Kuruge Darshana Abeyrathna

According to our database, Kuruge Darshana Abeyrathna authored at least 20 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

The Probabilistic Tsetlin Machine: A Novel Approach to Uncertainty Quantification.

Kuruge Darshana Abeyrathna, Sara El Mekkaoui, Andreas Hafver, Christian Agrell

CoRR, 2024

2023

On the Convergence of Tsetlin Machines for the XOR Operator.

Lei Jiao, Xuan Zhang, Ole-Christoffer Granmo, Kuruge Darshana Abeyrathna

IEEE Trans. Pattern Anal. Mach. Intell., May, 2023

A multi-step finite-state automaton for arbitrarily deterministic Tsetlin Machine learning.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad A. Shafik, Lei Jiao, Adrian Wheeldon, Alex Yakovlev, Jie Lei, Morten Goodwin

Expert Syst. J. Knowl. Eng., May, 2023

Extension of Regression Tsetlin Machine for Interpretable Uncertainty Assessment.

Kuruge Darshana Abeyrathna, Sara El Mekkaoui, L. Yi Edward, Andreas Hafver, Ole-Christoffer Granmo

Proceedings of the Rules and Reasoning - 7th International Joint Conference, 2023

Building Concise Logical Patterns by Constraining Tsetlin Machine Clause Size.

Kuruge Darshana Abeyrathna, Ahmed Abdulrahem Othman Abouzeid, Bimal Bhattarai, Charul Giri, Sondre Glimsdal, Ole-Christoffer Granmo, Lei Jiao, Rupsa Saha, Jivitesh Sharma, Svein Anders Tunheim, Xuan Zhang

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

2021

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

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

IEEE Access, 2021

Convolutional Regression Tsetlin Machine: An Interpretable Approach to Convolutional Regression.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

Proceedings of the ICMLT 2021: 6th International Conference on Machine Learning Technologies, Jeju Island, Republic of Korea, April 23, 2021

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

Kuruge Darshana Abeyrathna, Bimal Bhattarai, Morten Goodwin, Saeed Rahimi Gorji, Ole-Christoffer Granmo, Lei Jiao, Rupsa Saha, Rohan Kumar Yadav

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

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

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

CoRR, 2020

Intrusion Detection with Interpretable Rules Generated Using the Tsetlin Machine.

Kuruge Darshana Abeyrathna, Harsha S. Gardiyawasam Pussewalage, Sasanka N. Ranasinghe, Vladimir A. Oleshchuk, Ole-Christoffer Granmo

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Adaptive Continuous Feature Binarization for Tsetlin Machines Applied to Forecasting Dengue Incidences in the Philippines.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

On Obtaining Classification Confidence, Ranked Predictions and AUC with Tsetlin Machines.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

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

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad A. Shafik, Alex Yakovlev, Adrian Wheeldon, Jie Lei, Morten Goodwin

Proceedings of the Artificial Intelligence XXXVII, 2020

Integer Weighted Regression Tsetlin Machines.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

Proceedings of the Trends in Artificial Intelligence Theory and Applications. Artificial Intelligence Practices, 2020

2019

Hybrid Particle Swarm Optimization With Genetic Algorithm to Train Artificial Neural Networks for Short-Term Load Forecasting.

Kuruge Darshana Abeyrathna, Chawalit Jeenanunta

Int. J. Swarm Intell. Res., 2019

Escape Local Minima with Improved Particle Swarm Optimization Algorithm.

Kuruge Darshana Abeyrathna, Chawalit Jeenanunta

Proceedings of the 32nd Norsk Informatikkonferanse, 2019

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

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin

Proceedings of the Advances and Trends in Artificial Intelligence. From Theory to Practice, 2019

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

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Lei Jiao, Morten Goodwin

Proceedings of the Progress in Artificial Intelligence, 2019

2018

Effect of Data from Neighbouring Regions to Forecast Dengue Incidences in Different Regions of Philippines Using Artificial Neural Networks.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

Proceedings of the 31st Norsk Informatikkonferanse, 2018

A Novel Tsetlin Automata Scheme to Forecast Dengue Outbreaks in the Philippines.

Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin

Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018