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1.

図書

図書
Floriana Esposito (ed.)
出版情報: Berlin ; Heidelberg : Springer-Verlag, c2001  xii, 396 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 2175 . Lecture notes in artificial intelligence
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2.

図書

図書
Moonis Ali, Floriana Esposito (eds.)
出版情報: Berlin : Springer, c2005  xx, 858 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3533 . Lecture notes in artificial intelligence
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3.

図書

図書
Floriana Esposito ... [et al.] (eds.)
出版情報: Berlin : Springer, c2006  xviii, 767 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 4203 . Lecture notes in artificial intelligence
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4.

図書

図書
Jean-François Boulicaut ... [et al.] (eds.)
出版情報: Berlin : Springer, c2004  xviii, 580 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3201 . 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 / Dimitris 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
Filtered Reinforcement Learning / Douglas Aberdeen
Applying Support Vector Machines to Imbalanced Datasets / Rehan Akbani ; Stephen Kwek ; Nathalie Japkowicz
Sensitivity Analysis of the Result in Binary Decision Trees / Isabelle Alvarez
A Boosting Approach to Multiple Instance Learning / Peter Auer ; Ronald Ortner
An Experimental Study of Different Approaches to Reinforcement Learning in Common Interest Stochastic Games / Avi Bab ; Ronen Brafman
Learning from Message Pairs for Automatic Email Answering / Steffen Bickel ; Tobias Scheffer
Concept Formation in Expressive Description Logics / Nicola Fanizzi ; Luigi Iannone ; Ignazio Palmisano ; Giovanni Semeraro
Multi-level Boundary Classification for Information Extraction / Aidan Finn ; Nicholas Kushmerick
An Analysis of Stopping and Filtering Criteria for Rule Learning / Johannes Fürnkranz ; Peter Flach
Adaptive Online Time Allocation to Search Algorithms / Matteo Gagliolo ; Viktor Zhumatiy ; Jürgen Schmidhuber
Model Approximation for HEXQ Hierarchical Reinforcement Learning / Bernhard Hengst
Iterative Ensemble Classification for Relational Data: A Case Study of Semantic Web Services / Andreas Heß
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics / Pieter Jan 't Hoen ; Karl Tuyls
Experiments in Value Function Approximation with Sparse Support Vector Regression / Tobias Jung ; Thomas Uthmann
Constructive Induction for Classifying Time Series / Mohammed Waleed Kadous ; Claude Sammut
Fisher Kernels for Logical Sequences / Kristian Kersting ; Thomas Gärtner
The Enron Corpus: A New Dataset for Email Classification Research / Bryan Klimt ; Yiming Yang
Margin Maximizing Discriminant Analysis / András Kocsor ; Kornél Kovács ; Csaba Szepesvári
Multi-objective Classification with Info-Fuzzy Networks / Mark Last
Improving Progressive Sampling via Meta-learning on Learning Curves / Rui Leite ; Pavel Brazdil
Methods for Rule Conflict Resolution / Tony Lindgren
An Efficient Method to Estimate Labelled Sample Size for Transductive LDA(QDA/MDA) Based on Bayes Risk / Han Liu ; Xiaobin Yuan ; Qianying Tang ; Rafal Kustra
Analyzing Sensory Data Using Non-linear Preference Learning with Feature Subset Selection / Oscar Luaces ; Gustavo F. Bayón ; José R. Quevedo ; Jorge Díez ; Juan José del Coz ; Antonio Bahamonde
Dynamic Asset Allocation Exploiting Predictors in Reinforcement Learning Framework / Jangmin O ; Jae Won Lee ; Jongwoo Lee ; Byoung-Tak Zhang
Justification-Based Selection of Training Examples for Case Base Reduction / Santiago Ontañón ; Enric Plaza
Using Feature Conjunctions Across Examples for Learning Pairwise Classifiers / Satoshi Oyama ; Christopher D. Manning
Feature Selection Filters Based on the Permutation Test / Predrag Radivojac ; Zoran Obradovic ; A. Keith Dunker ; Slobodan Vucetic
Sparse Distributed Memories for On-Line Value-Based Reinforcement Learning / Bohdana Ratitch ; Doina Precup
Improving Random Forests / Marko Robnik-Šikonja
The Principal Components Analysis of a Graph, and Its Relationships to Spectral Clustering / Marco Saerens ; Francois Fouss ; Luh Yen ; Pierre Dupont
Using String Kernels to Identify Famous Performers from Their Playing Style / Craig Saunders ; David R. Hardoon ; John Shawe-Taylor ; Gerhard Widmer
Associative Clustering / Janne Sinkkonen ; Janne Nikkilä ; Leo Lahti ; Samuel Kaski
Learning to Fly Simple and Robust / Dorian Šuc ; Ivan Bratko
Bayesian Network Methods for Traffic Flow Forecasting with Incomplete Data / Shiliang Sun ; Changshui Zhang ; Guoqiang Yu ; Naijiang Lu ; Fei Xiao
Matching Model Versus Single Model: A Study of the Requirement to Match Class Distribution Using Decision Trees / Kai Ming Ting
Inducing Polynomial Equations for Regression / Ljupčo Todorovski ; Peter Ljubič ; Sašo Džeroski
Efficient Hyperkernel Learning Using Second-Order Cone Programming / Ivor W. Tsang ; James T. Kwok
Effective Voting of Heterogeneous Classifiers / Grigorios Tsoumakas ; Ioannis Katakis ; Ioannis Vlahavas
Convergence and Divergence in Standard and Averaging Reinforcement Learning / Marco A. Wiering
Document Representation for One-Class SVM / Xiaoyun Wu ; Rohini Srihari ; Zhaohui Zheng
Naive Bayesian Classifiers for Ranking / Harry Zhang ; Jiang Su
Conditional Independence Trees
Exploiting Unlabeled Data in Content-Based Image Retrieval / Zhi-Hua Zhou ; Ke-Jia Chen ; Yuan Jiang
Population Diversity in Permutation-Based Genetic Algorithm / Kenny Q. Zhu ; Ziwei Liu
Simultaneous Concept Learning of Fuzzy Rules / Jacobus van Zyl ; Ian Cloete
Posters
SWITCH: A Novel Approach to Ensemble Learning for Heterogeneous Data / Rong Jin ; Huan Liu
Estimating Attributed Central Orders - An Empirical Comparison / Toshihiro Kamishima ; Hideto Kazawa ; Shotaro Akaho
Batch Reinforcement Learning with State Importance / Lihong Li ; Vadim Bulitko ; Russell Greiner
Explicit Local Models: Towards "Optimal" Optimization Algorithms / Jan Poland
An Intelligent Model for the Signorini Contact Problem in Belt Grinding Processes / Xiang Zhang ; Bernd Kuhlenkötter ; Klaus Kneupner
Cluster-Grouping: From Subgroup Discovery to Clustering / Albrecht Zimmermann ; Luc De Raedt
Author Index
Invited Papers
Random Matrices in Data Analysis / Dimitris Achlioptas
Data Privacy / Rakesh Agrawal
5.

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
所蔵情報: loading…
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
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