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1.

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Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2006
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2.

電子ブック

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Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2009
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目次情報: 続きを見る
Invited Talk
Distances in Classification / Claus Weihs ; Gero Szepannek
Data mining in Medicine and Agriculture
Electronic Nose Ovarian Carcinoma Diagnosis Based on Machine Learning Algorithms / José Chilo ; György Horvath ; Thomas Lindblad ; Roland Olsson
Data Mining of Agricultural Yield Data: A Comparison of Regression Models / Georg Ruß
Study of Principal Components on Classification of Problematic Wine Fermentations / Alejandra Urtubia U. ; J. Ricardo Pérez-Correa|38
A Data Mining Method for Finding Hidden Relationship in Blood and Urine Examination Items for Health Check / Kazuhiko Shinozawa ; Norihiro Hagita ; Michiko Furutani ; Rumiko Matsuoka
Application of Classification Association Rule Mining for Mammalian Mesenchymal Stem Cell Differentiation / Weiqi Wang ; Yanbo J. Wang ; René Bañares-Alcántara ; Zhanfeng Cui ; Frans Coenen
Computer-Aided Diagnosis in Brain Computed Tomography Screening / Hugo Peixoto ; Victor Alves
Knowledge Representation in Difficult Medical Diagnosis / Ana Aguilera ; Alberto Subero
Data Mining in Marketing, Finance and Telecommunication
Forecasting Product Life Cycle Phase Transition Points with Modular Neural Networks Based System / Serge Parshutin ; Ludmila Aleksejeva ; Arkady Borisov
Visualizing the Competitive Structure of Online Auctions / Stephen France ; Douglas Carroll
Credit Risk Handling in Telecommunication Sector / Monika Szczerba ; Andrzej Ciemski
Sales Intelligence Using Web Mining / Viara Popova ; Robert John ; David Stockton
A Sales Forecast Model for the German Automobile Market Based on Time Series Analysis and Data Mining Methods / Bernhard Brühl ; Marco Hülsmann ; Detlef Borscheid ; Christoph M. Friedrich ; Dirk Reith
Data Mining in Process Control, Industry and Society
Screening Paper Runnability in a Web-Offset Pressroom by Data Mining / A. Alzghoul ; A. Verkas ; M. HÃ¥llander ; M. Bacauskiene ; A. Gelzinis
Evaluation of Distraction in a Driver- Vehicle-Environment Framework: An Application of Different Data-Mining Techniques / Fabio Tango ; Marco Botta
SO_MAD: SensOr Mining for Anomaly Detection in Railway Data / Julien Rabatel ; Sandra Bringay ; Pascal Poncelet
Online Mass Flow Prediction in CFB Boilers / Andriy Ivannikov ; Mykola Pechenizkiy ; Jorn Bakker ; Timo Leino ; Mikko Jegroff ; Tommi Kärkkäinen ; Sami Äyrämö
Integrating Data Mining and Agent Based Modeling and Simulation / Omar Baqueiro ; Peter McBurney
Combining Multidimensional Scaling and Computational Intelligence for Industrial Monitoring / António Dourado ; Sara Silva ; Lara Aires ; João Araújo
A Case of Using Formal Concept Analysis in Combination with Emergent Self Organizing Maps for Detecting Domestic Violence / Jonas Poelmans ; Paul Elzinga ; stijn Viaene ; Guido Dedene
Data Mining on Multimedia Data
Ordinal Evaluation: A New Perspective on Country Images / Marko Robink-èikonja ; Kris Brijis ; Koen Vanhoof
Evaluation of Fusion for Similarity Searching in Online Handwritten Documents / Sascha Schimke ; Maik Schott ; Claus Vielhaur ; Jana Dittmann
Self-training Strategies for Handwriting Word Recognition / Volkmar Frinken ; Horst Bunke
On a New Similarity Analysis in Frequency Domain for Mining Faces within a Complex Background / D.A. Karras
Theoretical Aspects of Data Mining
Clustering with Domain Value Dissimilarity for Categorical Data / Jeohghoon Lee ; Yoon-Joon Lee ; Minho Park
The Normalized Compression Distance as a Distance Measure in Entity Identification / Sebastian Klenk ; Dennis Thom ; Gunther Heidemann
Attribute Constrained Rules for Partially Labeled Sequence Completion / Chad A. Williams ; Peter C. Nelson ; Abolfazl (Kouros) Mohammadian
Mining Determining Sets for Partially Defined Functions / Dan A. Simovici ; Dan Pletea ; Rosanne Vetro
On the integration of Neural Classifiers through Similarity Analysis of Higher Order Features / B.G. Mertzious
On Cellular Network Channels Data Mining and Decision Making through Ant Colony Optimization and Multi Agent Systems Strategies / P.M. Papazoglou ; R.C. Papademetriou
Responsible Data Releases / Sanguthevar Rajasekaran ; Ofer Harel ; Michael Zuba ; Gref Matthews ; Robert Aseltine
Author Index
Invited Talk
Distances in Classification / Claus Weihs ; Gero Szepannek
Data mining in Medicine and Agriculture
3.

電子ブック

EB
Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2009
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目次情報: 続きを見る
Attribute Discretization and Data Preparation
Improved Comprehensibility and Reliability of Explanations via Restricted Halfspace Discretization / Klaus Truemper
Selection of Subsets of Ordered Features in Machine Learning / O. Seredin ; A. Kopylov ; V. Mottl
Combination of Vector Quantization and Visualization / Olga Kurasova ; Alma Molyte
Discretization of Target Attributes for Subgroup Discovery / Katherme Moreland
Preserving Privacy in Time Series Data Classification by Discretization / Ye Zhu ; Yongjian Fu ; Huirong Fu
Using Resampling Techniques for Better Quality Discretization / Tairaur Qureshi ; Djamel A. Zighed
Classification
A Large Margin Classifier with Additional Features / Xinwang Liu ; Jianping Yin ; En Zhu ; Guomin Zhang ; Yubin Zhan ; Miaomiao Li
Sequential EM for Unsupervised Adaptive Gaussian Mixture Model Based Classifier / Bashar Awwad ; Shiekh Hasan ; John Q. Can
Optimal Double-Kernel Combination for Classification / Feng Wang ; Hongbin Zhang
Efficient AdaBoost Region Classification / M. Moed ; E.N. Smirnov
A Linear Classification Method in a Very High Dimensional Space Using Distributed Representation / Takao Kobayashi ; Ikuko Shimizu
PMCRI: A Parallel Modular Classification Rule Induction Framework / Frederic Stahl ; Max Bramer ; Mo Adda
Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method / Roberto Tronci ; Giorgio Giacmto ; Fabio Roli
ODDboost: Incorporating Posterior Estimates into AdaBoost / Olga Barinova ; Dmitry Vetrov
Ensemble Classifier Learning
Ensemble Learning: A Study on Different Variants of the Dynamic Selection Approach / João Mendes-Moreira ; Alipio Mario Jorge ; Carlos Soares ; Jorge Freire de Sousa
Relevance and Redundancy Analysis for Ensemble Classifiers / Rakkrit Duangsoithong ; Terry Windeatt
Drift-A ware Ensemble Regression / Frank Rosenthal ; Peter Benjamin Volk ; Martin Hahmann ; Dirk Habich ; Wolfgang Lehner
Concept Drifting Detection on Noisy Streaming Data in Random Ensemble Decision Trees / Peipei Li ; Xuegang Hu ; Qianhui Liang ; Yunjun Gao
Association Rules and Pattern Mining
Mining Multiple Level Non-redundant Association Rules through Two-Fold Pruning of Redundancies / Corrado Loglisci ; Donato Malerba
Pattern Mining with Natural Language Processing: An Exploratory Approach / Ana Cristina Mendes ; Claudia Antunes
Is the Distance Compression Effect Overstated? Some Theory and Experimentation / Stephen France ; Douglas Carroll
Support Vector Machines
Fast Local Support Vector Machines for Large Datasets / Nicola Segata ; Enrico Blanzieri
The Effect of Domain Knowledge on Rule Extraction from Support Vector Machines / Nahla Barakat ; Andrew P. Bradley
Towards B-Coloring of SOM / Haythara Elghazel ; Khalid Benabdeslem
Clustering
CSBIterKmeans: A New Clustering Algorithm Based on Quantitative Assessment of the Clustering Quality / Tarek Smaoui ; Sascha Müller ; Christian Müller-Schloer
Agent-Based Non-distributed and Distributed Clustering / Ireneusz Czamowski ; Piotr Jedrzejowicz
An Evidence Accumulation Approach to Constrained Clustering Combination / Daniel Duarie Abdala ; Xiaoyi Jiang
Fast Spectral Clustering with Random Projection and Sampling / Tomoya Sakai ; Atsushi Imiya
How Much True Structure Has Been Discovered?: Validating Explorative Clustering on a Hold-Out Test Set / F. Höppner
Efficient Clustering of Web-Derived Data Sets / Luís Sannento ; Alexander Kehlenbeck ; Eugénio Oliveira ; Lyle Ungar
A Probabilistic Approach for Constrained Clustering with Topological Map / Jihene Snoussi
Novelty and Outlier Detection
Relational Frequent Patterns Mining for Novelty Detection from Data Streams / Michelangelo Ceci ; Annalisa Appice ; Costantina Caruso ; Fabio Fumarola ; Carmine Valeiite
A Comparative Study of Outlier Detection Algorithms / Charlie Isaksson ; Margaret H. Dunham
Outlier Detection with Explanation Facility / Manuel Mejía-Lavalle ; Atlántida Sánchez Vivar
Learning
Concept Learning from (Very) Ambiguous Examples / Dominique Bouthinon ; Henry Soldano ; Véronique Ventos
Finding Top-TV Pseudo Formal Concepts with Core Intents / Yoshiaki Okubo ; Makoto Haraguchi
On Fixed Convex Combinations of No-Regret Learners / Jan-P. Calliess
An Improved Tabu Search (ITS) Algorithm Based on Open Cover Theory for Global Extremums / Kemal Yüksek ; Szrhat Cakaloglu
The Needles-in-Haystack Problem / Katherine Moreland
Data Mining on Multimedia Data
An Evidence-Driven Probabilistic Inference Framework for Semantic Image Understanding / Spiros Nikolopoulos ; Georgios Th. Papadopoulos ; Ioannis Kompatsiaris ; Ioannis Patras
Detection of Masses in Mammographic Images Using SimpsonÆs Diversity Index in Circular Regions and SVM / André Pereira Nunes ; Aristófanes Correa Silva ; Anselmo Cardoso de Paiva
Mining Lung Shape from X-Ray Images / Vassili Kovalev ; Altaksandr Prus ; Pavel Vankevich
A Wavelet-Based Method for Detecting Seismic Anomalies in Remote Sensing Satellite Data / Pan Xiong ; Yaxin Bi ; Xuhui Shen
Spectrum Steganalysis of WAV Audio Streams / Qingzhong Liu ; Andrew H. Sung ; Mengyu Qiao
Audio-Based Emotion Recognition in Judicial Domain: A Multilayer Support Vector Machines Approach / E. Fersim ; E. Messina ; G. Arosio ; P. Archetti
Learning with a Quadruped Chopstick Robot / Wei-Chung Lee ; Jong-Chen Chen ; Shou-zhe Wu ; Kuo-Ming Lin
Dissimilarity Based Vector Space Embedding of Graphs Using Prototype Reduction Schemes / Kaspar Riesen ; Horst Bunke
Text Mining
Using Graph-Kernels to Represent Semantic Information in Text Classification / Teresa Gonçalves ; Paulo Quaresma
A General Framework of Feature Selection for Text Categorization / Hongfang Jing ; Bin Wang ; Yahui Yang ; Yan Xu
New Semantic Similarity Based Model for Text Clustering Using Extended Gloss Overlaps / Walaa K. Gad ; Mohamed S. Kamel
Aspects of Data Mining
Learning Betting Tips from UsersÆ Bet Selections / Erik Štrumbelj ; Marko Robnik Šikonja ; Igor Kononenko
An Approach to Web-Scale Named-Entity Disambiguation / Luís Sarmento ; Eugenio Oliveira
A General Learning Method for Automatic Title Extraction from HTML Pages / Sahar Changuel ; Nicolas Labroche ; Bernadette Bouchon-Meunier
Regional Pattern Discovery in Geo-referenced Datasets Using PCA / Oner Ulvi Celepcikay ; Christoph F. Eick ; Carlos Ordonez
Memory-Based Modeling of Seasonality for Prediction of Climatic Time Series / Daniel Nikovski ; Ganesan Ramachandran
A Neural Approach for SMEÆs Credit Risk Analysis in Turkey / Gülnur Derelioglu ; Fikret Gürgen ; Nesrin Okay
Assisting Data Mining through Automated Planning / Fernando Fernández ; Daniel Borrajo ; Susana Fernández ; David Manzano
Predictions with Confidence in Applications / Mikhail Dashevskiy ; Zhiyuan Luo
Data Mining in Medicine
Aligning Bayesian Network Classifiers with Medical Contexts / Linda C. van der Gaag ; Silja Renooij ; Ad Feelders ; Arend de Groote ; Marinus J.C. Eijkemans ; Frank J. Broekmans ; Bart C.J.M. Fauser
Assessing the Eligibility of Kidney Transplant Donors / Francisco Reinaldo ; Carlos Femandes ; Md. Anishur Rahman ; Andreia Malucelli ; Rui Camacho
Lung Nodules Classification in CT Images Using SimpsonÆs Index, Geometrical Measures and One-Class SVM / Cleriston Araujo da Silva ; Aristófanes Corrêa Silva ; Stelmo Magalhães Barros Netto ; Anselmo Cardoso de Faioa ; Geraldo Braz Junior ; Rodolfo Acatauassú Nunes
Author Index
Attribute Discretization and Data Preparation
Improved Comprehensibility and Reliability of Explanations via Restricted Halfspace Discretization / Klaus Truemper
Selection of Subsets of Ordered Features in Machine Learning / O. Seredin ; A. Kopylov ; V. Mottl
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電子ブック

EB
Petra Perner, Takeo Kanade, Germany) Institut für Bildverarbeitung und Angewandte Informatik (Leipzig
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2005
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5.

電子ブック

EB
MLDM 2005, Atsushi Imiya, Takeo Kanade, Petra Perner
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2005
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6.

電子ブック

EB
Sameer Singh, Chid Apte, Takeo Kanade, Petra Perner, Maneesha Singh
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2005
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7.

電子ブック

EB
Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2010
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目次情報: 続きを見る
Invited Talk
Moving Targets: When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification / Giorgio Giacinto
Bioinformatics Contributions to Data Mining / Isabelle Bichindaritz
Theoretical Aspects of Data Mining
Bootstrap Feature Selection for Ensemble Classifiers / Rakkrit Duangsoithong ; Terry Windeatt
Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths / Faraz Zaidi ; Daniel Archambault ; Guy Melançon
Finding Irregularly Shaped Clusters Based on Entropy / Angel Kuri-Morales ; Edwin Aldana-Bobadilla
Fuzzy Conceptual Clustering / Petra Perner ; Anja Attig
Mining Concept Similarities for Heterogeneous Ontologies / Konstantin Todorov ; Peter Geibel ; Kai-Uwe Kühnberger
Re-mining Positive and Negative Association Mining Results / Ayhan Demiriz ; Gurdal Ertek ; Tankut Atan ; Ufuk Kula
Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining / Santhana Chaimontree ; Katie Atkinson ; Frans Coenen
Describing Data with the Support Vector Shell in Distributed Environments / Peng Wang ; Guojun Mao
Robust Clustering Using Discriminant Analysis / Vasudha Bhatnagar ; Sangeeta Ahuja
New Approach in Data Stream Association Rule Mining Based on Graph Structure / Samad Gahderi Mojaveri ; Esmaeil Mirzaeian ; Zarrintaj Bornaee ; Saeed Ayat
Multimedia Data Mining
Fast Training of Neural Networks for Image Compression / Yevgeniy Bodyanskiy ; Paul Grimm ; Sergey Mashtalir ; Vladimir Vinarski
Processing Handwritten Words by Intelligent Use of OCR Results / Benjamin Mund ; Karl-Heinz Steinke
Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding / Martina Dümcke ; Hiroki Takahashi
Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data / Mohd Hanafi Ahmad Hijazi ; Yalin Zheng
Entropic Quadtrees and Mining Mars Craters / Rosanne Vetro ; Dan A. Simovici
Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification / Yanbo J. Wang ; Fan Li ; Robert Sanderson ; Qin Xin
Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders / E. Fersini ; E. Messina ; F. Archetti
Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images / Benjamin Auffarth ; Maite López ; Jesús Cerquides
Data Mining in Marketing
Quantile Regression Model for Impact Toughness Estimation / Satu Tamminen ; Ilmari Juutilainen ; Juha Röning
Mining for Paths in Flow Graphs / Adam Jocksch ; José Nelson Amaral ; Marcel Mitran
Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis / Zhiyuan Yao ; Annika H. Holmbom ; Tomas Eklund ; Barbro Back
Managing Product Life Cycle with MultiAgent Data Mining System / Serge Parshutin
Modeling Pricing Strategies Using Game Theory and Support Vector Machines / Cristián Bravo ; Nicolás Figueroa ; Richard Weber
Data Mining in Industrial Processes
Determination of the Fault Quality Variables of a Multivariate Process Using Independent Component Analysis and Support Vector Machine / Yuehjen E. Shao ; Chi-Jie Lu ; Yu-Chiun Wang
Dynamic Pattern Extraction of Parameters in Laser Welding Process / Gissel Velarde ; Christian Binroth
Trajectory Clustering for Vibration Detection in Aircraft Engines / Aurélien Hazan ; Michel Verleysen ; Marie Cottrell ; Jérôme Lacaille
Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data / Florent Martin ; Nicolas Méger ; Sylvie Galichet ; Nicolas Becourt
Predicting Disk Failures with HMM- and HSMM-Based Approaches / Ying Zhao ; Xiang Liu ; Siqing Gan ; Weimin Zheng
Aircraft Engine Health Monitoring Using Self-Organizing Maps / Etienne Côme
Data Mining in Medicine
Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy / Vassiliki Somaraki ; Deborah Broadbent ; Simon Harding
Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions / Leon Bobrowski
Medical Datasets Analysis: A Constructive Induction Approach / Wieslaw Paja ; Mariusz Wrzesien
Data Mining in Agriculture
Regression Models for Spatial Data: An Example from Precision Agriculture / Georg Ru? ; Rudolf Kruse
Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database / Puteri N.E. Nohuddin ; Rob Christley ; Christian Setzkorn
WebMining
Spam Email Filtering Using Network-Level Properties / Paulo Cortez ; André Correia ; Pedro Sousa ; Miguel Rocha ; Miguel Rio
Domain-Specific Identification of Topics and Trends in the Blogosphere / Rafael Schirru ; Darko Obradovic ; Stephan Baumann ; Peter Wortmann
Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways / Jonas Poelmans ; Guido Dedene ; Gerda Verheyden ; Herman Van der Mussele ; Stijn Viaene ; Edward Peters
Interest-Determining Web Browser / Khaled Bashir Shaban ; Joannes Chan ; Raymond Szeto
Web-Site Boundary Detection / Ayesh Alshukri ; Michele Zito
Data Mining in Finance
An Application of Element Oriented Analysis Based Credit Scoring / Yihao Zhang ; Mehmet A. Orgun ; Rohan Baxter ; Weiqiang Lin
A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs / Sebastián Maldonado ; Gonzalo Paredes
Aspects of Data Mining
Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool
The Orange Customer Analysis Platform / Raphaël Féraud ; Marc Boullé ; Fabrice Clérot ; Françoise Fessant ; Vincent Lemaire
Semi-supervised Learning for False Alarm Reduction / Chien-Yi Chiu ; Yuh-Jye Lee ; Chien-Chung Chang ; Wen-Yong Luo ; Hsiu-Chuan Huang
Learning from Humanoid Cartoon Designs / Md. Tanvirul Islam ; Kaiser Md. Nahiduzzaman ; Why Yong Peng ; Golam Ashraf
Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference / Weisen Guo ; Steven B. Kraines
Data Mining for Network Performance Monitoring
Event Prediction in Network Monitoring Systems: Performing Sequential Pattern Mining in Osmius Monitoring Tool / Rafael García ; Luis Llana ; Constantino Malagón ; Jesús Pancorbo
Selection of Effective Network Parameters in Attacks for Intrusion Detection / Gholam Reza Zargar ; Peyman Kabiri
Author Index
Invited Talk
Moving Targets: When Data Classes Depend on Subjective Judgement, or They Are Crafted by an Adversary to Mislead Pattern Analysis Algorithms - The Cases of Content Based Image Retrieval and Adversarial Classification / Giorgio Giacinto
Bioinformatics Contributions to Data Mining / Isabelle Bichindaritz
8.

電子ブック

EB
Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2011
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9.

電子ブック

EB
Petra Perner, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2011
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