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ORCIDVibhatha Abeykoon
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Journal Articles
- 2023
[j6]Niranda Perera
, Arup Kumar Sarker, Mills Staylor, Gregor von Laszewski, Kaiying Shan, Supun Kamburugamuve, Chathura Widanage, Vibhatha Abeykoon, Thejaka Amila Kanewala, Geoffrey C. Fox:
In-depth analysis on parallel processing patterns for high-performance Dataframes. Future Gener. Comput. Syst. 149: 250-264 (2023)- 2022
- [j5]Vibhatha Abeykoon, Geoffrey C. Fox, Minje Kim, Saliya Ekanayake, Supun Kamburugamuve, Kannan Govindarajan, Pulasthi Wickramasinghe, Niranda Perera, Chathura Widanage, Ahmet Uyar, Gurhan Gunduz, Selahatin Akkas:
Stochastic gradient descent-based support vector machines training optimization on Big Data and HPC frameworks. Concurr. Comput. Pract. Exp. 34(8) (2022) - [j4]Ahmet Uyar, Gurhan Gunduz, Supun Kamburugamuve, Pulasthi Wickramasinghe, Chathura Widanage, Kannan Govindarajan, Niranda Perera, Vibhatha Abeykoon, Selahattin Akkas, Geoffrey C. Fox:
Twister2 Cross-platform resource scheduler for big data. Concurr. Comput. Pract. Exp. 34(9) (2022) - [j3]Pulasthi Wickramasinghe, Niranda Perera, Supun Kamburugamuve, Kannan Govindarajan, Vibhatha Abeykoon, Chathura Widanage, Ahmet Uyar, Gurhan Gunduz, Selahattin Akkas, Geoffrey C. Fox:
High-performance iterative dataflow abstractions in Twister2: TSet. Concurr. Comput. Pract. Exp. 34(12) (2022) - 2021
- [j2]Vibhatha Abeykoon, Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey C. Fox:
HPTMT Parallel Operators for High Performance Data Science and Data Engineering. Frontiers Big Data 4: 756041 (2021) - 2020
- [j1]Supun Kamburugamuve, Kannan Govindarajan, Pulasthi Wickramasinghe, Vibhatha Abeykoon, Geoffrey C. Fox:
Twister2: Design of a big data toolkit. Concurr. Comput. Pract. Exp. 32(3) (2020)
Conference and Workshop Papers
- 2022
- [c9]Niranda Perera, Supun Kamburugamuve, Chathura Widanage, Vibhatha Abeykoon, Ahmet Uyar, Kaiying Shan, Hasara Maithree, Damitha Lenadora, Thejaka Amila Kanewala, Geoffrey C. Fox:
High Performance Dataframes from Parallel Processing Patterns. PPAM (1) 2022: 291-304 - 2021
- [c8]Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey C. Fox:
HPTMT: Operator-Based Architecture for Scalable High-Performance Data-Intensive Frameworks. CLOUD 2021: 228-239 - 2020
- [c7]Niranda Perera, Vibhatha Abeykoon, Chathura Widanage, Supun Kamburugamuve, Thejaka Amila Kanewala, Pulasthi Wickramasinghe, Ahmet Uyar, Hasara Maithree, Damitha Lenadora, Geoffrey C. Fox:
A Fast, Scalable, Universal Approach For Distributed Data Aggregations. IEEE BigData 2020: 2691-2698 - [c6]Vibhatha Abeykoon, Niranda Perera, Chathura Widanage, Supun Kamburugamuve, Thejaka Amila Kanewala, Hasara Maithree, Pulasthi Wickramasinghe, Ahmet Uyar, Geoffrey C. Fox:
Data Engineering for HPC with Python. PyHPC@SC 2020: 13-21 - [c5]Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Supun Kamburugamuve, Thejaka Amila Kanewala, Hasara Maithree, Pulasthi Wickramasinghe, Ahmet Uyar, Gurhan Gunduz, Geoffrey C. Fox:
High Performance Data Engineering Everywhere. SMDS 2020: 122-132 - 2019
- [c4]Vibhatha Abeykoon, Gregor von Laszewski, Supun Kamburugamuve, Kannan Govindarajan, Pulasthi Wickramasinghe, Chathura Widanage, Niranda Perera, Ahmet Uyar, Gurhan Gunduz, Selahattin Akkas:
Streaming Machine Learning Algorithms with Big Data Systems. IEEE BigData 2019: 5661-5666 - [c3]Vibhatha Lakmal Abeykoon, Geoffrey Charles Fox, Minje Kim:
Performance Optimization on Model Synchronization in Parallel Stochastic Gradient Descent Based SVM. CCGRID 2019: 508-517 - [c2]Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey C. Fox, Ian T. Foster:
Scientific Image Restoration Anywhere. XLOOP@SC 2019: 8-13 - 2018
- [c1]Supun Kamburugamuve, Pulasthi Wickramasinghe, Kannan Govindarajan, Ahmet Uyar, Gurhan Gunduz, Vibhatha Abeykoon, Geoffrey C. Fox:
Twister: Net - Communication Library for Big Data Processing in HPC and Cloud Environments. IEEE CLOUD 2018: 383-391
Informal and Other Publications
- 2023
- [i10]Niranda Perera, Kaiying Shan, Supun Kamburugamuve, Thejaka Amíla Kanewela, Chathura Widanage, Arup Kumar Sarker, Mills Staylor, Tianle Zhong, Vibhatha Abeykoon, Geoffrey C. Fox:
Supercharging Distributed Computing Environments For High Performance Data Engineering. CoRR abs/2301.07896 (2023) - [i9]Niranda Perera, Arup Kumar Sarker, Mills Staylor, Gregor von Laszewski, Kaiying Shan, Supun Kamburugamuve, Chathura Widanage, Vibhatha Abeykoon, Thejaka Amíla Kanewela, Geoffrey C. Fox:
In-depth Analysis On Parallel Processing Patterns for High-Performance Dataframes. CoRR abs/2307.01394 (2023) - 2022
- [i8]Niranda Perera, Supun Kamburugamuve, Chathura Widanage, Vibhatha Abeykoon, Ahmet Uyar, Kaiying Shan, Hasara Maithree, Damitha Lenadora, Thejaka Amila Kanewala, Geoffrey C. Fox:
High Performance Dataframes from Parallel Processing Patterns. CoRR abs/2209.06146 (2022) - 2021
- [i7]Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey C. Fox:
HPTMT: Operator-Based Architecture for Scalable High-Performance Data-Intensive Frameworks. CoRR abs/2107.12807 (2021) - [i6]Vibhatha Abeykoon, Supun Kamburugamuve, Chathura Widanage, Niranda Perera, Ahmet Uyar, Thejaka Amila Kanewala, Gregor von Laszewski, Geoffrey C. Fox:
HPTMT Parallel Operators for High Performance Data Science & Data Engineering. CoRR abs/2108.06001 (2021) - 2020
- [i5]Chathura Widanage, Niranda Perera, Vibhatha Abeykoon, Supun Kamburugamuve, Thejaka Amila Kanewala, Hasara Maithree, Pulasthi Wickramasinghe, Ahmet Uyar, Gurhan Gunduz, Geoffrey C. Fox:
High Performance Data Engineering Everywhere. CoRR abs/2007.09589 (2020) - [i4]Vibhatha Abeykoon, Niranda Perera, Chathura Widanage, Supun Kamburugamuve, Thejaka Amila Kanewala, Hasara Maithree, Pulasthi Wickramasinghe, Ahmet Uyar, Geoffrey C. Fox:
Data Engineering for HPC with Python. CoRR abs/2010.06312 (2020) - [i3]Niranda Perera, Vibhatha Abeykoon, Chathura Widanage, Supun Kamburugamuve, Thejaka Amila Kanewala, Pulasthi Wickramasinghe, Ahmet Uyar, Hasara Maithree, Damitha Lenadora, Geoffrey C. Fox:
A Fast, Scalable, Universal Approach For Distributed Data Reductions. CoRR abs/2010.14596 (2020) - 2019
- [i2]Vibhatha Abeykoon, Geoffrey C. Fox, Minje Kim:
Performance Optimization on Model Synchronization in Parallel Stochastic Gradient Descent Based SVM. CoRR abs/1905.01219 (2019) - [i1]Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey C. Fox, Ian T. Foster:
Scientific Image Restoration Anywhere. CoRR abs/1911.05878 (2019)
Coauthor Index
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