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On the Convergence of Tsetlin Machines for the XOR Operator


Jan 07, 2021
Lei Jiao, Xuan Zhang, Ole-Christoffer Granmo, K. Darshana Abeyrathna

* 31 pages, 3 figures 

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Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling


Sep 13, 2020
K. Darshana Abeyrathna, Bimal Bhattarai, Morten Goodwin, Saeed Gorji, Ole-Christoffer Granmo, Lei Jiao, Rupsa Saha, Rohan K. Yadav

* 8 pages, 13 figures 

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A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning


Jul 04, 2020
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad Shafik, Alex Yakovlev, Adrian Wheeldon, Jie Lei, Morten Goodwin

* 10 pages, 8 figures, 7 tables 

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


May 11, 2020
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

* 20 pages, 10 figures 

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A Regression Tsetlin Machine with Integer Weighted Clauses for Compact Pattern Representation


Feb 04, 2020
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

* 12 pages, 4 figures, 2 tables 

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The Regression Tsetlin Machine: A Tsetlin Machine for Continuous Output Problems


May 10, 2019
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Lei Jiao, Morten Goodwin

* 13 pages 

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A Scheme for Continuous Input to the Tsetlin Machine with Applications to Forecasting Disease Outbreaks


May 10, 2019
K. Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin

* 14 pages 

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