A Distributional Framework for Data Valuation

A Distributional Framework for Data Valuation

27 February 2020

Amirata Ghorbani

Papers citing "A Distributional Framework for Data Valuation"

11 / 11 papers shown

Title
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 117 0 0 02 Dec 2024
Collaborative Machine Learning with Incentive-Aware Model Rewards Rachael Hwee Ling Sim Yehong Zhang M. Chan Hsiang Low FedML 134 124 0 24 Oct 2020
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms Ruoxi Jia David Dao Wei Ping F. Hubis Nezihe Merve Gürel Yue Liu Ce Zhang C. Spanos D. Song TDI FedML 20 200 0 22 Aug 2019
Making AI Forget You: Data Deletion in Machine Learning Antonio A. Ginart M. Guan Gregory Valiant James Zou MU 42 467 0 11 Jul 2019
Data Shapley: Equitable Valuation of Data for Machine Learning Amirata Ghorbani James Zou TDI FedML 57 771 0 05 Apr 2019
Towards Efficient Data Valuation Based on the Shapley Value R. Jia David Dao Wei Ping F. Hubis Nicholas Hynes Nezihe Merve Gürel Yue Liu Ce Zhang D. Song C. Spanos TDI 39 407 0 27 Feb 2019
L-Shapley and C-Shapley: Efficient Model Interpretation for Structured Data Jianbo Chen Le Song Martin J. Wainwright Michael I. Jordan FAtt TDI 59 213 0 08 Aug 2018
Interpretation of Neural Networks is Fragile Amirata Ghorbani Abubakar Abid James Zou FAtt AAML 93 861 0 29 Oct 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 309 21,459 0 22 May 2017
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 378 27,231 0 02 Dec 2015
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 877 39,383 0 01 Sep 2014