Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model

5 November 2015

Papers citing "Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model"

44 / 244 papers shown

Title
Interpreting Deep Classifier by Visual Distillation of Dark Knowledge Kai Xu Dae Hoon Park Chang Yi Charles Sutton HAI FAtt 69 26 0 11 Mar 2018
Learning Rules-First Classifiers Deborah Cohen Amit Daniely Amir Globerson G. Elidan 38 0 0 08 Mar 2018
Global Model Interpretation via Recursive Partitioning Chengliang Yang Anand Rangarajan Sanjay Ranka FAtt 65 80 0 11 Feb 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 243 4,010 0 06 Feb 2018
How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation Menaka Narayanan Emily Chen Jeffrey He Been Kim S. Gershman Finale Doshi-Velez FAtt XAI 110 243 0 02 Feb 2018
Considerations When Learning Additive Explanations for Black-Box Models S. Tan Giles Hooker Paul Koch Albert Gordo R. Caruana FAtt 113 24 0 26 Jan 2018
What do we need to build explainable AI systems for the medical domain? Andreas Holzinger Chris Biemann C. Pattichis D. Kell 91 694 0 28 Dec 2017
Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences Tim Miller Piers Howe L. Sonenberg AI4TS SyDa 88 374 0 02 Dec 2017
QCBA: Improving Rule Classifiers Learned from Quantitative Data by Recovering Information Lost by Discretisation Tomáš Kliegr E. Izquierdo 25 4 0 28 Nov 2017
Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect Tong Wang Cynthia Rudin CML BDL 97 27 0 16 Oct 2017
Multi-Value Rule Sets Tong Wang 40 6 0 15 Oct 2017
An Optimization Approach to Learning Falling Rule Lists Chaofan Chen Cynthia Rudin 86 39 0 06 Oct 2017
Embedding Deep Networks into Visual Explanations Zhongang Qi Saeed Khorram Fuxin Li 41 27 0 15 Sep 2017
Interpretable Categorization of Heterogeneous Time Series Data Ritchie Lee Mykel J. Kochenderfer Ole J. Mengshoel Joshua Silbermann 71 28 0 30 Aug 2017
Using Program Induction to Interpret Transition System Dynamics Svetlin Penkov S. Ramamoorthy AI4CE 66 11 0 26 Jul 2017
Proxy Non-Discrimination in Data-Driven Systems Anupam Datta Matt Fredrikson Gihyuk Ko Piotr (Peter) Mardziel S. Sen 33 47 0 25 Jul 2017
Interpretable & Explorable Approximations of Black Box Models Himabindu Lakkaraju Ece Kamar R. Caruana J. Leskovec FAtt 104 254 0 04 Jul 2017
Interpretability via Model Extraction Osbert Bastani Carolyn Kim Hamsa Bastani FAtt 78 129 0 29 Jun 2017
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 296 2,278 0 24 Jun 2017
MAGIX: Model Agnostic Globally Interpretable Explanations Nikaash Puri Piyush B. Gupta Pratiksha Agarwal Sukriti Verma Balaji Krishnamurthy FAtt 111 41 0 22 Jun 2017
Interpreting Blackbox Models via Model Extraction Osbert Bastani Carolyn Kim Hamsa Bastani FAtt 135 173 0 23 May 2017
Explaining Transition Systems through Program Induction Svetlin Penkov S. Ramamoorthy 66 5 0 23 May 2017
Use Privacy in Data-Driven Systems: Theory and Experiments with Machine Learnt Programs Anupam Datta Matt Fredrikson Gihyuk Ko Piotr (Peter) Mardziel S. Sen 67 63 0 22 May 2017
PreCog: Improving Crowdsourced Data Quality Before Acquisition H. Nilforoshan Jiannan Wang Eugene Wu 24 3 0 07 Apr 2017
Learning Certifiably Optimal Rule Lists for Categorical Data E. Angelino Nicholas Larus-Stone Daniel Alabi Margo Seltzer Cynthia Rudin 137 195 0 06 Apr 2017
Rationalization: A Neural Machine Translation Approach to Generating Natural Language Explanations Upol Ehsan Brent Harrison Larry Chan Mark O. Riedl 139 221 0 25 Feb 2017
Simple rules for complex decisions Jongbin Jung Connor Concannon Ravi Shroff Sharad Goel D. Goldstein CML 85 105 0 15 Feb 2017
Towards Better Analysis of Machine Learning Models: A Visual Analytics Perspective Shixia Liu Xiting Wang Mengchen Liu Jun Zhu HAI 65 366 0 04 Feb 2017
Nonlinear network-based quantitative trait prediction from transcriptomic data Emilie Devijver M. Gallopin Émeline Perthame 74 8 0 26 Jan 2017
Computing Human-Understandable Strategies Sam Ganzfried Farzana Yusuf 18 9 0 19 Dec 2016
Learning Cost-Effective and Interpretable Regimes for Treatment Recommendation Himabindu Lakkaraju Cynthia Rudin OffRL 21 6 0 23 Nov 2016
Programs as Black-Box Explanations Sameer Singh Marco Tulio Ribeiro Carlos Guestrin FAtt 73 55 0 22 Nov 2016
Towards the Science of Security and Privacy in Machine Learning Nicolas Papernot Patrick McDaniel Arunesh Sinha Michael P. Wellman AAML 99 474 0 11 Nov 2016
Variational Bayes In Private Settings (VIPS) Mijung Park James R. Foulds Kamalika Chaudhuri Max Welling 105 42 0 01 Nov 2016
Learning Cost-Effective Treatment Regimes using Markov Decision Processes Himabindu Lakkaraju Cynthia Rudin 38 9 0 21 Oct 2016
Learning Optimized Risk Scores Berk Ustun Cynthia Rudin 208 84 0 01 Oct 2016
Model-Agnostic Interpretability of Machine Learning Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 90 840 0 16 Jun 2016
Rationalizing Neural Predictions Tao Lei Regina Barzilay Tommi Jaakkola 131 813 0 13 Jun 2016
Scalable Bayesian Rule Lists Hongyu Yang Cynthia Rudin Margo Seltzer TPM 76 212 0 27 Feb 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,197 0 16 Feb 2016
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms Siong Thye Goh Lesia Semenova Cynthia Rudin TPM 48 1 0 22 Oct 2015
Directional Decision Lists M. Goessling Shan Kang 40 2 0 30 Aug 2015
Or's of And's for Interpretable Classification, with Application to Context-Aware Recommender Systems Tong Wang Cynthia Rudin Finale Doshi-Velez Yimin Liu Erica Klampfl P. MacNeille 55 41 0 28 Apr 2015
The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification Been Kim Cynthia Rudin J. Shah 101 321 0 03 Mar 2015