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13th PKDD / 20th ECML 2009: Bled, Slovenia
- Wray L. Buntine, Marko Grobelnik, Dunja Mladenic, John Shawe-Taylor:
Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II. Lecture Notes in Computer Science 5782, Springer 2009, ISBN 978-3-642-04173-0
Regular Papers
- Sangkyun Lee, Stephen J. Wright:
Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines. 1-14 - Yu-Feng Li, James T. Kwok, Ivor W. Tsang
, Zhi-Hua Zhou:
A Convex Method for Locating Regions of Interest with Multi-instance Learning. 15-30 - Manuel Lopes
, Francisco S. Melo
, Luis Montesano:
Active Learning for Reward Estimation in Inverse Reinforcement Learning. 31-46 - Francis Maes, Stéphane Peters, Ludovic Denoyer, Patrick Gallinari:
Simulated Iterative Classification A New Learning Procedure for Graph Labeling. 47-62 - Elena Marchiori:
Graph-Based Discrete Differential Geometry for Critical Instance Filtering. 63-78 - Mohammad M. Masud
, Jing Gao, Latifur Khan
, Jiawei Han, Bhavani Thuraisingham:
Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams. 79-94 - Daniel Michulke, Michael Thielscher:
Neural Networks for State Evaluation in General Game Playing. 95-110 - Lilyana Mihalkova, Raymond J. Mooney:
Learning to Disambiguate Search Queries from Short Sessions. 111-127 - Piotr Mirowski, Yann LeCun:
Dynamic Factor Graphs for Time Series Modeling. 128-143 - M. Arthur Munson, Rich Caruana:
On Feature Selection, Bias-Variance, and Bagging. 144-159 - Hoang Vu Nguyen, Vivekanand Gopalkrishnan:
Efficient Pruning Schemes for Distance-Based Outlier Detection. 160-175 - Laurence Anthony F. Park, Kotagiri Ramamohanarao
:
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval. 176-188 - Sang-Hyeun Park, Johannes Fürnkranz
:
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification. 189-204 - Frédéric Pennerath, Amedeo Napoli:
The Model of Most Informative Patterns and Its Application to Knowledge Extraction from Graph Databases. 205-220 - Franz Pernkopf
, Michael Wohlmayr:
On Discriminative Parameter Learning of Bayesian Network Classifiers. 221-237 - Feng Qian, Qinming He, Jiangfeng He:
Mining Spatial Co-location Patterns with Dynamic Neighborhood Constraint. 238-253 - Jesse Read, Bernhard Pfahringer, Geoffrey Holmes
, Eibe Frank
:
Classifier Chains for Multi-label Classification. 254-269 - Frank Reichartz, Hannes Korte, Gerhard Paass:
Dependency Tree Kernels for Relation Extraction from Natural Language Text. 270-285 - Achim Rettinger, Matthias Nickles
, Volker Tresp:
Statistical Relational Learning with Formal Ontologies. 286-301 - Philippe Rolet, Michèle Sebag, Olivier Teytaud:
Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm. 302-317 - Ulrich Rückert:
Capacity Control for Partially Ordered Feature Sets. 318-333 - Yingpeng Sang, Hong Shen, Hui Tian:
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known. 334-349 - Benyah Shaparenko, Thorsten Joachims:
Identifying the Original Contribution of a Document via Language Modeling. 350-365 - Xiaoxiao Shi
, Wei Fan, Qiang Yang, Jiangtao Ren
:
Relaxed Transfer of Different Classes via Spectral Partition. 366-381 - Arno Siebes, Diyah Puspitaningrum
:
Mining Databases to Mine Queries Faster. 382-397 - Kelvin Sim, Vivekanand Gopalkrishnan, Hon Nian Chua, See-Kiong Ng:
MACs: Multi-Attribute Co-clusters with High Correlation Information. 398-413 - Sameer Singh, Karl Schultz, Andrew McCallum:
Bi-directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor Graphs. 414-429 - István Bíró, Jácint Szabó:
Latent Dirichlet Allocation for Automatic Document Categorization. 430-441 - Partha Pratim Talukdar, Koby Crammer:
New Regularized Algorithms for Transductive Learning. 442-457 - Songbo Tan, Gaowei Wu, Xueqi Cheng:
Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement. 458-472 - Tsuyoshi Ueno, Shin-ichi Maeda, Motoaki Kawanabe, Shin Ishii
:
Optimal Online Learning Procedures for Model-Free Policy Evaluation. 473-488 - Gabriel Wachman, Roni Khardon, Pavlos Protopapas, Charles R. Alcock:
Kernels for Periodic Time Series Arising in Astronomy. 489-505 - Dingding Wang, Chris H. Q. Ding, Tao Li:
K-Subspace Clustering. 506-521 - Pu Wang, Carlotta Domeniconi, Kathryn B. Laskey:
Latent Dirichlet Bayesian Co-Clustering. 522-537 - Shuang-Hong Yang, Hongyuan Zha, Shaohua Kevin Zhou, Bao-Gang Hu
:
Variational Graph Embedding for Globally and Locally Consistent Feature Extraction. 538-553 - Yiming Yang, Abhay Harpale, Subramaniam Ganapathy:
Protein Identification from Tandem Mass Spectra with Probabilistic Language Modeling. 554-569 - Kun Zhang, Aapo Hyvärinen:
Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective. 570-585 - Yan-Ming Zhang, Xinwen Hou, Shiming Xiang, Cheng-Lin Liu:
Subspace Regularization: A New Semi-supervised Learning Method. 586-601 - Yu Zhang
, Dit-Yan Yeung:
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension. 602-616 - Yu Zhang
, Dit-Yan Yeung:
Semi-Supervised Multi-Task Regression. 617-631 - Zhihua Zhang, Guang Dai, Michael I. Jordan
:
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis. 632-647 - Yanchang Zhao
, Huaifeng Zhang, Shanshan Wu, Jian Pei
, Longbing Cao
, Chengqi Zhang
, Hans Bohlscheid:
Debt Detection in Social Security by Sequence Classification Using Both Positive and Negative Patterns. 648-663 - Sami Zhioua, Doina Precup, François Laviolette, Josée Desharnais
:
Learning the Difference between Partially Observable Dynamical Systems. 664-677 - Erheng Zhong, Wei Fan, Jing Peng, Olivier Verscheure, Jiangtao Ren
:
Universal Learning over Related Distributions and Adaptive Graph Transduction. 678-693 - Alexander Zien, Nicole Krämer
, Sören Sonnenburg, Gunnar Rätsch
:
The Feature Importance Ranking Measure. 694-709
Demo Papers
- Pierpaolo Basile
, Marco Degemmis
, Pasquale Lops
, Giovanni Semeraro
:
OTTHO: On the Tip of My THOught. 710-713 - Chad M. Cumby:
Protecting Sensitive Topics in Text Documents with PROTEXTOR. 714-717 - Lorand Dali, Delia Rusu, Dunja Mladenic
:
Enhanced Web Page Content Visualization with Firefox. 718-721 - Luigi Di Caro
, Alejandro Jaimes:
ClusTR: Exploring Multivariate Cluster Correlations and Topic Trends. 722-725 - Miha Grcar, Dunja Mladenic
:
Visual OntoBridge: Semi-automatic Semantic Annotation Software. 726-729 - Miha Grcar, Dunja Mladenic
, Peter Kese:
Semi-automatic Categorization of Videos on VideoLectures.net. 730-733 - Stéphanie Jacquemont, François Jacquenet, Marc Sebban:
Discovering Patterns in Flows: A Privacy Preserving Approach with the ACSM Prototype. 734-737 - Nattiya Kanhabua, Kjetil Nørvåg:
Using Temporal Language Models for Document Dating. 738-741 - George Tsatsaronis
, Iraklis Varlamis
, Michalis Vazirgiannis, Kjetil Nørvåg:
Omiotis: A Thesaurus-Based Measure of Text Relatedness. 742-745 - Marco Turchi
, Ilias N. Flaounas, Omar Ali, Tijl De Bie, Tristan Snowsill
, Nello Cristianini:
Found in Translation. 746-749 - Joaquin Vanschoren
, Hendrik Blockeel
:
A Community-Based Platform for Machine Learning Experimentation. 750-754 - Qi Ye, Bin Wu, Lijun Suo, Tian Zhu, Chao Han, Bai Wang:
TeleComVis: Exploring Temporal Communities in Telecom Networks. 755-758

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