Papers
A Statistical Convergence Perspective of Algorithms for Rank Aggregation from Pairwise Data
Arun Rajkumar, Shivani Agarwal
A Statistical Perspective on Algorithmic Leveraging
Ping Ma, Michael Mahoney, Bin Yu
Asymptotically consistent estimation of the number of change points in highly dependent time series
Azadeh Khaleghi, Daniil Ryabko
Asynchronous Distributed ADMM for Consensus Optimization
Ruiliang Zhang, James Kwok
A Unified Framework for Consistency of Regularized Loss Minimizers
Jean Honorio, Tommi Jaakkola
A Unifying View of Representer Theorems
Andreas Argyriou, Francesco Dinuzzo
Austerity in MCMC Land: Cutting the Metropolis-Hastings Budget
Anoop Korattikara, Yutian Chen, Max Welling
Automated inference of point of view from user interactions in collective intelligence venues
Sanmay Das, Allen Lavoie
Bayesian Max-margin Multi-Task Learning with Data Augmentation
Chengtao Li, Jun Zhu, Jianfei Chen
Bayesian Nonparametric Multilevel Clustering with Group-Level Contexts
Tien Vu Nguyen, Dinh Phung, Xuanlong Nguyen et al.
Bayesian Optimization with Inequality Constraints
Jacob Gardner, Matt Kusner, Zhixiang et al.
Beta Diffusion Trees
Creighton Heaukulani, David Knowles, Zoubin Ghahramani
Bias in Natural Actor-Critic Algorithms
Philip Thomas
Boosting multi-step autoregressive forecasts
Souhaib Ben Taieb, Rob Hyndman
Boosting with Online Binary Learners for the Multiclass Bandit Problem
Shang-Tse Chen, Hsuan-Tien Lin, Chi-Jen Lu
Buffer k-d Trees: Processing Massive Nearest Neighbor Queries on GPUs
Fabian Gieseke, Justin Heinermann, Cosmin Oancea et al.
Circulant Binary Embedding
Felix Yu, Sanjiv Kumar, Yunchao Gong et al.
Clustering in the Presence of Background Noise
Shai Ben-David, Nika Haghtalab
Coding for Random Projections
Ping Li, Michael Mitzenmacher, Anshumali Shrivastava
Coherent Matrix Completion
Yudong Chen, Srinadh Bhojanapalli, Sujay Sanghavi et al.
Cold-start Active Learning with Robust Ordinal Matrix Factorization
Neil Houlsby, Jose Miguel Hernandez-Lobato, Zoubin Ghahramani
Combinatorial Partial Monitoring Game with Linear Feedback and Its Applications
Tian Lin, Bruno Abrahao, Robert Kleinberg et al.
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method
Ohad Shamir, Nati Srebro, Tong Zhang
Compact Random Feature Maps
Raffay Hamid, Ying Xiao, Alex Gittens et al.
Composite Quantization for Approximate Nearest Neighbor Search
Ting Zhang, Chao Du, Jingdong Wang