12. PKDD / 19. ECML 2008:
Antwerp,
Belgium
Walter Daelemans, Bart Goethals, Katharina Morik (Eds.):
Machine Learning and Knowledge Discovery in Databases, European Conference, ECML/PKDD 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings, Part I.
Lecture Notes in Computer Science 5211 Springer 2008, ISBN 978-3-540-87478-2 BibTeX
Invited Talks (Abstracts)
Machine Learning Journal Abstracts
- Christos Dimitrakakis, Michail G. Lagoudakis:
Rollout Sampling Approximate Policy Iteration.
7
Electronic Edition (link) BibTeX
- Dvijotham Krishnamurthy, Soumen Chakrabarti, Subhasis Chaudhuri:
New Closed-Form Bounds on the Partition Function.
8
Electronic Edition (link) BibTeX
- Ran El-Yaniv, Dmitry Pechyony, Vladimir Vapnik:
Large Margin vs. Large Volume in Transductive Learning.
9-10
Electronic Edition (link) BibTeX
- Ankur Jain, Daniel Nikovski:
Incremental Exemplar Learning Schemes for Classification on Embedded Devices.
11
Electronic Edition (link) BibTeX
- Heng Luo, Changyong Niu, Ruimin Shen, Carsten Ullrich:
A Collaborative Filtering Framework Based on Both Local User Similarity and Global User Similarity.
12
Electronic Edition (link) BibTeX
- Stijn Vanderlooy, Eyke Hüllermeier:
A Critical Analysis of Variants of the AUC.
13
Electronic Edition (link) BibTeX
- Markus Weimer, Alexandros Karatzoglou, Alex J. Smola:
Improving Maximum Margin Matrix Factorization.
14
Electronic Edition (link) BibTeX
Data Mining and Knowledge Discovery Journal Abstracts
- Petteri Hintsanen, Hannu Toivonen:
Finding Reliable Subgraphs from Large Probabilistic Graphs.
15
Electronic Edition (link) BibTeX
- Adrian Kügel, Enno Ohlebusch:
A Space Efficient Solution to the Frequent String Mining Problem for Many Databases.
16
Electronic Edition (link) BibTeX
- Pauli Miettinen:
The Boolean Column and Column-Row Matrix Decompositions.
17
Electronic Edition (link) BibTeX
- Apostolos N. Papadopoulos, Apostolos Lyritsis, Yannis Manolopoulos:
SkyGraph: An Algorithm for Important Subgraph Discovery in Relational Graphs.
18
Electronic Edition (link) BibTeX
- Chedy Raïssi, Toon Calders, Pascal Poncelet:
Mining Conjunctive Sequential Patterns.
19
Electronic Edition (link) BibTeX
- Arnaud Soulet, Bruno Crémilleux:
Adequate Condensed Representations of Patterns.
20-21
Electronic Edition (link) BibTeX
- Jimeng Sun, Charalampos E. Tsourakakis, Evan Hoke, Christos Faloutsos, Tina Eliassi-Rad:
Two Heads Better Than One: Pattern Discovery in Time-Evolving Multi-aspect Data.
22
Electronic Edition (link) BibTeX
Regular Papers
- Rezwan Ahmed, Huzefa Rangwala, George Karypis:
TOPTMH: Topology Predictor for Transmembrane alpha-Helices.
23-38
Electronic Edition (link) BibTeX
- Jaime Alonso, Juan José del Coz, Jorge Díez, Oscar Luaces, Antonio Bahamonde:
Learning to Predict One or More Ranks in Ordinal Regression Tasks.
39-54
Electronic Edition (link) BibTeX
- Hock Hee Ang, Vivekanand Gopalkrishnan, Steven C. H. Hoi, Wee Keong Ng:
Cascade RSVM in Peer-to-Peer Networks.
55-70
Electronic Edition (link) BibTeX
- Andreas Argyriou, Andreas Maurer, Massimiliano Pontil:
An Algorithm for Transfer Learning in a Heterogeneous Environment.
71-85
Electronic Edition (link) BibTeX
- José L. Balcázar:
Minimum-Size Bases of Association Rules.
86-101
Electronic Edition (link) BibTeX
- Yaxin Bi, Shengli Wu, Xuhui Shen, Pang Xiong:
Combining Classifiers through Triplet-Based Belief Functions.
102-116
Electronic Edition (link) BibTeX
- Jinbo Bi, Tao Xiong, Shipeng Yu, Murat Dundar, R. Bharat Rao:
An Improved Multi-task Learning Approach with Applications in Medical Diagnosis.
117-132
Electronic Edition (link) BibTeX
- Matthew B. Blaschko, Christoph H. Lampert, Arthur Gretton:
Semi-supervised Laplacian Regularization of Kernel Canonical Correlation Analysis.
133-145
Electronic Edition (link) BibTeX
- Antoine Bordes, Nicolas Usunier, Léon Bottou:
Sequence Labelling SVMs Trained in One Pass.
146-161
Electronic Edition (link) BibTeX
- Jérôme Callut, Kevin Françoisse, Marco Saerens, Pierre Dupont:
Semi-supervised Classification from Discriminative Random Walks.
162-177
Electronic Edition (link) BibTeX
- Bin Cao, Jian-Tao Sun, Jianmin Wu, Qiang Yang, Zheng Chen:
Learning Bidirectional Similarity for Collaborative Filtering.
178-194
Electronic Edition (link) BibTeX
- Andrew Carlson, Charles Schafer:
Bootstrapping Information Extraction from Semi-structured Web Pages.
195-210
Electronic Edition (link) BibTeX
- Doran Chakraborty, Peter Stone:
Online Multiagent Learning against Memory Bounded Adversaries.
211-226
Electronic Edition (link) BibTeX
- Boris Chidlovskii, Loïc Lecerf:
Scalable Feature Selection for Multi-class Problems.
227-240
Electronic Edition (link) BibTeX
- David A. Cieslak, Nitesh V. Chawla:
Learning Decision Trees for Unbalanced Data.
241-256
Electronic Edition (link) BibTeX
- Giorgio Corani, Marco Zaffalon:
Credal Model Averaging: An Extension of Bayesian Model Averaging to Imprecise Probabilities.
257-271
Electronic Edition (link) BibTeX
- Trinh Minh Tri Do, Thierry Artières:
A Fast Method for Training Linear SVM in the Primal.
272-287
Electronic Edition (link) BibTeX
- Jorge López Lázaro, Álvaro Barbero Jiménez, José R. Dorronsoro:
On the Equivalence of the SMO and MDM Algorithms for SVM Training.
288-300
Electronic Edition (link) BibTeX
- Wouter Duivesteijn, Ad Feelders:
Nearest Neighbour Classification with Monotonicity Constraints.
301-316
Electronic Edition (link) BibTeX
- Eric Eaton, Marie desJardins, Terran Lane:
Modeling Transfer Relationships Between Learning Tasks for Improved Inductive Transfer.
317-332
Electronic Edition (link) BibTeX
- Frank Eichinger, Klemens Böhm, Matthias Huber:
Mining Edge-Weighted Call Graphs to Localise Software Bugs.
333-348
Electronic Edition (link) BibTeX
- Ana Maria Funes, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana:
Hierarchical Distance-Based Conceptual Clustering.
349-364
Electronic Edition (link) BibTeX
- Andrés Gago Alonso, José E. Medina-Pagola, Jesús Ariel Carrasco-Ochoa, José Francisco Martínez Trinidad:
Mining Frequent Connected Subgraphs Reducing the Number of Candidates.
365-376
Electronic Edition (link) BibTeX
- Alvina Goh, René Vidal:
Unsupervised Riemannian Clustering of Probability Density Functions.
377-392
Electronic Edition (link) BibTeX
- Andrew B. Goldberg, Ming Li, Xiaojin Zhu:
Online Manifold Regularization: A New Learning Setting and Empirical Study.
393-407
Electronic Edition (link) BibTeX
- Steve Gregory:
A Fast Algorithm to Find Overlapping Communities in Networks.
408-423
Electronic Edition (link) BibTeX
- Valerio Grossi, Andrea Romei, Salvatore Ruggieri:
A Case Study in Sequential Pattern Mining for IT-Operational Risk.
424-439
Electronic Edition (link) BibTeX
- Henrik Grosskreutz, Stefan Rüping, Stefan Wrobel:
Tight Optimistic Estimates for Fast Subgroup Discovery.
440-456
Electronic Edition (link) BibTeX
- Sonal Gupta, Joohyun Kim, Kristen Grauman, Raymond J. Mooney:
Watch, Listen & Learn: Co-training on Captioned Images and Videos.
457-472
Electronic Edition (link) BibTeX
- Bernd Gutmann, Angelika Kimmig, Kristian Kersting, Luc De Raedt:
Parameter Learning in Probabilistic Databases: A Least Squares Approach.
473-488
Electronic Edition (link) BibTeX
- Md. Rafiul Hassan, M. Maruf Hossain, James Bailey, Kotagiri Ramamohanarao:
Improving k-Nearest Neighbour Classification with Distance Functions Based on Receiver Operating Characteristics.
489-504
Electronic Edition (link) BibTeX
- Kathryn Hempstalk, Eibe Frank, Ian H. Witten:
One-Class Classification by Combining Density and Class Probability Estimation.
505-519
Electronic Edition (link) BibTeX
- Tamás Horváth, Jan Ramon:
Efficient Frequent Connected Subgraph Mining in Graphs of Bounded Treewidth.
520-535
Electronic Edition (link) BibTeX
- Jin Huang, Charles X. Ling, Harry Zhang, Stan Matwin:
Proper Model Selection with Significance Test.
536-547
Electronic Edition (link) BibTeX
- Nathalie Japkowicz, Pritika Sanghi, Peter Tischer:
A Projection-Based Framework for Classifier Performance Evaluation.
548-563
Electronic Edition (link) BibTeX
- Yangqing Jia, Zheng Wang, Changshui Zhang:
Distortion-Free Nonlinear Dimensionality Reduction.
564-579
Electronic Edition (link) BibTeX
- Ata Kabán, Robert J. Durrant:
Learning with Lq<1 vs L1-Norm Regularisation with Exponentially Many Irrelevant Features.
580-596
Electronic Edition (link) BibTeX
- Kin Fai Kan, Christian R. Shelton:
Catenary Support Vector Machines.
597-610
Electronic Edition (link) BibTeX
- Thoralf Klein, Ulf Brefeld, Tobias Scheffer:
Exact and Approximate Inference for Annotating Graphs with Structural SVMs.
611-623
Electronic Edition (link) BibTeX
- Stanley Kok, Pedro Domingos:
Extracting Semantic Networks from Text Via Relational Clustering.
624-639
Electronic Edition (link) BibTeX
- Jussi Kujala, Tapio Elomaa:
Ranking the Uniformity of Interval Pairs.
640-655
Electronic Edition (link) BibTeX
- Lior Kuyer, Shimon Whiteson, Bram Bakker, Nikos A. Vlassis:
Multiagent Reinforcement Learning for Urban Traffic Control Using Coordination Graphs.
656-671
Electronic Edition (link) BibTeX
- Matthijs van Leeuwen, Arno Siebes:
StreamKrimp: Detecting Change in Data Streams.
672-687
Electronic Edition (link) BibTeX
Copyright © Sat May 16 23:33:28 2009
by Michael Ley (ley@uni-trier.de)