| 2010 | 3D Convolutional Neural Networks for Human Action Recognition. Shuiwang Ji, Wei Xu, Ming Yang, Kai Yu |
| 2010 | A Conditional Random Field for Multiple-Instance Learning. Thomas Deselaers, Vittorio Ferrari |
| 2010 | A DC Programming Approach for Sparse Eigenvalue Problem. Mamadou Thiao, Pham Dinh Tao, Le Thi Hoai An |
| 2010 | A Fast Augmented Lagrangian Algorithm for Learning Low-Rank Matrices. Ryota Tomioka, Taiji Suzuki, Masashi Sugiyama, Hisashi Kashima |
| 2010 | A Language-based Approach to Measuring Scholarly Impact. Sean Gerrish, David M. Blei |
| 2010 | A New Analysis of Co-Training. Wei Wang, Zhi-Hua Zhou |
| 2010 | A Simple Algorithm for Nuclear Norm Regularized Problems. Martin Jaggi, Marek Sulovský |
| 2010 | A Stick-Breaking Construction of the Beta Process. John W. Paisley, Aimee K. Zaas, Christopher W. Woods, Geoffrey S. Ginsburg, Lawrence Carin |
| 2010 | A Theoretical Analysis of Feature Pooling in Visual Recognition. Y-Lan Boureau, Jean Ponce, Yann LeCun |
| 2010 | A fast natural Newton method. Nicolas Le Roux, Andrew W. Fitzgibbon |
| 2010 | A scalable trust-region algorithm with application to mixed-norm regression. Dongmin Kim, Suvrit Sra, Inderjit S. Dhillon |
| 2010 | Accelerated dual decomposition for MAP inference. Vladimir Jojic, Stephen Gould, Daphne Koller |
| 2010 | Active Learning for Multi-Task Adaptive Filtering. Abhay Harpale, Yiming Yang |
| 2010 | Active Learning for Networked Data. Mustafa Bilgic, Lilyana Mihalkova, Lise Getoor |
| 2010 | Active Risk Estimation. Christoph Sawade, Niels Landwehr, Steffen Bickel, Tobias Scheffer |
| 2010 | An Analysis of the Convergence of Graph Laplacians. Daniel Ting, Ling Huang, Michael I. Jordan |
| 2010 | Analysis of a Classification-based Policy Iteration Algorithm. Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos |
| 2010 | Application of Machine Learning To Epileptic Seizure Detection. Ali H. Shoeb, John V. Guttag |
| 2010 | Approximate Predictive Representations of Partially Observable Systems. Monica Dinculescu, Doina Precup |
| 2010 | Asymptotic Analysis of Generative Semi-Supervised Learning. Joshua V. Dillon, Krishnakumar Balasubramanian, Guy Lebanon |
| 2010 | Bayes Optimal Multilabel Classification via Probabilistic Classifier Chains. Krzysztof Dembczynski, Weiwei Cheng, Eyke Hüllermeier |
| 2010 | Bayesian Multi-Task Reinforcement Learning. Alessandro Lazaric, Mohammad Ghavamzadeh |
| 2010 | Bayesian Nonparametric Matrix Factorization for Recorded Music. Matthew D. Hoffman, David M. Blei, Perry R. Cook |
| 2010 | Boosted Backpropagation Learning for Training Deep Modular Networks. Alexander Grubb, J. Andrew Bagnell |
| 2010 | Boosting Classifiers with Tightened L0-Relaxation Penalties. Noam Goldberg, Jonathan Eckstein |
| 2010 | Boosting for Regression Transfer. David Pardoe, Peter Stone |
| 2010 | Bottom-Up Learning of Markov Network Structure. Jesse Davis, Pedro M. Domingos |
| 2010 | Budgeted Distribution Learning of Belief Net Parameters. Liuyang Li, Barnabás Póczos, Csaba Szepesvári, Russell Greiner |
| 2010 | Budgeted Nonparametric Learning from Data Streams. Ryan Gomes, Andreas Krause |
| 2010 | COFFIN: A Computational Framework for Linear SVMs. Sören Sonnenburg, Vojtech Franc |
| 2010 | Causal filter selection in microarray data. Gianluca Bontempi, Patrick E. Meyer |
| 2010 | Classes of Multiagent Q-learning Dynamics with epsilon-greedy Exploration. Michael Wunder, Michael L. Littman, Monica Babes |
| 2010 | Climbing the Tower of Babel: Unsupervised Multilingual Learning. Benjamin Snyder, Regina Barzilay |
| 2010 | Clustering processes. Daniil Ryabko |
| 2010 | Cognitive Models of Test-Item Effects in Human Category Learning. Xiaojin Zhu, Bryan R. Gibson, Kwang-Sung Jun, Timothy T. Rogers, Joseph Harrison, Chuck Kalish |
| 2010 | Comparing Clusterings in Space. Michael H. Coen, M. Hidayath Ansari, Nathanael Fillmore |
| 2010 | Conditional Topic Random Fields. Jun Zhu, Eric P. Xing |
| 2010 | Constructing States for Reinforcement Learning. M. M. Hassan Mahmud |
| 2010 | Continuous-Time Belief Propagation. Tal El-Hay, Ido Cohn, Nir Friedman, Raz Kupferman |
| 2010 | Convergence of Least Squares Temporal Difference Methods Under General Conditions. Huizhen Yu |
| 2010 | Convergence, Targeted Optimality, and Safety in Multiagent Learning. Doran Chakraborty, Peter Stone |
| 2010 | Deep Supervised t-Distributed Embedding. Martin Renqiang Min, Laurens van der Maaten, Zineng Yuan, Anthony J. Bonner, Zhaolei Zhang |
| 2010 | Deep learning via Hessian-free optimization. James Martens |
| 2010 | Deep networks for robust visual recognition. Yichuan Tang, Chris Eliasmith |
| 2010 | Detecting Large-Scale System Problems by Mining Console Logs. Wei Xu, Ling Huang, Armando Fox, David A. Patterson, Michael I. Jordan |
| 2010 | Discriminative Latent Variable Models for Object Detection. Pedro F. Felzenszwalb, Ross B. Girshick, David A. McAllester, Deva Ramanan |
| 2010 | Distance dependent Chinese restaurant processes. David M. Blei, Peter I. Frazier |
| 2010 | Dynamical Products of Experts for Modeling Financial Time Series. Yutian Chen, Max Welling |
| 2010 | Efficient Learning with Partially Observed Attributes. Nicolò Cesa-Bianchi, Shai Shalev-Shwartz, Ohad Shamir |
| 2010 | Efficient Reinforcement Learning with Multiple Reward Functions for Randomized Controlled Trial Analysis. Daniel J. Lizotte, Michael H. Bowling, Susan A. Murphy |
| 2010 | Efficient Selection of Multiple Bandit Arms: Theory and Practice. Shivaram Kalyanakrishnan, Peter Stone |
| 2010 | Estimation of (near) low-rank matrices with noise and high-dimensional scaling. Sahand N. Negahban, Martin J. Wainwright |
| 2010 | Exploiting Data-Independence for Fast Belief-Propagation. Julian J. McAuley, Tibério S. Caetano |
| 2010 | FAB-MAP: Appearance-Based Place Recognition and Mapping using a Learned Visual Vocabulary Model. Mark Joseph Cummins, Paul M. Newman |
| 2010 | Fast Neighborhood Subgraph Pairwise Distance Kernel. Fabrizio Costa, Kurt De Grave |
| 2010 | Fast boosting using adversarial bandits. Róbert Busa-Fekete, Balázs Kégl |
| 2010 | Feature Selection Using Regularization in Approximate Linear Programs for Markov Decision Processes. Marek Petrik, Gavin Taylor, Ronald Parr, Shlomo Zilberstein |
| 2010 | Feature Selection as a One-Player Game. Romaric Gaudel, Michèle Sebag |
| 2010 | Finding Planted Partitions in Nearly Linear Time using Arrested Spectral Clustering. Nader H. Bshouty, Philip M. Long |
| 2010 | Finite-Sample Analysis of LSTD. Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos |
| 2010 | Forgetting Counts: Constant Memory Inference for a Dependent Hierarchical Pitman-Yor Process. Nicholas Bartlett, David Pfau, Frank D. Wood |
| 2010 | From Transformation-Based Dimensionality Reduction to Feature Selection. Mahdokht Masaeli, Glenn Fung, Jennifer G. Dy |
| 2010 | Gaussian Covariance and Scalable Variational Inference. Matthias W. Seeger |
| 2010 | Gaussian Process Change Point Models. Yunus Saatci, Ryan D. Turner, Carl Edward Rasmussen |
| 2010 | Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design. Niranjan Srinivas, Andreas Krause, Sham M. Kakade, Matthias W. Seeger |
| 2010 | Gaussian Processes Multiple Instance Learning. Minyoung Kim, Fernando De la Torre |
| 2010 | Generalization Bounds for Learning Kernels. Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh |
| 2010 | Generalizing Apprenticeship Learning across Hypothesis Classes. Thomas J. Walsh, Kaushik Subramanian, Michael L. Littman, Carlos Diuk |
| 2010 | Graded Multilabel Classification: The Ordinal Case. Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier |
| 2010 | Heterogeneous Continuous Dynamic Bayesian Networks with Flexible Structure and Inter-Time Segment Information Sharing. Frank Dondelinger, Sophie Lèbre, Dirk Husmeier |
| 2010 | High-Performance Semi-Supervised Learning using Discriminatively Constrained Generative Models. Gregory Druck, Andrew McCallum |
| 2010 | Hilbert Space Embeddings of Hidden Markov Models. Le Song, Byron Boots, Sajid M. Siddiqi, Geoffrey J. Gordon, Alexander J. Smola |
| 2010 | Implicit Online Learning. Brian Kulis, Peter L. Bartlett |
| 2010 | Implicit Regularization in Variational Bayesian Matrix Factorization. Shinichi Nakajima, Masashi Sugiyama |
| 2010 | Improved Local Coordinate Coding using Local Tangents. Kai Yu, Tong Zhang |
| 2010 | Interactive Submodular Set Cover. Andrew Guillory, Jeff A. Bilmes |
| 2010 | Internal Rewards Mitigate Agent Boundedness. Jonathan Sorg, Satinder Singh, Richard L. Lewis |
| 2010 | Inverse Optimal Control with Linearly-Solvable MDPs. Krishnamurthy Dvijotham, Emanuel Todorov |
| 2010 | Label Ranking Methods based on the Plackett-Luce Model. Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier |
| 2010 | Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences. Antoine Bordes, Nicolas Usunier, Jason Weston |
| 2010 | Large Graph Construction for Scalable Semi-Supervised Learning. Wei Liu, Junfeng He, Shih-Fu Chang |
| 2010 | Large Scale Max-Margin Multi-Label Classification with Priors. Bharath Hariharan, Lihi Zelnik-Manor, S. V. N. Vishwanathan, Manik Varma |
| 2010 | Learning Deep Boltzmann Machines using Adaptive MCMC. Ruslan Salakhutdinov |
| 2010 | Learning Efficiently with Approximate Inference via Dual Losses. Ofer Meshi, David A. Sontag, Tommi S. Jaakkola, Amir Globerson |
| 2010 | Learning Fast Approximations of Sparse Coding. Karol Gregor, Yann LeCun |
| 2010 | Learning Hierarchical Riffle Independent Groupings from Rankings. Jonathan Huang, Carlos Guestrin |
| 2010 | Learning Markov Logic Networks Using Structural Motifs. Stanley Kok, Pedro M. Domingos |
| 2010 | Learning Programs: A Hierarchical Bayesian Approach. Percy Liang, Michael I. Jordan, Dan Klein |
| 2010 | Learning Sparse SVM for Feature Selection on Very High Dimensional Datasets. Mingkui Tan, Li Wang, Ivor W. Tsang |
| 2010 | Learning Temporal Causal Graphs for Relational Time-Series Analysis. Yan Liu, Alexandru Niculescu-Mizil, Aurélie C. Lozano, Yong Lu |
| 2010 | Learning Tree Conditional Random Fields. Joseph K. Bradley, Carlos Guestrin |
| 2010 | Learning from Noisy Side Information by Generalized Maximum Entropy Model. Tianbao Yang, Rong Jin, Anil K. Jain |
| 2010 | Learning optimally diverse rankings over large document collections. Aleksandrs Slivkins, Filip Radlinski, Sreenivas Gollapudi |
| 2010 | Learning the Linear Dynamical System with ASOS. James Martens |
| 2010 | Least-Squares Policy Iteration: Bias-Variance Trade-off in Control Problems. Christophe Thiery, Bruno Scherrer |
| 2010 | Local Minima Embedding. Minyoung Kim, Fernando De la Torre |
| 2010 | Making Large-Scale Nyström Approximation Possible. Mu Li, James T. Kwok, Bao-Liang Lu |
| 2010 | Metric Learning to Rank. Brian McFee, Gert R. G. Lanckriet |
| 2010 | Mining Clustering Dimensions. Sajib Dasgupta, Vincent Ng |
| 2010 | Mixed Membership Matrix Factorization. Lester W. Mackey, David J. Weiss, Michael I. Jordan |
| 2010 | Model-based reinforcement learning with nearly tight exploration complexity bounds. Istvan Szita, Csaba Szepesvári |
| 2010 | Modeling Interaction via the Principle of Maximum Causal Entropy. Brian D. Ziebart, J. Andrew Bagnell, Anind K. Dey |
| 2010 | Modeling Transfer Learning in Human Categorization with the Hierarchical Dirichlet Process. Kevin Robert Canini, Mikhail M. Shashkov, Thomas L. Griffiths |
| 2010 | Multi-Class Pegasos on a Budget. Zhuang Wang, Koby Crammer, Slobodan Vucetic |
| 2010 | Multi-Task Learning of Gaussian Graphical Models. Jean Honorio, Dimitris Samaras |
| 2010 | Multi-agent Learning Experiments on Repeated Matrix Games. Bruno Bouzy, Marc Métivier |
| 2010 | Multiagent Inductive Learning: an Argumentation-based Approach. Santiago Ontañón, Enric Plaza |
| 2010 | Multiple Non-Redundant Spectral Clustering Views. Donglin Niu, Jennifer G. Dy, Michael I. Jordan |
| 2010 | Multiscale Wavelets on Trees, Graphs and High Dimensional Data: Theory and Applications to Semi Supervised Learning. Matan Gavish, Boaz Nadler, Ronald R. Coifman |
| 2010 | Music Plus One and Machine Learning. Christopher Raphael |
| 2010 | Non-Local Contrastive Objectives. David Vickrey, Cliff Chiung-Yu Lin, Daphne Koller |
| 2010 | Nonparametric Information Theoretic Clustering Algorithm. Lev Faivishevsky, Jacob Goldberger |
| 2010 | Nonparametric Return Distribution Approximation for Reinforcement Learning. Tetsuro Morimura, Masashi Sugiyama, Hisashi Kashima, Hirotaka Hachiya, Toshiyuki Tanaka |
| 2010 | OTL: A Framework of Online Transfer Learning. Peilin Zhao, Steven C. H. Hoi |
| 2010 | On Sparse Nonparametric Conditional Covariance Selection. Mladen Kolar, Ankur P. Parikh, Eric P. Xing |
| 2010 | On learning with kernels for unordered pairs. Martial Hue, Jean-Philippe Vert |
| 2010 | On the Consistency of Ranking Algorithms. John C. Duchi, Lester W. Mackey, Michael I. Jordan |
| 2010 | On the Interaction between Norm and Dimensionality: Multiple Regimes in Learning. Percy Liang, Nati Srebro |
| 2010 | One-sided Support Vector Regression for Multiclass Cost-sensitive Classification. Han-Hsing Tu, Hsuan-Tien Lin |
| 2010 | Online Learning for Group Lasso. Haiqin Yang, Zenglin Xu, Irwin King, Michael R. Lyu |
| 2010 | Online Prediction with Privacy. Jun Sakuma, Hiromi Arai |
| 2010 | Online Streaming Feature Selection. Xindong Wu, Kui Yu, Hao Wang, Wei Ding |
| 2010 | Particle Filtered MCMC-MLE with Connections to Contrastive Divergence. Arthur U. Asuncion, Qiang Liu, Alexander T. Ihler, Padhraic Smyth |
| 2010 | Power Iteration Clustering. Frank Lin, William W. Cohen |
| 2010 | Probabilistic Backward and Forward Reasoning in Stochastic Relational Worlds. Tobias Lang, Marc Toussaint |
| 2010 | Proceedings of the 27th International Conference on Machine Learning (ICML-10), June 21-24, 2010, Haifa, Israel Johannes Fürnkranz, Thorsten Joachims |
| 2010 | Projection Penalties: Dimension Reduction without Loss. Yi Zhang, Jeff G. Schneider |
| 2010 | Proximal Methods for Sparse Hierarchical Dictionary Learning. Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach |
| 2010 | Random Spanning Trees and the Prediction of Weighted Graphs. Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale, Giovanni Zappella |
| 2010 | Rectified Linear Units Improve Restricted Boltzmann Machines. Vinod Nair, Geoffrey E. Hinton |
| 2010 | Restricted Boltzmann Machines are Hard to Approximately Evaluate or Simulate. Philip M. Long, Rocco A. Servedio |
| 2010 | Risk minimization, probability elicitation, and cost-sensitive SVMs. Hamed Masnadi-Shirazi, Nuno Vasconcelos |
| 2010 | Robust Formulations for Handling Uncertainty in Kernel Matrices. Sahely Bhadra, Sourangshu Bhattacharya, Chiranjib Bhattacharyya, Aharon Ben-Tal |
| 2010 | Robust Graph Mode Seeking by Graph Shift. Hairong Liu, Shuicheng Yan |
| 2010 | Robust Subspace Segmentation by Low-Rank Representation. Guangcan Liu, Zhouchen Lin, Yong Yu |
| 2010 | SVM Classifier Estimation from Group Probabilities. Stefan Rüping |
| 2010 | Sequential Projection Learning for Hashing with Compact Codes. Jun Wang, Sanjiv Kumar, Shih-Fu Chang |
| 2010 | Should one compute the Temporal Difference fix point or minimize the Bellman Residual? The unified oblique projection view. Bruno Scherrer |
| 2010 | Simple and Efficient Multiple Kernel Learning by Group Lasso. Zenglin Xu, Rong Jin, Haiqin Yang, Irwin King, Michael R. Lyu |
| 2010 | Sparse Gaussian Process Regression via L1 Penalization. Feng Yan, Yuan (Alan) Qi |
| 2010 | Spherical Topic Models. Joseph Reisinger, Austin Waters, Bryan Silverthorn, Raymond J. Mooney |
| 2010 | Structured Output Learning with Indirect Supervision. Ming-Wei Chang, Vivek Srikumar, Dan Goldwasser, Dan Roth |
| 2010 | Submodular Dictionary Selection for Sparse Representation. Andreas Krause, Volkan Cevher |
| 2010 | Supervised Aggregation of Classifiers using Artificial Prediction Markets. Nathan Lay, Adrian Barbu |
| 2010 | Surrogating the surrogate: accelerating Gaussian-process-based global optimization with a mixture cross-entropy algorithm. Rémi Bardenet, Balázs Kégl |
| 2010 | Telling cause from effect based on high-dimensional observations. Dominik Janzing, Patrik O. Hoyer, Bernhard Schölkopf |
| 2010 | Temporal Difference Bayesian Model Averaging: A Bayesian Perspective on Adapting Lambda. Carlton Downey, Scott Sanner |
| 2010 | The Elastic Embedding Algorithm for Dimensionality Reduction. Miguel Á. Carreira-Perpiñán |
| 2010 | The IBP Compound Dirichlet Process and its Application to Focused Topic Modeling. Sinead Williamson, Chong Wang, Katherine A. Heller, David M. Blei |
| 2010 | The Margin Perceptron with Unlearning. Constantinos Panagiotakopoulos, Petroula Tsampouka |
| 2010 | The Role of Machine Learning in Business Optimization. Chid Apté |
| 2010 | The Translation-invariant Wishart-Dirichlet Process for Clustering Distance Data. Julia E. Vogt, Sandhya Prabhakaran, Thomas J. Fuchs, Volker Roth |
| 2010 | Total Variation, Cheeger Cuts. Arthur Szlam, Xavier Bresson |
| 2010 | Toward Off-Policy Learning Control with Function Approximation. Hamid Reza Maei, Csaba Szepesvári, Shalabh Bhatnagar, Richard S. Sutton |
| 2010 | Transfer Learning for Collective Link Prediction in Multiple Heterogenous Domains. Bin Cao, Nathan Nan Liu, Qiang Yang |
| 2010 | Tree-Guided Group Lasso for Multi-Task Regression with Structured Sparsity. Seyoung Kim, Eric P. Xing |
| 2010 | Two-Stage Learning Kernel Algorithms. Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh |
| 2010 | Unsupervised Risk Stratification in Clinical Datasets: Identifying Patients at Risk of Rare Outcomes. Zeeshan Syed, Ilan Rubinfeld |
| 2010 | Variable Selection in Model-Based Clustering: To Do or To Facilitate. Leonard K. M. Poon, Nevin Lianwen Zhang, Tao Chen, Yi Wang |
| 2010 | Web-Scale Bayesian Click-Through rate Prediction for Sponsored Search Advertising in Microsoft's Bing Search Engine. Thore Graepel, Joaquin Quiñonero Candela, Thomas Borchert, Ralf Herbrich |