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• Convex Batch Mode Active Sampling via α-Relative Pearson Divergence

  Hanmo Wang, Liang Du, Peng Zhou, Lei Shi, Yi-Dong Shen

  2015-02-21

• Multi-Objective Reinforcement Learning with Continuous Pareto Frontier Approximation

  Matteo Pirotta, Simone Parisi, Marcello Restelli

  2015-02-21

• Agnostic System Identification for Monte Carlo Planning

  Erik Talvitie

  2015-02-21

• Non-Linear Regression for Bag-of-Words Data via Gaussian Process Latent Variable Set Model

  Yuya Yoshikawa, Tomoharu Iwata, Hiroshi Sawada

  2015-02-21

• Optimal Estimation of Multivariate ARMA Models

  Martha White, Junfeng Wen, Michael Bowling, Dale Schuurmans

  2015-02-21

• Policy Tree: Adaptive Representation for Policy Gradient

  Ujjwal Das Gupta, Erik Talvitie, Michael Bowling

  2015-02-21

• Modelling Class Noise with Symmetric and Asymmetric Distributions

  Jun Du, Zhihua Cai

  2015-02-21

• SP-SVM: Large Margin Classifier for Data on Multiple Manifolds

  Bin Shen, Bao-Di Liu, Qifan Wang, Yi Fang, Jan Allebach

  2015-02-21

• Large Margin Metric Learning for Multi-Label Prediction

  Weiwei Liu, Ivor Tsang

  2015-02-21

• Shift-Pessimistic Active Learning Using Robust Bias-Aware Prediction

  Anqi Liu, Lev Reyzin, Brian Ziebart

  2015-02-21

• Self-Paced Curriculum Learning

  Lu Jiang, Deyu Meng, Qian Zhao, Shiguang Shan, Alexander Hauptmann

  2015-02-21

• Online Boosting Algorithms for Anytime Transfer and Multitask Learning

  Boyu Wang, Joelle Pineau

  2015-02-21

• A Convex Formulation for Spectral Shrunk Clustering

  Xiaojun Chang, Feiping Nie, Zhigang Ma, Yi Yang, Xiaofang Zhou

  2015-02-21

• Approximate MaxEnt Inverse Optimal Control and Its Application for Mental Simulation of Human Interactions

  De-An Huang, Amir-massoud Farahmand, Kris Kitani, James Bagnell

  2015-02-21

• The Queue Method: Handling Delay, Heuristics, Prior Data, and Evaluation in Bandits

  Travis Mandel, Yun-En Liu, Emma Brunskill, Zoran Popović

  2015-02-21

• Graph-Sparse LDA: A Topic Model with Structured Sparsity

  Finale Doshi-Velez, Byron Wallace, Ryan Adams

  2015-02-21

• Obtaining Well Calibrated Probabilities Using Bayesian Binning

  Mahdi Pakdaman Naeini, Gregory Cooper, Milos Hauskrecht

  2015-02-21

• Unsupervised Feature Learning through Divergent Discriminative Feature Accumulation

  Paul Szerlip, Gregory Morse, Justin Pugh, Kenneth Stanley

  2015-02-21

• Compress and Control

  Joel Veness, Marc Bellemare, Marcus Hutter, Alvin Chua, Guillaume Desjardins

  2015-02-21

• Cross-Modal Similarity Learning via Pairs, Preferences, and Active Supervision

  Yi Zhen, Piyush Rai, Hongyuan Zha, Lawrence Carin

  2015-02-21

• Large-Scale Multi-View Spectral Clustering via Bipartite Graph

  Yeqing Li, Feiping Nie, Heng Huang, Junzhou Huang

  2015-02-21

• Active Learning by Learning

  Wei-Ning Hsu, Hsuan-Tien Lin

  2015-02-21

• V-MIN: Efficient Reinforcement Learning through Demonstrations and Relaxed Reward Demands

  David Martínez, Guillem Alenyà, Carme Torras

  2015-02-21

• Online Dictionary Learning on Symmetric Positive Definite Manifolds with Vision Applications

  Shengping Zhang, Shiva Kasiviswanathan, Pong Yuen, Mehrtash Harandi

  2015-02-21

• SoF: Soft-Cluster Matrix Factorization for Probabilistic Clustering

  Han Zhao, Pascal Poupart, Yongfeng Zhang, Martin Lysy

  2015-02-21