Papers
Profile-Based Bandit with Unknown Profiles
Sylvain Lamprier, Thibault Gisselbrecht, Patrick Gallinari
Provably Correct Algorithms for Matrix Column Subset Selection with Selectively Sampled Data
Yining Wang, Aarti Singh
Pycobra: A Python Toolbox for Ensemble Learning and Visualisation
Benjamin Guedj, Bhargav Srinivasa Desikan
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations
Itay Hubara, Matthieu Courbariaux, Daniel Soudry et al.
Rate of Convergence of $k$-Nearest-Neighbor Classification Rule
Maik Döring, László Györfi, Harro Walk
Regularized Optimal Transport and the Rot Mover's Distance
Arnaud Dessein, Nicolas Papadakis, Jean-Luc Rouas
Reverse Iterative Volume Sampling for Linear Regression
Michał Dereziński, Manfred K. Warmuth
Reward Maximization Under Uncertainty: Leveraging Side-Observations on Networks
Swapna Buccapatnam, Fang Liu, Atilla Eryilmaz et al.
Risk-Constrained Reinforcement Learning with Percentile Risk Criteria
Yinlam Chow, Mohammad Ghavamzadeh, Lucas Janson et al.
Robust PCA by Manifold Optimization
Teng Zhang, Yi Yang
Robust Synthetic Control
Muhammad Amjad, Devavrat Shah, Dennis Shen
Robust Topological Inference: Distance To a Measure and Kernel Distance
Frédéric Chazal, Brittany Fasy, Fabrizio Lecci et al.
RSG: Beating Subgradient Method without Smoothness and Strong Convexity
Tianbao Yang, Qihang Lin
Saturating Splines and Feature Selection
Nicholas Boyd, Trevor Hastie, Stephen Boyd et al.
Scalable Bayes via Barycenter in Wasserstein Space
Sanvesh Srivastava, Cheng Li, David B. Dunson
Scaling up Data Augmentation MCMC via Calibration
Leo L. Duan, James E. Johndrow, David B. Dunson
Scikit-Multiflow: A Multi-output Streaming Framework
Jacob Montiel, Jesse Read, Albert Bifet et al.
Seglearn: A Python Package for Learning Sequences and Time Series
David M. Burns, Cari M. Whyne
Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers
Zhao-Rong Lai, Pei-Yi Yang, Liangda Fang et al.
Significance-based community detection in weighted networks
John Palowitch, Shankar Bhamidi, Andrew B. Nobel
Simple Classification Using Binary Data
Deanna Needell, Rayan Saab, Tina Woolf
Simple, Robust and Optimal Ranking from Pairwise Comparisons
Nihar B. Shah, Martin J. Wainwright