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• Accelerated Variance Reduced Stochastic ADMM

  Yuanyuan Liu, Fanhua Shang, James Cheng

  2017-02-13

• Streaming Classification with Emerging New Class by Class Matrix Sketching

  Xin Mu, Feida Zhu, Juan Du, Ee-Peng Lim, Zhi-Hua Zhou

  2017-02-13

• Lifted Inference for Convex Quadratic Programs

  Martin Mladenov, Leonard Kleinhans, Kristian Kersting

  2017-02-13

• Multi-Kernel Low-Rank Dictionary Pair Learning for Multiple Features Based Image Classification

  Xiaoke Zhu, Xiao-Yuan Jing, Fei Wu, Di Wu, Li Cheng, Sen Li, Ruimin Hu

  2017-02-13

• Matching Node Embeddings for Graph Similarity

  Giannis Nikolentzos, Polykarpos Meladianos, Michalis Vazirgiannis

  2017-02-13

• Discover Multiple Novel Labels in Multi-Instance Multi-Label Learning

  Yue Zhu, Kai Ming Ting, Zhi-Hua Zhou

  2017-02-13

• A Framework of Online Learning with Imbalanced Streaming Data

  Yan Yan, Tianbao Yang, Yi Yang, Jianhui Chen

  2017-02-13

• A Nearly-Black-Box Online Algorithm for Joint Parameter and State Estimation in Temporal Models

  Yusuf Erol, Yi Wu, Lei Li, Stuart Russell

  2017-02-13

• On Learning High Dimensional Structured Single Index Models

  Ravi Ganti, Nikhil Rao, Laura Balzano, Rebecca Willett, Robert Nowak

  2017-02-13

• Generalized Ambiguity Decompositions for Classification with Applications in Active Learning and Unsupervised Ensemble Pruning

  Zhengshen Jiang, Hongzhi Liu, Bin Fu, Zhonghai Wu

  2017-02-13

• A General Framework for Sparsity Regularized Feature Selection via Iteratively Reweighted Least Square Minimization

  Hanyang Peng, Yong Fan

  2017-02-13

• Probabilistic Non-Negative Matrix Factorization and Its Robust Extensions for Topic Modeling

  Minnan Luo, Feiping Nie, Xiaojun Chang, Yi Yang, Alexander Hauptmann, Qinghua Zheng

  2017-02-13

• Asymmetric Discrete Graph Hashing

  Xiaoshuang Shi, Fuyong Xing, Kaidi Xu, Manish Sapkota, Lin Yang

  2017-02-13

• Learning Non-Linear Dynamics of Decision Boundaries for Maintaining Classification Performance

  Atsutoshi Kumagai, Tomoharu Iwata

  2017-02-13

• Accelerated Gradient Temporal Difference Learning

  Yangchen Pan, Adam White, Martha White

  2017-02-13

• Cross-Domain Ranking via Latent Space Learning

  Jie Tang, Wendy Hall

  2017-02-13

• Playing FPS Games with Deep Reinforcement Learning

  Guillaume Lample, Devendra Singh Chaplot

  2017-02-13

• Distant Domain Transfer Learning

  Ben Tan, Yu Zhang, Sinno Pan, Qiang Yang

  2017-02-13

• Random Features for Shift-Invariant Kernels with Moment Matching

  Weiwei Shen, Zhihui Yang, Jun Wang

  2017-02-13

• Cascade Subspace Clustering

  Xi Peng, Jiashi Feng, Jiwen Lu, Wei-Yun Yau, Zhang Yi

  2017-02-13

• Multi-View Correlated Feature Learning by Uncovering Shared Component

  Xiaowei Xue, Feiping Nie, Sen Wang, Xiaojun Chang, Bela Stantic, Min Yao

  2017-02-13

• Semi-Supervised Adaptive Label Distribution Learning for Facial Age Estimation

  Peng Hou, Xin Geng, Zeng-Wei Huo, Jia-Qi Lv

  2017-02-13

• Identifying Unknown Unknowns in the Open World: Representations and Policies for Guided Exploration

  Himabindu Lakkaraju, Ece Kamar, Rich Caruana, Eric Horvitz

  2017-02-13

• Learning Sparse Task Relations in Multi-Task Learning

  Yu Zhang, Qiang Yang

  2017-02-13

• MPGL: An Efficient Matching Pursuit Method for Generalized LASSO

  Dong Gong, Mingkui Tan, Yanning Zhang, Anton van den Hengel, Qinfeng Shi

  2017-02-13