Cynthia Rudin

Citirano

	Sve	Od 2020.
Citati	29314	24793
H-indeks	63	53
i10-indeks	152	121

7000

3500

1750

5250

201120122013201420152016201720182019202020212022202320242025128 146 195 219 354 334 502 793 1288 2189 3478 4798 5901 6884 1511

Javni pristup

Prikaži sve

72 članka

0 članaka

dostupno

nije dostupno

Na temelju uvjeta financiranja

Suautori

Chaofan ChenAssistant Professor of Computer Science, University of MainePotvrđena adresa e-pošte na maine.edu
Margo SeltzerUniversity of British ColumbiaPotvrđena adresa e-pošte na cs.ubc.ca
Berk UstunUCSDPotvrđena adresa e-pošte na ucsd.edu
Lesia SemenovaPostdoctoral Researcher, Microsoft ResearchPotvrđena adresa e-pošte na microsoft.com
Alina Jade BarnettDuke UniversityPotvrđena adresa e-pošte na duke.edu
Chudi ZhongUniversity of North Carolina at Chapel HillPotvrđena adresa e-pošte na unc.edu
Zhi ChenDuke UniversityPotvrđena adresa e-pošte na duke.edu
Tyler H. McCormickUniversity of WashingtonPotvrđena adresa e-pošte na uw.edu
David MadiganProfessor of Statistics, Northeastern UniversityPotvrđena adresa e-pošte na northeastern.edu
Alexander VolfovskyDuke UniversityPotvrđena adresa e-pošte na duke.edu
Tong WangYale UniversityPotvrđena adresa e-pošte na yale.edu
Rebecca J. PassonneauDepartment of Computer Science and Engineering, Penn StatePotvrđena adresa e-pošte na cse.psu.edu
Robert SchapireMicrosoft ResearchPotvrđena adresa e-pošte na microsoft.com
Haiyang HuangDuke UniversityPotvrđena adresa e-pošte na cs.duke.edu
M. Brandon Westover, MD, PhDHarvard Medical School / Massachusetts General HospitalPotvrđena adresa e-pošte na mgh.harvard.edu
Seyda ErtekinAssociate Professor @ ODTU and Computer Scientist & Researcher @ MITPotvrđena adresa e-pošte na metu.edu.tr
Haimonti DuttaDepartment of Management Science and Systems, University at Buffalo, New YorkPotvrđena adresa e-pošte na buffalo.edu
Yaron ShaposhnikUniversity of RochesterPotvrđena adresa e-pošte na simon.rochester.edu
Zhicheng GuoDuke UniversityPotvrđena adresa e-pošte na duke.edu
Sudeepa RoyDuke University, Computer SciencePotvrđena adresa e-pošte na cs.duke.edu

Prati

Cynthia Rudin

Professor of Computer Science, ECE, Statistics, and Biostatistics & Bioinformatics, Duke University

Potvrđena adresa e-pošte na cs.duke.edu - Početna stranica

machine learning interpretability data science


Naslov Poredaj po navodima Poredaj po godini Poredaj po naslovu	Citirano Citirano	Godina
Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead C Rudin Nature machine intelligence 1 (5), 206-215, 2019	8228	2019
All models are wrong, but many are useful: Learning a variable's importance by studying an entire class of prediction models simultaneously A Fisher, C Rudin, F Dominici Journal of Machine Learning Research 20 (177), 1-81, 2019	2087*	2019
This looks like that: deep learning for interpretable image recognition C Chen, O Li, D Tao, A Barnett, C Rudin, JK Su Advances in neural information processing systems 32, 2019	1460	2019
Interpretable classifiers using rules and bayesian analysis: Building a better stroke prediction model B Letham, C Rudin, TH McCormick, D Madigan Annals of Applied Statistics 9 (3), 1350-1371, 2015	1112*	2015
Interpretable machine learning: Fundamental principles and 10 grand challenges C Rudin, C Chen, Z Chen, H Huang, L Semenova, C Zhong Statistic Surveys 16, 1-85, 2022	925	2022
Deep learning for case-based reasoning through prototypes: A neural network that explains its predictions O Li, H Liu, C Chen, C Rudin AAAI, 2017	703	2017
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models S Menon, A Damian, S Hu, N Ravi, C Rudin CVPR 2020, 2020	657	2020
The Big Data Newsvendor: Practical Insights from Machine Learning C Rudin, GY Vahn Operations Research, 2014	623*	2014
Supersparse linear integer models for optimized medical scoring systems B Ustun, C Rudin Machine Learning 102, 349-391, 2016	488*	2016
Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMAP, and PaCMAP for data visualization Y Wang, H Huang, C Rudin, Y Shaposhnik Journal of Machine Learning Research 22, 2021	457	2021
The World Health Organization adult attention-deficit/hyperactivity disorder self-report screening scale for DSM-5 B Ustun, LA Adler, C Rudin, SV Faraone, TJ Spencer, P Berglund, ... Jama psychiatry 74 (5), 520-526, 2017	447	2017
Learning certifiably optimal rule lists for categorical data E Angelino, N Larus-Stone, D Alabi, M Seltzer, C Rudin Journal of Machine Learning Research 18 (234), 1-78, 2018	446	2018
Why are we using black box models in AI when we don’t need to? A lesson from an explainable AI competition C Rudin, J Radin Harvard Data Science Review 1 (2), 1-9, 2019	438	2019
Concept whitening for interpretable image recognition Z Chen, Y Bei, C Rudin Nature Machine Intelligence 2 (12), 772-782, 2020	422	2020
The bayesian case model: A generative approach for case-based reasoning and prototype classification B Kim, C Rudin, J Shah Advances in neural information processing systems 27, 2014	418	2014
A bayesian framework for learning rule sets for interpretable classification T Wang, C Rudin, F Doshi-Velez, Y Liu, E Klampfl, P MacNeille The Journal of Machine Learning Research 18 (1), 2357-2393, 2017	408*	2017
Falling rule lists F Wang, C Rudin Artificial intelligence and statistics, 1013-1022, 2015	366	2015
Machine learning for the New York City power grid C Rudin, D Waltz, RN Anderson, A Boulanger, A Salleb-Aouissi, M Chow, ... IEEE transactions on pattern analysis and machine intelligence 34 (2), 328-345, 2011	351	2011
Interpretable classification models for recidivism prediction J Zeng, B Ustun, C Rudin Journal of the Royal Statistical Society, Series A: Statistics in Society, 2015	331	2015
Optimal sparse decision trees X Hu, C Rudin, M Seltzer Advances in neural information processing systems 32, 2019	265	2019

Sustav trenutno ne može provesti ovu radnju. Pokušajte ponovo kasnije.

Članci 1–20

Godišnji broj citata

Dvostruki navodi

Spojeni navodi

Dodavanje suautoraSuautori

Prati

Citirano

Suautori