Title:
Automated noisy image removal for online food image collection
Authors:
Runyu Mao (Purdue),
Shaobo Fang, Sri Kalyan Yarlagadda, Fengqing Zhu
Title:
Multiresolution representations of graphs using random forests
Authors:
Jonathan Eskreis-Winkler (University of Chicago),
Risi Kondor
Title:
RoCKET: Robust Classification and Knowledge Extraction from Text
Authors:
Glenn Fung (American Family Insurance),
Devin Conathan, Sukrat Gupta, Luisa Polania
Title:
Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach
Authors:
Ming Yu (University of Chicago),
Zhaoran Wang, Varun Gupta, Mladen Kolar
Title:
Coefficient tree regression for discovering hidden structure
Authors:
Ozge Surer (Northwestern University),
Daniel Apley, Edward C. Malthouse
Title:
Comprehensive qualitative validation of topic modeling results for open-ended survey questions
Authors:
Nathan Hicks (Purdue),
Hillary Merzdorf, David Waller, Gaurav Nanda, Dan Goldwasser, Kerrie Douglas
Title:
Robust blind deconvolution via mirror descent
Authors:
Sathya Ravi (UW-Madison),
Ronak Mehta, Vikas Singh
Title:
Generalization error bounds for noisy, iterative algorithms
Authors:
Ankit Pensia (UW-Madison),
Varun Jog, Po-Ling Loh
Title:
The power of interpolation: Understanding the effectiveness of SGD in modern over-parametrized learning
Authors:
Siyuan Ma (Ohio State University),
Raef Bassily, Mikhail Belkin
Title:
Globally consistent algorithms for mixture of experts
Authors:
Ashok Makkuva (UIUC),
Sreeram Kannan, Pramod Viswanath
Title:
Active and adaptive sequential learning
Authors:
Yuheng Bu (UIUC),
Jiaxun Lu, Venugopal V. Veeravalli
Title:
A progressive batching L-BFGS method for machine learning
Authors:
Hao-Jun Shi (Northwestern University),
Raghu Bollapragada, Dheevatsa Mudigere, Jorge Nocedal, Peter Ping Tak Tang
Title:
Data profiling methods for interactive data cleaning
Authors:
Zhihan Guo (UW-Madison),
Theodoros Rekatsinas
Title:
Properties of best subset selection and implications for practitioners
Author:
Maya Lozinski (University of Chicago)
Title:
Sampling-free uncertainty estimation in gated recurrent units with exponential families
Authors:
Seong Jae Hwang (UW-Madison),
Ronak Mehta, Vikas Singh
Title:
Fairness-aware recommendation systems
Authors:
Nasim Sonboli (DePaul University),
Robin Burke
Title:
Feasible arm identification
Authors:
Julian Katz-Samuels (University of Michigan),
Clayton Scott
Title:
Continuation methods for deep neural networks
Authors:
Pedro Savarese (TTIC),
Nathan Srebro
Title:
Learning instructional policy from demonstration
Authors:
Harshal Maske (UIUC),
Girish Chowdhary
Title:
Localization, approximations, and nonlinear consensus for distributed non-convex optimization
Authors:
Hsu Kao (University of Michigan),
Vijay Subramanian
Title:
Graph-based ascent algorithms for function maximization
Authors:
Muni Sreenivas Pydi (UW-Madison),
Varun Jog, Po-Ling Loh
Title:
Domain adaptation with conditional distribution matching with applications
Authors:
Yunyang Xiong (UW-Madison),
Hao Zhou, Vishnu Lokhande, Vikas Singh