ECML-PKDD 2010

124 papers

A Cluster-Level Semi-Supervision Model for Interactive Clustering Avinava Dubey, Indrajit Bhattacharya, Shantanu Godbole
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A Concise Representation of Association Rules Using Minimal Predictive Rules Iyad Batal, Milos Hauskrecht
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A Robustness Measure of Association Rules Yannick Le Bras, Patrick Meyer, Philippe Lenca, Stéphane Lallich
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A Unified Approach to Active Dual Supervision for Labeling Features and Examples Josh Attenberg, Prem Melville, Foster J. Provost
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A Unifying View of Multiple Kernel Learning Marius Kloft, Ulrich Rückert, Peter L. Bartlett
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Adapting Decision DAGs for Multipartite Ranking José Ramón Quevedo, Elena Montañés, Oscar Luaces, Juan José del Coz
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Adaptive Bases for Reinforcement Learning Dotan Di Castro, Shie Mannor
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Adaptive Parallel/Serial Sampling Mechanisms for Particle Filtering in Dynamic Bayesian Networks Eva Besada-Portas, Sergey M. Plis, Jesús Manuel de la Cruz, Terran Lane
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Adverse Drug Reaction Mining in Pharmacovigilance Data Using Formal Concept Analysis Jean Villerd, Yannick Toussaint, Agnès Lillo-Le Louët
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An Efficient and Scalable Algorithm for Local Bayesian Network Structure Discovery Sergio Rodrigues de Morais, Alex Aussem
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Analysis of Large Multi-Modal Social Networks: Patterns and a Generator Nan Du, Hao Wang, Christos Faloutsos
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AnswerArt - Contextualized Question Answering Lorand Dali, Delia Rusu, Blaz Fortuna, Dunja Mladenic, Marko Grobelnik
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Asking Generalized Queries to Ambiguous Oracle Jun Du, Charles X. Ling
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Automatic Model Adaptation for Complex Structured Domains Geoffrey Levine, Gerald DeJong, Li-Lun Wang, Rajhans Samdani, Shankar Vembu, Dan Roth
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Bagging for Biclustering: Application to Microarray Data Blaise Hanczar, Mohamed Nadif
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Bayesian Knowledge Corroboration with Logical Rules and User Feedback Gjergji Kasneci, Jurgen Van Gael, Ralf Herbrich, Thore Graepel
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CET: A Tool for Creative Exploration of Graphs Stefan Haun, Andreas Nürnberger, Tobias Kötter, Kilian Thiel, Michael R. Berthold
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Characteristic Kernels on Structured Domains Excel in Robotics and Human Action Recognition Somayeh Danafar, Arthur Gretton, Jürgen Schmidhuber
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Classification and Novel Class Detection of Data Streams in a Dynamic Feature Space Mohammad M. Masud, Qing Chen, Jing Gao, Latifur Khan, Jiawei Han, Bhavani Thuraisingham
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Classification with Sums of Separable Functions Jochen Garcke
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Clustering Vessel Trajectories with Alignment Kernels Under Trajectory Compression Gerben de Vries, Maarten van Someren
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Collective Traffic Forecasting Marco Lippi, Matteo Bertini, Paolo Frasconi
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Competitive Online Generalized Linear Regression Under Square Loss Fedor Zhdanov, Vladimir Vovk
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Complexity Bounds for Batch Active Learning in Classification Philippe Rolet, Olivier Teytaud
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Conditional Ranking on Relational Data Tapio Pahikkala, Willem Waegeman, Antti Airola, Tapio Salakoski, Bernard De Baets
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Coniunge Et Impera: Multiple-Graph Mining for Query-Log Analysis Ilaria Bordino, Debora Donato, Ricardo Baeza-Yates
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Constrained Parameter Estimation for Semi-Supervised Learning: The Case of the Nearest Mean Classifier Marco Loog
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Constructing Nonlinear Discriminants from Multiple Data Views Tom Diethe, David R. Hardoon, John Shawe-Taylor
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Cross Validation Framework to Choose Amongst Models and Datasets for Transfer Learning Erheng Zhong, Wei Fan, Qiang Yang, Olivier Verscheure, Jiangtao Ren
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Demand-Driven Tag Recommendation Guilherme Vale Menezes, Jussara M. Almeida, Fabiano Belém, Marcos André Gonçalves, Anísio Lacerda, Edleno Silva de Moura, Gisele L. Pappa, Adriano Veloso, Nivio Ziviani
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Detecting Events in a Million New York Times Articles Tristan Snowsill, Ilias N. Flaounas, Tijl De Bie, Nello Cristianini
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Directed Graph Learning via High-Order Co-Linkage Analysis Hua Wang, Chris H. Q. Ding, Heng Huang
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Efficient and Numerically Stable Sparse Learning Sihong Xie, Wei Fan, Olivier Verscheure, Jiangtao Ren
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Efficient Confident Search in Large Review Corpora Theodoros Lappas, Dimitrios Gunopulos
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Efficient Planning in Large POMDPs Through Policy Graph Based Factorized Approximations Joni Pajarinen, Jaakko Peltonen, Ari Hottinen, Mikko A. Uusitalo
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Entropy and Margin Maximization for Structured Output Learning Patrick Pletscher, Cheng Soon Ong, Joachim M. Buhmann
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Euclidean Distances, Soft and Spectral Clustering on Weighted Graphs François Bavaud
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Evolutionary Dynamics of Regret Minimization Tomas Klos, Gerrit Jan van Ahee, Karl Tuyls
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Example-Dependent Basis Vector Selection for Kernel-Based Classifiers Antti Ukkonen, Marta Arias
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Expectation Propagation for Bayesian Multi-Task Feature Selection Daniel Hernández-Lobato, José Miguel Hernández-Lobato, Thibault Helleputte, Pierre Dupont
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Experience STORIES: A Visual News Search and Summarization System Ilija Subasic, Bettina Berendt
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Exploiting Causal Independence in Markov Logic Networks: Combining Undirected and Directed Models Sriraam Natarajan, Tushar Khot, Daniel Lowd, Prasad Tadepalli, Kristian Kersting, Jude W. Shavlik
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Exploration in Relational Worlds Tobias Lang, Marc Toussaint, Kristian Kersting
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Exploration-Exploitation of Eye Movement Enriched Multiple Feature Spaces for Content-Based Image Retrieval Zakria Hussain, Alex Po Leung, Kitsuchart Pasupa, David R. Hardoon, Peter Auer, John Shawe-Taylor
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Exploring Real Mobility Data with M-Atlas Roberto Trasarti, Salvatore Rinzivillo, Fabio Pinelli, Mirco Nanni, Anna Monreale, Chiara Renso, Dino Pedreschi, Fosca Giannotti
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Fast Active Exploration for Link-Based Preference Learning Using Gaussian Processes Zhao Xu, Kristian Kersting, Thorsten Joachims
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Fast and Scalable Algorithms for Semi-Supervised Link Prediction on Static and Dynamic Graphs Rudy Raymond, Hisashi Kashima
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Fast Extraction of Locally Optimal Patterns Based on Consistent Pattern Function Variations Frédéric Pennerath
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Fast, Effective Molecular Feature Mining by Local Optimization Albrecht Zimmermann, Björn Bringmann, Ulrich Rückert
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Feature Selection for Reinforcement Learning: Evaluating Implicit State-Reward Dependency via Conditional Mutual Information Hirotaka Hachiya, Masashi Sugiyama
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Finding Critical Nodes for Inhibiting Diffusion of Complex Contagions in Social Networks Chris J. Kuhlman, V. S. Anil Kumar, Madhav V. Marathe, S. S. Ravi, Daniel J. Rosenkrantz
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First-Order Bayes-Ball Wannes Meert, Nima Taghipour, Hendrik Blockeel
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Flu Detector - Tracking Epidemics on Twitter Vasileios Lampos, Tijl De Bie, Nello Cristianini
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Formal Theory of Fun and Creativity Jürgen Schmidhuber
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Gaussian Processes for Sample Efficient Reinforcement Learning with RMAX-like Exploration Tobias Jung, Peter Stone
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Graph Regularized Transductive Classification on Heterogeneous Information Networks Ming Ji, Yizhou Sun, Marina Danilevsky, Jiawei Han, Jing Gao
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Graphical Multi-Way Models Ilkka Huopaniemi, Tommi Suvitaival, Matej Oresic, Samuel Kaski
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Hidden Conditional Ordinal Random Fields for Sequence Classification Minyoung Kim, Vladimir Pavlovic
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Hierarchical Learning Machines and Neuroscience of Visual Cortex Tomaso A. Poggio
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Hub Gene Selection Methods for the Reconstruction of Transcription Networks José Miguel Hernández-Lobato, Tjeerd Dijkstra
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Improved MinMax Cut Graph Clustering with Nonnegative Relaxation Feiping Nie, Chris H. Q. Ding, Dijun Luo, Heng Huang
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Incorporating Domain Models into Bayesian Optimization for RL Aaron Wilson, Alan Fern, Prasad Tadepalli
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Induction of Concepts in Web Ontologies Through Terminological Decision Trees Nicola Fanizzi, Claudia d'Amato, Floriana Esposito
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Integrating Constraint Programming and Itemset Mining Siegfried Nijssen, Tias Guns
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Intelligent Interaction with the Real World Leslie Pack Kaelbling
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ITCH: Information-Theoretic Cluster Hierarchies Christian Böhm, Frank Fiedler, Annahita Oswald, Claudia Plant, Bianca Wackersreuther, Peter Wackersreuther
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K-Version-Space Multi-Class Classification Based on K-Consistency Tests Evgueni N. Smirnov, Georgi I. Nalbantov, Nikolay I. Nikolaev
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Kantorovich Distances Between Rankings with Applications to Rank Aggregation Stéphan Clémençon, Jérémie Jakubowicz
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KDTA: Automated Knowledge-Driven Text Annotation Katerina Papantoniou, George Tsatsaronis, Georgios Paliouras
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Laplacian Spectrum Learning Pannagadatta K. Shivaswamy, Tony Jebara
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Large Margin Learning of Bayesian Classifiers Based on Gaussian Mixture Models Franz Pernkopf, Michael Wohlmayr
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Large-Scale Support Vector Learning with Structural Kernels Aliaksei Severyn, Alessandro Moschitti
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Latent Structure Pattern Mining Andreas Maunz, Christoph Helma, Tobias Cramer, Stefan Kramer
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Learning Algorithms for Link Prediction Based on Chance Constraints Janardhan Rao Doppa, Jun Yu, Prasad Tadepalli, Lise Getoor
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Learning an Affine Transformation for Non-Linear Dimensionality Reduction Pooyan Khajehpour Tadavani, Ali Ghodsi
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Learning from Demonstration Using MDP Induced Metrics Francisco S. Melo, Manuel Lopes
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Learning Sparse Gaussian Markov Networks Using a Greedy Coordinate Ascent Approach Katya Scheinberg, Irina Rish
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Learning to Tag from Open Vocabulary Labels Edith Law, Burr Settles, Tom M. Mitchell
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Learning with Ensembles of Randomized Trees : New Insights Vincent Pisetta, Pierre-Emmanuel Jouve, Djamel A. Zighed
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Learning with Randomized Majority Votes Alexandre Lacasse, François Laviolette, Mario Marchand, Francis Turgeon-Boutin
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Leveraging Bagging for Evolving Data Streams Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer
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Many-to-Many Graph Matching: A Continuous Relaxation Approach Mikhail Zaslavskiy, Francis R. Bach, Jean-Philippe Vert
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Mining Billion-Node Graphs: Patterns, Generators and Tools Christos Faloutsos
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Mining Experimental Data for Dynamical Invariants - From Cognitive Robotics to Computational Biology Hod Lipson
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Modeling Relations and Their Mentions Without Labeled Text Sebastian Riedel, Limin Yao, Andrew McCallum
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NDPMine: Efficiently Mining Discriminative Numerical Features for Pattern-Based Classification Hyungsul Kim, Sangkyum Kim, Tim Weninger, Jiawei Han, Tarek F. Abdelzaher
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NewsGist: A Multilingual Statistical News Summarizer Mijail A. Kabadjov, Martin Atkinson, Josef Steinberger, Ralf Steinberger, Erik Van der Goot
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Nonparametric Bayesian Clustering Ensembles Pu Wang, Carlotta Domeniconi, Kathryn Blackmond Laskey
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On Classifying Drifting Concepts in P2P Networks Hock Hee Ang, Vivekanand Gopalkrishnan, Wee Keong Ng, Steven C. H. Hoi
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On Detecting Clustered Anomalies Using SCiForest Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou
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Online Knowledge-Based Support Vector Machines Gautam Kunapuli, Kristin P. Bennett, Amina Shabbeer, Richard Maclin, Jude W. Shavlik
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Online Learning in Adversarial Lipschitz Environments Odalric-Ambrym Maillard, Rémi Munos
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Online Structural Graph Clustering Using Frequent Subgraph Mining Madeleine Seeland, Tobias Girschick, Fabian Buchwald, Stefan Kramer
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Permutation Testing Improves Bayesian Network Learning Ioannis Tsamardinos, Giorgos Borboudakis
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Porting Decision Tree Algorithms to Multicore Using FastFlow Marco Aldinucci, Salvatore Ruggieri, Massimo Torquati
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Predicting Partial Orders: Ranking with Abstention Weiwei Cheng, Michaël Rademaker, Bernard De Baets, Eyke Hüllermeier
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Predictive Distribution Matching SVM for Multi-Domain Learning Chun-Wei Seah, Ivor W. Tsang, Yew-Soon Ong, Gary Kee Khoon Lee
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Process Mining Meets Abstract Interpretation Josep Carmona, Jordi Cortadella
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QUEST: Query Expansion Using Synonyms over Time Nattiya Kanhabua, Kjetil Nørvåg
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Real-Time News Recommender System Blaz Fortuna, Carolina Fortuna, Dunja Mladenic
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Recognition of Instrument Timbres in Real Polytimbral Audio Recordings Elzbieta Kubera, Alicja Wieczorkowska, Zbigniew W. Ras, Magdalena Skrzypiec
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Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss Krzysztof Dembczynski, Willem Waegeman, Weiwei Cheng, Eyke Hüllermeier
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Selecting Information Diffusion Models over Social Networks for Behavioral Analysis Kazumi Saito, Masahiro Kimura, Kouzou Ohara, Hiroshi Motoda
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Semi-Supervised Abstraction-Augmented String Kernel for Multi-Level Bio-Relation Extraction Pavel P. Kuksa, Yanjun Qi, Bing Bai, Ronan Collobert, Jason Weston, Vladimir Pavlovic, Xia Ning
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Semi-Supervised Projection Clustering with Transferred Centroid Regularization Bin Tong, Hao Shao, Bin-Hui Chou, Einoshin Suzuki
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Shift-Invariant Grouped Multi-Task Learning for Gaussian Processes Yuyang Wang, Roni Khardon, Pavlos Protopapas
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Smarter Sampling in Model-Based Bayesian Reinforcement Learning Pablo Samuel Castro, Doina Precup
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Software-Defect Localisation by Mining Dataflow-Enabled Call Graphs Frank Eichinger, Klaus Krogmann, Roland Klug, Klemens Böhm
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Solving Structured Sparsity Regularization with Proximal Methods Sofia Mosci, Lorenzo Rosasco, Matteo Santoro, Alessandro Verri, Silvia Villa
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SOREX: Subspace Outlier Ranking Exploration Toolkit Emmanuel Müller, Matthias Schiffer, Patrick Gerwert, Matthias Hannen, Timm Jansen, Thomas Seidl
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Sparse Unsupervised Dimensionality Reduction Algorithms Wenjun Dou, Guang Dai, Congfu Xu, Zhihua Zhang
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Structure Is Informative: On Mining Structured Information Networks Jiawei Han
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Summarising Data by Clustering Items Michael Mampaey, Jilles Vreeken
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Surprising Patterns for the Call Duration Distribution of Mobile Phone Users Pedro O. S. Vaz de Melo, Leman Akoglu, Christos Faloutsos, Antonio Alfredo Ferreira Loureiro
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Synchronization Based Outlier Detection Junming Shao, Christian Böhm, Qinli Yang, Claudia Plant
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Temporal Maximum Margin Markov Network Xiaoqian Jiang, Bing Dong, Latanya Sweeney
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Topic Modeling for Personalized Recommendation of Volatile Items Maks Ovsjanikov, Ye Chen
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Topic Models Conditioned on Relations Mirwaes Wahabzada, Zhao Xu, Kristian Kersting
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Unsupervised Trajectory Sampling Nikos Pelekis, Ioannis Kopanakis, Costas Panagiotakis, Yannis Theodoridis
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Variational Bayesian Mixture of Robust CCA Models Jaakko Viinikanoja, Arto Klami, Samuel Kaski
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Vector Field Learning via Spectral Filtering Luca Baldassarre, Lorenzo Rosasco, Annalisa Barla, Alessandro Verri
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Virus Propagation on Time-Varying Networks: Theory and Immunization Algorithms B. Aditya Prakash, Hanghang Tong, Nicholas Valler, Michalis Faloutsos, Christos Faloutsos
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Weighted Symbols-Based Edit Distance for String-Structured Image Classification Cécile Barat, Christophe Ducottet, Élisa Fromont, Anne-Claire Legrand, Marc Sebban
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X-SDR: An Extensible Experimentation Suite for Dimensionality Reduction Panagis Magdalinos, Anastasios Kapernekas, Alexandros Mpiratsis, Michalis Vazirgiannis
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