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 / LuÃs 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 MejÃa-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 / LuÃs 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 |