Extending the Tsetlin Machine With Integer-Weighted Clauses for Increased Interpretability

11 May 2020

Papers citing "Extending the Tsetlin Machine With Integer-Weighted Clauses for Increased Interpretability"

15 / 15 papers shown

Title
StructureBoost: Efficient Gradient Boosting for Structured Categorical Variables B. Lucena 10 4 0 08 Jul 2020
Neural Additive Models: Interpretable Machine Learning with Neural Nets Rishabh Agarwal Levi Melnick Nicholas Frosst Xuezhou Zhang Ben Lengerich R. Caruana Geoffrey E. Hinton 64 412 0 29 Apr 2020
Exploiting Categorical Structure Using Tree-Based Methods B. Lucena 11 7 0 15 Apr 2020
Increasing the Inference and Learning Speed of Tsetlin Machines with Clause Indexing S. Gorji Ole-Christoffer Granmo Sondre Glimsdal J. Edwards M. G. Olsen AI4CE 11 15 0 07 Apr 2020
The Weighted Tsetlin Machine: Compressed Representations with Weighted Clauses Adrian Phoulady Ole-Christoffer Granmo S. Gorji H. A. Phoulady 8 5 0 28 Nov 2019
InterpretML: A Unified Framework for Machine Learning Interpretability Harsha Nori Samuel Jenkins Paul Koch R. Caruana AI4CE 111 486 0 19 Sep 2019
A Tsetlin Machine with Multigranular Clauses S. Gorji Ole-Christoffer Granmo Adrian Phoulady M. G. Olsen 23 22 0 16 Sep 2019
The Convolutional Tsetlin Machine Ole-Christoffer Granmo Sondre Glimsdal Lei Jiao M. G. Olsen C. Omlin G. T. Berge 32 80 0 23 May 2019
A Scheme for Continuous Input to the Tsetlin Machine with Applications to Forecasting Disease Outbreaks Kuruge Darshana Abeyrathna Ole-Christoffer Granmo Xuan Zhang M. G. Olsen 25 29 0 10 May 2019
Learning Logistic Circuits Yitao Liang Guy Van den Broeck TPM 41 49 0 27 Feb 2019
Using the Tsetlin Machine to Learn Human-Interpretable Rules for High-Accuracy Text Categorization with Medical Applications G. T. Berge Ole-Christoffer Granmo Tor Tveit Morten Goodwin Lei Jiao B. Matheussen VLM 42 75 0 12 Sep 2018
The Tsetlin Machine -- A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic Ole-Christoffer Granmo 30 149 0 04 Apr 2018
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 359 3,742 0 28 Feb 2017
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 496 37,815 0 09 Mar 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 772 16,828 0 16 Feb 2016