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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 I. Lecture Notes in Computer Science 6911, Springer 2011, ISBN 978-3-642-23779-9
Invited Talks (Abstracts)
- Rakesh Agrawal:
Enriching Education through Data Mining. 1-2 - Albert-László Barabási:
Human Dynamics: From Human Mobility to Predictability. 3 - Christopher M. Bishop:
Embracing Uncertainty: Applied Machine Learning Comes of Age. 4 - Andrei Z. Broder:
Highly Dimensional Problems in Computational Advertising. 5 - Marco Gori:
Learning from Constraints. 6 - Heikki Mannila:
Permutation Structure in 0-1 Data. 7
Industrial Invited Talks (Abstracts)
- Vasilis Aggelis:
Reading Customers Needs and Expectations with Analytics. 8 - Radu Jurca:
Algorithms and Challenges on the GeoWeb. 9 - Neel Sundaresan:
Data Science and Machine Learning at Scale. 10 - Olivier Verscheure:
Smart Cities: How Data Mining and Optimization Can Shape Future Cities. 11
Regular Papers
- Riad Akrour, Marc Schoenauer, Michèle Sebag:
Preference-Based Policy Learning. 12-27 - Kais Allab, Khalid Benabdeslem:
Constraint Selection for Semi-supervised Topological Clustering. 28-43 - Hélio Marcos Paz de Almeida, Dorgival Olavo Guedes Neto, Wagner Meira Jr., Mohammed J. Zaki:
Is There a Best Quality Metric for Graph Clusters? 44-59 - Samir Al-Stouhi, Chandan K. Reddy:
Adaptive Boosting for Transfer Learning Using Dynamic Updates. 60-75 - Aris Anagnostopoulos, George Brova, Evimaria Terzi:
Peer and Authority Pressure in Information-Propagation Models. 76-91 - Rajul Anand, Chandan K. Reddy:
Constrained Logistic Regression for Discriminative Pattern Mining. 92-107 - Gerasimos Antzoulatos, Michael N. Vrahatis:
α-Clusterable Sets. 108-123 - Hiromi Arai, Jun Sakuma:
Privacy Preserving Semi-supervised Learning for Labeled Graphs. 124-139 - Muhammad Awais, Fei Yan, Krystian Mikolajczyk, Josef Kittler:
Novel Fusion Methods for Pattern Recognition. 140-155 - Borja Balle, Ariadna Quattoni, Xavier Carreras:
A Spectral Learning Algorithm for Finite State Transducers. 156-171 - Nicola Barbieri, Giuseppe Manco:
An Analysis of Probabilistic Methods for Top-N Recommendation in Collaborative Filtering. 172-187 - Aurélien Bellet, Amaury Habrard, Marc Sebban:
Learning Good Edit Similarities with Generalization Guarantees. 188-203 - Khalid Benabdeslem, Mohammed M. Al-Hindawi:
Constrained Laplacian Score for Semi-supervised Feature Selection. 204-218 - Alberto Bertoni, Marco Frasca, Giorgio Valentini:
COSNet: A Cost Sensitive Neural Network for Semi-supervised Learning in Graphs. 219-234 - Wendelin Böhmer, Steffen Grünewälder, Hannes Nickisch, Klaus Obermayer:
Regularized Sparse Kernel Slow Feature Analysis. 235-248 - Gianluca Bontempi, Olivier Caelen:
A Selecting-the-Best Method for Budgeted Model Selection. 249-262 - Róbert Busa-Fekete, Balázs Kégl, Tamás Éltetö, György Szarvas:
A Robust Ranking Methodology Based on Diverse Calibration of AdaBoost. 263-279 - Tianyu Cao, Xindong Wu, Xiaohua Tony Hu, Song Wang:
Active Learning of Model Parameters for Influence Maximization. 280-295 - Changyou Chen, Lan Du, Wray L. Buntine:
Sampling Table Configurations for the Hierarchical Poisson-Dirichlet Process. 296-311 - Weiwei Cheng, Johannes Fürnkranz, Eyke Hüllermeier, Sang-Hyeun Park:
Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning. 312-327 - Boris Chidlovskii:
Learning Recommendations in Social Media Systems by Weighting Multiple Relations. 328-342 - Stéphan Clémençon, Romaric Gaudel, Jérémie Jakubowicz:
Clustering Rankings in the Fourier Domain. 343-358 - Nicolas Courty, Thomas Burger, Johann Laurent:
PerTurbo: A New Classification Algorithm Based on the Spectrum Perturbations of the Laplace-Beltrami Operator. 359-374 - Gabriel Dulac-Arnold, Ludovic Denoyer, Philippe Preux, Patrick Gallinari:
Datum-Wise Classification: A Sequential Approach to Sparsity. 375-390 - Mehrdad Farajtabar, Amirreza Shaban, Hamid Reza Rabiee, Mohammad H. Rohban:
Manifold Coarse Graining for Online Semi-supervised Learning. 391-406 - Eraldo R. Fernandes, Ulf Brefeld:
Learning from Partially Annotated Sequences. 407-422 - Mario Frank, Morteza Haghir Chehreghani, Joachim M. Buhmann:
The Minimum Transfer Cost Principle for Model-Order Selection. 423-438 - Valdinei Freire da Silva, Anna Helena Reali Costa:
A Geometric Approach to Find Nondominated Policies to Imprecise Reward MDPs. 439-454 - Benoît Frénay, Gaël de Lannoy, Michel Verleysen:
Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs. 455-470 - Zhouyu Fu, Guojun Lu, Kai Ming Ting, Dengsheng Zhang:
Building Sparse Support Vector Machines for Multi-Instance Classification. 471-486 - Thomas Furmston, David Barber:
Lagrange Dual Decomposition for Finite Horizon Markov Decision Processes. 487-502 - Vincent Graziano, Jan Koutník, Jürgen Schmidhuber:
Unsupervised Modeling of Partially Observable Environments. 503-515 - Mihajlo Grbovic, Slobodan Vucetic:
Tracking Concept Change with Incremental Boosting by Minimization of the Evolving Exponential Loss. 516-532 - Henrik Grosskreutz, Daniel Paurat:
Fast and Memory-Efficient Discovery of the Top-k Relevant Subgroups in a Reduced Candidate Space. 533-548 - Quanquan Gu, Zhenhui Li, Jiawei Han:
Linear Discriminant Dimensionality Reduction. 549-564 - Stephan Günnemann, Brigitte Boden, Thomas Seidl:
DB-CSC: A Density-Based Approach for Subspace Clustering in Graphs with Feature Vectors. 565-580 - Bernd Gutmann, Ingo Thon, Luc De Raedt:
Learning the Parameters of Probabilistic Logic Programs from Interpretations. 581-596 - Roberto Guzmán-Martínez, Rocío Alaíz-Rodríguez:
Feature Selection Stability Assessment Based on the Jensen-Shannon Divergence. 597-612 - Robert Gwadera, Gianluca Antonini, Abderrahim Labbi:
Mining Actionable Partial Orders in Collections of Sequences. 613-628 - Maria Halkidi, Iordanis Koutsopoulos:
A Game Theoretic Framework for Data Privacy Preservation in Recommender Systems. 629-644
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