Learning how to approve updates to machine learning algorithms in non-stationary settings

14 December 2020

Papers citing "Learning how to approve updates to machine learning algorithms in non-stationary settings"

13 / 13 papers shown

Title
Approval policies for modifications to Machine Learning-Based Software as a Medical Device: A study of bio-creep Jean Feng S. Emerson N. Simon 46 20 0 28 Dec 2019
Introduction to Online Convex Optimization Elad Hazan OffRL 83 1,919 0 07 Sep 2019
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks Bret A. Nestor Matthew B. A. McDermott Willie Boag G. Berner Tristan Naumann Michael C. Hughes Anna Goldenberg Marzyeh Ghassemi OOD 35 109 0 02 Aug 2019
The Frontiers of Fairness in Machine Learning Alexandra Chouldechova Aaron Roth FaML 121 413 0 20 Oct 2018
Fairness Without Demographics in Repeated Loss Minimization Tatsunori B. Hashimoto Megha Srivastava Hongseok Namkoong Percy Liang FaML 72 581 0 20 Jun 2018
A Review of Challenges and Opportunities in Machine Learning for Health Marzyeh Ghassemi Tristan Naumann Peter F. Schulam Andrew L. Beam Irene Y. Chen Rajesh Ranganath 18 263 0 01 Jun 2018
Delayed Impact of Fair Machine Learning Lydia T. Liu Sarah Dean Esther Rolf Max Simchowitz Moritz Hardt FaML 65 475 0 12 Mar 2018
Manipulating and Measuring Model Interpretability Forough Poursabzi-Sangdeh D. Goldstein Jake M. Hofman Jennifer Wortman Vaughan Hanna M. Wallach 65 693 0 21 Feb 2018
Efficient tracking of a growing number of experts Jaouad Mourtada Odalric-Ambrym Maillard 39 22 0 31 Aug 2017
Selective Classification for Deep Neural Networks Yonatan Geifman Ran El-Yaniv CVBM 74 522 0 23 May 2017
Multitask learning and benchmarking with clinical time series data Hrayr Harutyunyan Hrant Khachatrian David C. Kale Greg Ver Steeg Aram Galstyan OOD AI4TS 114 864 0 22 Mar 2017
Online Learning with Predictable Sequences Alexander Rakhlin Karthik Sridharan 100 355 0 18 Aug 2012
Adapting to Non-stationarity with Growing Expert Ensembles C. Shalizi Abigail Z. Jacobs Kristina Lisa Klinkner A. Clauset AI4TS 44 26 0 04 Mar 2011