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• Unidimensional Clustering of Discrete Data Using Latent Tree Models

  April Liu, Leonard Poon, Nevin Zhang

  2015-02-21

• Collaborative Filtering with Localised Ranking

  Charanpal Dhanjal, Romaric Gaudel, Stéphan Clémençon

  2015-02-21

• The Hybrid Nested/Hierarchical Dirichlet Process and its Application to Topic Modeling with Word Differentiation

  Tengfei Ma, Issei Sato, Hiroshi Nakagawa

  2015-02-21

• Improving Multi-Step Prediction of Learned Time Series Models

  Arun Venkatraman, Martial Hebert, J.. Bagnell

  2015-02-21

• Online Bandit Learning for a Special Class of Non-Convex Losses

  Lijun Zhang, Tianbao Yang, Rong Jin, Zhi-Hua Zhou

  2015-02-21

• Detecting and Tracking Concept Class Drift and Emergence in Non-Stationary Fast Data Streams

  Brandon Parker, Latifur Khan

  2015-02-21

• Kernelized Online Imbalanced Learning with Fixed Budgets

  Junjie Hu, Haiqin Yang, Irwin King, Michael Lyu, Anthony Man-Cho So

  2015-02-21

• Transfer Feature Representation via Multiple Kernel Learning

  Wei Wang, Hao Wang, Chen Zhang, Fanjiang Xu

  2015-02-21

• Concurrent PAC RL

  Zhaohan Guo, Emma Brunskill

  2015-02-21

• Self-Paced Learning for Matrix Factorization

  Qian Zhao, Deyu Meng, Lu Jiang, Qi Xie, Zongben Xu, Alexander Hauptmann

  2015-02-21

• Bayesian Maximum Margin Principal Component Analysis

  Changying Du, Shandian Zhe, Fuzhen Zhuang, Yuan Qi, Qing He, Zhongzhi Shi

  2015-02-21

• Leveraging Features and Networks for Probabilistic Tensor Decomposition

  Piyush Rai, Yingjian Wang, Lawrence Carin

  2015-02-21

• Learning Multi-Level Task Groups in Multi-Task Learning

  Lei Han, Yu Zhang

  2015-02-21

• Discriminative Feature Grouping

  Lei Han, Yu Zhang

  2015-02-21

• Pareto Ensemble Pruning

  Chao Qian, Yang Yu, Zhi-Hua Zhou

  2015-02-21

• Exact Recoverability of Robust PCA via Outlier Pursuit with Tight Recovery Bounds

  Hongyang Zhang, Zhouchen Lin, Chao Zhang, Edward Chang

  2015-02-21

• An Adaptive Gradient Method for Online AUC Maximization

  Yi Ding, Peilin Zhao, Steven Hoi, Yew-Soon Ong

  2015-02-21

• Doubly Robust Covariate Shift Correction

  Sashank Reddi, Barnabas Poczos, Alex Smola

  2015-02-21

• Parallel Gaussian Process Regression for Big Data: Low-Rank Representation Meets Markov Approximation

  Kian Hsiang Low, Jiangbo Yu, Jie Chen, Patrick Jaillet

  2015-02-21

• Detecting Change Points in the Large-Scale Structure of Evolving Networks

  Leto Peel, Aaron Clauset

  2015-02-21

• Active Manifold Learning via Gershgorin Circle Guided Sample Selection

  Hongteng Xu, Hongyuan Zha, Ren-Cang Li, Mark Davenport

  2015-02-21

• A Probabilistic Covariate Shift Assumption for Domain Adaptation

  Tameem Adel, Alexander Wong

  2015-02-21

• Random Gradient Descent Tree: A Combinatorial Approach for SVM with Outliers

  Hu Ding, Jinhui Xu

  2015-02-21

• Dictionary Learning with Mutually Reinforcing Group-Graph Structures

  Hongteng Xu, Licheng Yu, Dixin Luo, Hongyuan Zha, Yi Xu

  2015-02-21

• Using Machine Teaching to Identify Optimal Training-Set Attacks on Machine Learners

  Shike Mei, Xiaojin Zhu

  2015-02-21