Papers
Making Fisher Discriminant Analysis Scalable
Bojun Tu, Zhihua Zhang, Shusen Wang et al.
Multiple Testing under Dependence via Semiparametric Graphical Models
Jie Liu, Chunming Zhang, Elizabeth Burnside et al.
Circulant Binary Embedding
Felix Yu, Sanjiv Kumar, Yunchao Gong et al.
Bayesian Optimization with Inequality Constraints
Jacob Gardner, Matt Kusner, Zhixiang et al.
Robust Inverse Covariance Estimation under Noisy Measurements
Jun-Kun Wang, Shou-de Lin
Nonparametric Estimation of Renyi Divergence and Friends
Akshay Krishnamurthy, Kirthevasan Kandasamy, Barnabas Poczos et al.
Sparse meta-Gaussian information bottleneck
Melani Rey, Volker Roth, Thomas Fuchs
Combinatorial Partial Monitoring Game with Linear Feedback and Its Applications
Tian Lin, Bruno Abrahao, Robert Kleinberg et al.
Maximum Margin Multiclass Nearest Neighbors
Aryeh Kontorovich, Roi Weiss
Hard-Margin Active Linear Regression
Elad Hazan, Zohar Karnin
Joint Inference of Multiple Label Types in Large Networks
Deepayan Chakrabarti, Stanislav Funiak, Jonathan Chang et al.
Large-margin Weakly Supervised Dimensionality Reduction
Chang Xu, Dacheng Tao, Chao Xu et al.
Reducing Dueling Bandits to Cardinal Bandits
Nir Ailon, Zohar Karnin, Thorsten Joachims
Local Ordinal Embedding
Yoshikazu Terada, Ulrike Luxburg
Composite Quantization for Approximate Nearest Neighbor Search
Ting Zhang, Chao Du, Jingdong Wang
Learning Complex Neural Network Policies with Trajectory Optimization
Sergey Levine, Vladlen Koltun
Efficient Algorithms for Robust One-bit Compressive Sensing
Lijun Zhang, Jinfeng Yi, Rong Jin
Putting MRFs on a Tensor Train
Alexander Novikov, Anton Rodomanov, Anton Osokin et al.
Coupled Group Lasso for Web-Scale CTR Prediction in Display Advertising
Ling Yan, Wu-Jun Li, Gui-Rong Xue et al.
Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm
Hadi Daneshmand, Manuel Gomez-Rodriguez, Le Song et al.
Efficient Label Propagation
Yasuhiro Fujiwara, Go Irie
Multivariate Maximal Correlation Analysis
Hoang Vu Nguyen, Emmanuel Müller, Jilles Vreeken et al.
Cold-start Active Learning with Robust Ordinal Matrix Factorization
Neil Houlsby, Jose Miguel Hernandez-Lobato, Zoubin Ghahramani
Online Clustering of Bandits
Claudio Gentile, Shuai Li, Giovanni Zappella
A Unifying View of Representer Theorems
Andreas Argyriou, Francesco Dinuzzo