Kuruge Darshana Abeyrathna

29 papers A* 2B 2C 2Journal 13Unranked 9
YearRankTypeTitle / Venue / Authors
2024 — conf
The Probabilistic Tsetlin Machine: A Novel Approach to Uncertainty Quantification.
ICAAI
Kuruge Darshana Abeyrathna, Sara El Mekkaoui, Andreas Hafver, Christian Agrell
2024 J jnl
The Probabilistic Tsetlin Machine: A Novel Approach to Uncertainty Quantification.
CoRR
Kuruge Darshana Abeyrathna, Sara El Mekkaoui, Andreas Hafver, Christian Agrell
2023 J jnl
A multi-step finite-state automaton for arbitrarily deterministic Tsetlin Machine learning.
Expert Syst. J. Knowl. Eng.
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad A. Shafik, Lei Jiao, Adrian Wheeldon, Alex Yakovlev, Jie Lei, Morten Goodwin
2023 A* conf
Building Concise Logical Patterns by Constraining Tsetlin Machine Clause Size.
IJCAI
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
2023 J jnl
Building Concise Logical Patterns by Constraining Tsetlin Machine Clause Size.
CoRR
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
2023 B conf
Extension of Regression Tsetlin Machine for Interpretable Uncertainty Assessment.
RuleML+RR
Kuruge Darshana Abeyrathna, Sara El Mekkaoui, L. Yi Edward, Andreas Hafver, Ole-Christoffer Granmo
2023 J jnl
On the Convergence of Tsetlin Machines for the XOR Operator.
IEEE Trans. Pattern Anal. Mach. Intell.
Lei Jiao, Xuan Zhang, Ole-Christoffer Granmo, Kuruge Darshana Abeyrathna
2022 — —
Novel Tsetlin Machine Mechanisms for Logic-based Regression and Classification with Support for Continuous Input, Clause Weighting, Confidence Assessment, Deterministic Learning, and Convolution.
Kuruge Darshana Abeyrathna
2021 — conf
Convolutional Regression Tsetlin Machine: An Interpretable Approach to Convolutional Regression.
ICMLT
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2021 J jnl
Extending the Tsetlin Machine With Integer-Weighted Clauses for Increased Interpretability.
IEEE Access
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2021 A* conf
Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling.
ICML
Kuruge Darshana Abeyrathna, Bimal Bhattarai, Morten Goodwin, Saeed Rahimi Gorji, Ole-Christoffer Granmo, Lei Jiao, Rupsa Saha, Rohan Kumar Yadav
2021 J jnl
On the Convergence of Tsetlin Machines for the XOR Operator.
CoRR
Lei Jiao, Xuan Zhang, Ole-Christoffer Granmo, Kuruge Darshana Abeyrathna
2020 J jnl
A Novel Multi-Step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning.
CoRR
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad A. Shafik, Alex Yakovlev, Adrian Wheeldon, Jie Lei, Morten Goodwin
2020 — conf
A Novel Multi-step Finite-State Automaton for Arbitrarily Deterministic Tsetlin Machine Learning.
SGAI Conf.
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Rishad A. Shafik, Alex Yakovlev, Adrian Wheeldon, Jie Lei, Morten Goodwin
2020 J jnl
A Regression Tsetlin Machine with Integer Weighted Clauses for Compact Pattern Representation.
CoRR
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2020 — conf
Adaptive Continuous Feature Binarization for Tsetlin Machines Applied to Forecasting Dengue Incidences in the Philippines.
SSCI
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin
2020 J jnl
Extending the Tsetlin Machine With Integer-Weighted Clauses for Increased Interpretability.
CoRR
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2020 C conf
Integer Weighted Regression Tsetlin Machines.
IEA/AIE
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2020 — conf
Intrusion Detection with Interpretable Rules Generated Using the Tsetlin Machine.
SSCI
Kuruge Darshana Abeyrathna, Harsha S. Gardiyawasam Pussewalage, Sasanka N. Ranasinghe, Vladimir A. Oleshchuk, Ole-Christoffer Granmo
2020 J jnl
Massively Parallel and Asynchronous Tsetlin Machine Architecture Supporting Almost Constant-Time Scaling.
CoRR
Kuruge Darshana Abeyrathna, Bimal Bhattarai, Morten Goodwin, Saeed Rahimi Gorji, Ole-Christoffer Granmo, Lei Jiao, Rupsa Saha, Rohan Kumar Yadav
2020 — conf
On Obtaining Classification Confidence, Ranked Predictions and AUC with Tsetlin Machines.
SSCI
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2019 C conf
A Scheme for Continuous Input to the Tsetlin Machine with Applications to Forecasting Disease Outbreaks.
IEA/AIE
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin
2019 J jnl
A Scheme for Continuous Input to the Tsetlin Machine with Applications to Forecasting Disease Outbreaks.
CoRR
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Xuan Zhang, Morten Goodwin
2019 — conf
Escape Local Minima with Improved Particle Swarm Optimization Algorithm.
NIK
Kuruge Darshana Abeyrathna, Chawalit Jeenanunta
2019 J jnl
Hybrid Particle Swarm Optimization With Genetic Algorithm to Train Artificial Neural Networks for Short-Term Load Forecasting.
Int. J. Swarm Intell. Res.
Kuruge Darshana Abeyrathna, Chawalit Jeenanunta
2019 — conf
The Regression Tsetlin Machine: A Tsetlin Machine for Continuous Output Problems.
EPIA (2)
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Lei Jiao, Morten Goodwin
2019 J jnl
The Regression Tsetlin Machine: A Tsetlin Machine for Continuous Output Problems.
CoRR
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Lei Jiao, Morten Goodwin
2018 B conf
A Novel Tsetlin Automata Scheme to Forecast Dengue Outbreaks in the Philippines.
ICTAI
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin
2018 — conf
Effect of Data from Neighbouring Regions to Forecast Dengue Incidences in Different Regions of Philippines Using Artificial Neural Networks.
NIK
Kuruge Darshana Abeyrathna, Ole-Christoffer Granmo, Morten Goodwin