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• Efficient Bounds in Heuristic Search Algorithms for Stochastic Shortest Path Problems

  Eric Hansen, Ibrahim Abdoulahi

  2015-03-04

• Factored Symmetries for Merge-and-Shrink Abstractions

  Silvan Sievers, Martin Wehrle, Malte Helmert, Alexander Shleyfman, Michael Katz

  2015-03-04

• A Generalization of Sleep Sets Based on Operator Sequence Redundancy

  Robert C. Holte, Yusra Alkhazraji, Martin Wehrle

  2015-03-04

• Automatic Configuration of Sequential Planning Portfolios

  Jendrik Seipp, Silvan Sievers, Malte Helmert, Frank Hutter

  2015-03-04

• Low-Rank Similarity Metric Learning in High Dimensions

  Wei Liu, Cun Mu, Rongrong Ji, Shiqian Ma, John Smith, Shih-Fu Chang

  2015-02-21

• Aligning Mixed Manifolds

  Thomas Boucher, CJ Carey, Sridhar Mahadevan, Melinda Dyar

  2015-02-21

• Outlier-Robust Convex Segmentation

  Itamar Katz, Koby Crammer

  2015-02-21

• Pathway Graphical Lasso

  Maxim Grechkin, Maryam Fazel, Daniela Witten, Su-In Lee

  2015-02-21

• Spectral Learning of Predictive State Representations with Insufficient Statistics

  Alex Kulesza, Nan Jiang, Satinder Singh

  2015-02-21

• Bayesian Model Averaging Naive Bayes (BMA-NB): Averaging over an Exponential Number of Feature Models in Linear Time

  Ga Wu, Scott Sanner, Rodrigo Oliveira

  2015-02-21

• Learning Relational Kalman Filtering

  Jaesik Choi, Eyal Amir, Tianfang Xu, Albert Valocchi

  2015-02-21

• Learning Robust Locality Preserving Projection via p-Order Minimization

  Hua Wang, Feiping Nie, Heng Huang

  2015-02-21

• Unsupervised Cross-Domain Transfer in Policy Gradient Reinforcement Learning via Manifold Alignment

  Haitham Bou Ammar, Eric Eaton, Paul Ruvolo, Matthew Taylor

  2015-02-21

• Adaptive Sampling with Optimal Cost for Class-Imbalance Learning

  Yuxin Peng

  2015-02-21

• Localized Centering: Reducing Hubness in Large-Sample Data

  Kazuo Hara, Ikumi Suzuki, Masashi Shimbo, Kei Kobayashi, Kenji Fukumizu, Miloš Radovanović

  2015-02-21

• Expressing Arbitrary Reward Functions as Potential-Based Advice

  Anna Harutyunyan, Sam Devlin, Peter Vrancx, Ann Nowe

  2015-02-21

• Maximin Separation Probability Clustering

  Gao Huang, Jianwen Zhang, Shiji Song, Zheng Chen

  2015-02-21

• Nystrom Approximation for Sparse Kernel Methods: Theoretical Analysis and Empirical Evaluation

  Zenglin Xu, Rong Jin, Bin Shen, Shenghuo Zhu

  2015-02-21

• A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing

  Quan Zhou, Wenlin Chen, Shiji Song, Jacob Gardner, Kilian Weinberger, Yixin Chen

  2015-02-21

• TODTLER: Two-Order-Deep Transfer Learning

  Jan Van Haaren, Andrey Kolobov, Jesse Davis

  2015-02-21

• Model-Based Reinforcement Learning in Continuous Environments Using Real-Time Constrained Optimization

  Olov Andersson, Fredrik Heintz, Patrick Doherty

  2015-02-21

• Budgeted Prediction with Expert Advice

  Kareem Amin, Satyen Kale, Gerald Tesauro, Deepak Turaga

  2015-02-21

• The Boundary Forest Algorithm for Online Supervised and Unsupervised Learning

  Charles Mathy, Nate Derbinsky, Jose Bento, Jonathan Rosenthal, Jonathan Yedidia

  2015-02-21

• A Generalized Reduced Linear Program for Markov Decision Processes

  Chandrashekar Lakshminarayanan, Shalabh Bhatnagar

  2015-02-21

• Fast Gradient Descent for Drifting Least Squares Regression, with Application to Bandits

  Nathaniel Korda, Prashanth L.A., Remi Munos

  2015-02-21