda / W. Kim
Computer Assisted Discovery of First Principle Equations from Numeric Data / H. Motoda
Emerging KDD Technology
Data Mining: A Rough Set Perspective / Z. Pawlak
Data Mining Techniques for Associations, Clustering and Classification / C. C. Aggarwal ; P. S. Yu
Data Mining: Granular Computing Approach / T. Y. Lin
Rule Extraction from Prediction Models / H. Tsukimoto
Association Rules
Mining Association Rules on Related Numeric Attributes / X. Du ; Z.Liu ; N.Ishii
LGen - A Lattice-Based Candidate Set Generation Algorithm for I/O Efficient Association Rule Mining / C. L. Yip ; K. K. Loo ; B. Kao ; D. W. Cheung ; C. K. Cheng
Extending the Applicability of Association Rules / K. Rajamani ; S. Sung ; A. Cox
An Efficient Approach for Incremental Association Rule Mining / P. S. M. Tsai ; C.-C. Lee ; A. L. P. Chen
Association Rules in Incomplete Databases / M. Kryszkiewicz
Parallel SQL Based Association Rule Mining on Large Scale PC Cluster: Performance Comparison with Directly Coded C Implementation / I. Pramudiono ; T. Shintani ; T. Tamura ; M. Kitsuregawa
H-Rule Mining in Heterogeneous Databases / Y. Yang ; M.Singhal
An Improved Definition of Multidimensional, Inter-transaction Association Rule / A. Zhou ; S. Zhou ; W. Jin ; Z. Tian
Incremental Discovering Association Rules: A Concept Lattice Approach / K. Hu ; Y. Lu ; C. Shi
Feature Selection and Generation
Induction as Pre-processing / X. Wu
Stochastic Attribute Selection Committees with Multiple Boosting: Learning More Accurate and More Stable Classifier Committees / Z. Zheng ; G. I. Webb
On Information-Theoretic Measures of Attribute Importance / Y. Y. Yao ; S. K. M. Wong ; C. J. Butz
A Technique of Dynamic Feature Selection Using the Feature Group Mutual Information / K.-C. Lee
A Data Pre-processing Method Using Association Rules of Attributes for Improving Decision Tree / M. Terabe ; O. Katai ; T. Sawaragi ; T. Washio
Mining in Semi, Un-structured Data
An Algorithm for Constrained Association Rule Mining in Semi-structured Data / L. Singh ; B. Chen ; R. Haight ; P. Scheuermann
Incremental Mining of Schema for Semi-structured Data
Discovering Structure from Document Databases / M.-F.Jiang ; S.-S. Tseng ; C.-J. Tsai
Combining Forecasts from Multiple Textual Data Sources / V. Cho ; B. Wüthrich
Domain Knowledge Extracting in a Chinese Natural Language Interface to Databases: NChiql / X. Meng ; Y. Zhou ; S. Wang
Interestingness, Surprisingness, and Exceptions
Evolutionary Hot Spots Data Mining: An Architecture for Exploring for Interesting Discoveries / G J. Williams
Efficient Search of Reliable Exceptions / H. Liu ; H. Lu ; L. Feng ; F. Hussain
Heuristics for Ranking the Interestingness of Discovered Knowledge / R. J. Hilderman ; H. J. Hamilton
Rough Sets, Fuzzy Logic, and Neural Networks
Automated Discovery of Plausible Rules Based on Rough Sets and Rough Inclusion / S. Tsumoto
Discernibility System in Rough Sets / Z. Liu ; Z. Xie
Automatic Labeling of Self-Organizing Maps: Making a Treasure-Map Reveal Its Secrets / A. Rauber ; D. Merkl
Neural Network Based Classifiers for a Vast Amount of Data / L. Zhang ; B. Zhang
Accuracy Tuning on Combinatorial Neural Model / H. A. Prado ; K. F. Machado ; S. R. Frigeri ; P. M. Engel
A Situated Information Articulation Neural Network: VSF Network / Y. Kakemoto ; S. Nakasuka
Neural Method for Detection of Complex Patterns in Databases / C. Deng ; F. Xiong
Preserve Discovered Linguistic Patterns Valid in Volatility Data Environment / X. Shi ; M.-C.Chan ; D. Li
An Induction Algorithm Based on Fuzzy Logic Programming / D. Shibata ; N. Inuzuka ; S. Kato ; T. Matsui ; H. Itoh
Rule Discovery in Databases with Missing Values Based on Rough Set Model
Sustainability Knowledge Mining from Human Development Database / X. Wang ; R. Wang ; J. Wang
Induction, Classification, and Clustering
Characterization of Default Knowledge in Ripple Down Rules Method / T. Wada ; T. Horiuchi
Improving the Performance of Boosting for Naive Bayesian Classification / K. M. Ting
Convex Hulls in Concept Induction / D. A. Newlands
Mining Classification Knowledge Based on Cloud Models / J. Fan
Robust Clustering of Large Geo-referenced Data Sets / V. Estivill-Castro ; M. E. Houle
A Fast Algorithm for Density-Based Clustering in Large Database / B. Zhou
A Lazy Model-Based Algorithm for On-Line Classification / G. Melli
An Efficient Space-Partitioning Based Algorithm for the K-Means Clustering / K. AlSabti ; S. Ranka ; V. Singh
A Fast Clustering Process for Outliers and Remainder Clusters / C.-M. Su ; M.-F. Jiang ; J. C. S. Chen
Optimising the Distance Metric in the Nearest Neighbour Algorithm on a Real-World Patient Classification Problem / H. He ; S. Hawkins
Classifying Unseen Cases with Many Missing Values / B. T. Low
Study of a Mixed Similarity Measure for Classification and Clustering / T. B. Ho ; N. B.Nguyen ; T. Morita
Visualization
Visually Aided Exploration of Interesting Association Rules / B. Liu ; W. Hsu ; K. Wang ; S. Chen
DVIZ: A System for Visualizing Data Mining / J. Han ; N. Cercone
Causal Model and Graph-Based Methods
A Minimal Causal Model Learner / H. Dai
Efficient Graph-Based Algorithm for Discovering and Maintaining Knowledge in Large Databases / K. L. Lee ; G. Lee
Basket Analysis for Graph Structured Data / A. Inokuchi ; K. Kumasawa ; N. Arai
The Evolution of Causal Models: A Comparison of Bayesian Metrics and Structure Priors / J. R. Neil ; K. B. Korb
KD-FGS: A Knowledge Discovery System from Graph Data Using Formal Graph System / T. Miyahara ; T. Uchida ; T. Kuboyama ; T. Yamamoto ; K. Takahashi ; H. Ueda
Agent-Based, and Distributed Data Mining
Probing Knowledge in Distributed Data Mining / Y. Guo ; J. Sutiwaraphun
Discovery of Equations and the Shared Operational Semantics in Distributed Autonomous Databases / Z. W. Raś ; J. M. Żytkow
The Data-Mining and the Technology of Agents to Fight the Illicit Electronic Messages / A. Zighed ; M. Côté ; N. Troudi
Knowledge Discovery in SportsFinder: An Agent to Extract Sports Results from the Web / L. Sterling ; A. Wyatt
Event Mining with Event Processing Networks / L. Perrochon ; W. Mann ; S. Kasriel ; D. C. Luckham
Advanced Topics and New Methodologies
An Analysis of Quantitative Measures Associated with Rules / N. Zhong
A Strong Relevant Logic Model of Epistemic Processes in Scientific Discovery / J. Cheng
Discovering Conceptual Differences among Different People via Diverse Structures / T. Yoshida ; T. Kondo ; S. Nishida
Ordered Estimation of Missing Values / O. O. Lobo ; M. Numao
Prediction Rule Discovery Based on Dynamic Bias Selection / E. Suzuki ; T. Ohno
Discretization of Continuous Attributes for Learning Classification Rules / A. An
BRRA: A Based Relevant Rectangle Algorithm for Mining Relationships in Databases / S. Ben Yahia ; A. Jaoua
Mining Functional Dependency Rule of Relational Database / X. Tao ; N. Wang ; Y. Hu
Time-Series Prediction with Cloud Models in DMKD / R. Jiang ; H. Chen
Author Index
Invited Talks
KDD as an Enterprise IT Tool: Reality and Agenda / W. Kim
Computer Assisted Discovery of First Principle Equations from Numeric Data / H. Motoda
3.

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
4.

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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5.

図書

図書
Xindong Wu, Ramamohanarao Kotagiri, Kevin B. Korb, (eds.)
出版情報: Berlin ; New York : Springer, c1998  xvi, 424 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 1394 . Lecture notes in artificial intelligence
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