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15th PKDD / 22nd ECML 2011: Athens, Greece
- Dimitrios Gunopulos, Thomas Hofmann, Donato Malerba, Michalis Vazirgiannis:
Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings, Part III. Lecture Notes in Computer Science 6913, Springer 2011, ISBN 978-3-642-23807-9
Regular Papers
- Matthew W. Robards, Peter Sunehag, Scott Sanner, Bhaskara Marthi:
Sparse Kernel-SARSA(λ) with an Eligibility Trace. 1-17 - Daniel M. Romero, Wojciech Galuba, Sitaram Asur, Bernardo A. Huberman:
Influence and Passivity in Social Media. 18-33 - Constantin A. Rothkopf
, Christos Dimitrakakis
Preference Elicitation and Inverse Reinforcement Learning. 34-48 - Shounak Roychowdhury, Sarfraz Khurshid:
A Novel Framework for Locating Software Faults Using Latent Divergences. 49-64 - Ulrich Rückert, Marius Kloft:
Transfer Learning with Adaptive Regularizers. 65-80 - Hannes P. Saal
Multimodal Nonlinear Filtering Using Gauss-Hermite Quadrature. 81-96 - Avishek Saha, Piyush Rai, Hal Daumé III, Suresh Venkatasubramanian
Active Supervised Domain Adaptation. 97-112 - François Schnitzler
Efficiently Approximating Markov Tree Bagging for High-Dimensional Density Estimation. 113-128 - Christoph Scholz
Resource-Aware On-line RFID Localization Using Proximity Data. 129-144 - Konstantinos Sechidis, Grigorios Tsoumakas
On the Stratification of Multi-label Data. 145-158 - Joseph Selman, Alan Fern:
Learning First-Order Definite Theories via Object-Based Queries. 159-174 - Aliaksei Severyn, Alessandro Moschitti
Fast Support Vector Machines for Structural Kernels. 175-190 - Mohak Shah:
Generalized Agreement Statistics over Fixed Group of Experts. 191-206 - Hao Shao, Bin Tong, Einoshin Suzuki:
Compact Coding for Hyperplane Classifiers in Heterogeneous Environment. 207-222 - Chuan Shi, Xiangnan Kong, Philip S. Yu, Bai Wang:
Multi-label Ensemble Learning. 223-239 - Rodrigo M. Silva, Marcos André Gonçalves
Rule-Based Active Sampling for Learning to Rank. 240-255 - Madeleine Seeland, Simon A. Berger, Alexandros Stamatakis, Stefan Kramer:
Parallel Structural Graph Clustering. 256-272 - Nataliya Sokolovska:
Aspects of Semi-supervised and Active Learning in Conditional Random Fields. 273-288 - Athina Spiliopoulou, Amos J. Storkey:
Comparing Probabilistic Models for Melodic Sequences. 289-304 - Suvrit Sra
Fast Projections onto ℓ1, q -Norm Balls for Grouped Feature Selection. 305-317 - Suvrit Sra
Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Application to Nearest Neighbor Retrieval. 318-332 - Daniela Stojanova, Michelangelo Ceci
Network Regression with Predictive Clustering Trees. 333-348 - Marco Stolpe, Katharina Morik:
Learning from Label Proportions by Optimizing Cluster Model Selection. 349-364 - Mahito Sugiyama, Akihiro Yamamoto:
The Minimum Code Length for Clustering Using the Gray Code. 365-380 - Wenbin Tang, Honglei Zhuang, Jie Tang:
Learning to Infer Social Ties in Large Networks. 381-397 - Nikolaj Tatti
Comparing Apples and Oranges - Measuring Differences between Data Mining Results. 398-413 - Ali Fallah Tehrani, Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier:
Learning Monotone Nonlinear Models Using the Choquet Integral. 414-429 - Selen Uguroglu, Jaime G. Carbonell:
Feature Selection for Transfer Learning. 430-442 - Nicolas Usunier, Massih-Reza Amini, Cyril Goutte
Multiview Semi-supervised Learning for Ranking Multilingual Documents. 443-458 - Matthijs van Leeuwen, Arno J. Knobbe
Non-redundant Subgroup Discovery in Large and Complex Data. 459-474 - Mirwaes Wahabzada, Kristian Kersting:
Larger Residuals, Less Work: Active Document Scheduling for Latent Dirichlet Allocation. 475-490 - Huaiyu Wan
A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social Networks. 491-505 - Tao Wang, Jennifer Neville, Brian Gallagher
Correcting Bias in Statistical Tests for Network Classifier Evaluation. 506-521 - Richard Wartell, Yan Zhou, Kevin W. Hamlen, Murat Kantarcioglu, Bhavani Thuraisingham:
Differentiating Code from Data in x86 Binaries. 522-536 - Jiho Yoo
Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound. 537-552 - Ping Zhang
Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model and Bayesian Information Criterion. 553-568 - Yi Zhang, Dingding Wang, Tao Li:
iDVS: An Interactive Multi-document Visual Summarization System. 569-584 - Yu Zhang
Discriminative Experimental Design. 585-596 - Indre Zliobaite
Active Learning with Evolving Streaming Data. 597-612
Demo Papers
- Omar Ali, Ilias N. Flaounas, Tijl De Bie, Nello Cristianini:
Celebrity Watch: Browsing News Content by Exploiting Social Intelligence. 613-616 - Albert Bifet
MOA: A Real-Time Analytics Open Source Framework. 617-620 - Fabio Fassetti
L-SME: A System for Mining Loosely Structured Motifs. 621-625 - François Fleuret, Philip Abbet, Charles Dubout, Leonidas Lefakis:
The MASH Project. 626-629 - Jordan Frank, Shie Mannor
Activity Recognition with Mobile Phones. 630-633 - Bart Goethals
MIME: A Framework for Interactive Visual Pattern Mining. 634-637 - Sotiris Karavarsamis, Nikos Ntarmos
InFeRno - An Intelligent Framework for Recognizing Pornographic Web Pages. 638-641 - Rosa Meo
MetaData Retrieval: A Software Prototype for the Annotation of Maps with Social Metadata. 642-645 - Robert Neumayer, George Tsatsaronis
TRUMIT: A Tool to Support Large-Scale Mining of Text Association Rules. 646-649 - Rebecca Ong, Fabio Pinelli
Traffic Jams Detection Using Flock Mining. 650-653 - Katerina Vrotsou, Natalia V. Andrienko
Exploring City Structure from Georeferenced Photos Using Graph Centrality Measures. 654-657
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