Vibhatha Abeykoon

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 24

Top Topics

Stochastic Gradient Descent

Image Restoration

Top Venues

Concurr. Comput. Pract. Exp.

Publications

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 (2023)
Niranda Perera, Kaiying Shan, Supun Kamburugamuve, Thejaka Amíla Kanewela, Chathura Widanage, Arup Sarker, Mills Staylor, Tianle Zhong, Vibhatha Abeykoon, Geoffrey Fox
Supercharging Distributed Computing Environments For High Performance Data Engineering. CoRR (2023)
Niranda Perera, Arup Kumar Sarker, Mills Staylor, Gregor von Laszewski, Kaiying Shan, Supun Kamburugamuve, Chathura Widanage, Vibhatha Abeykoon, Thejaka Amíla Kanewela, Geoffrey Fox
In-depth Analysis On Parallel Processing Patterns for High-Performance Dataframes. CoRR (2023)
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)
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 (2022)
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)
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)
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)
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 (2021)
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 (2021)
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)
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 (2021)
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)
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)
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)
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)
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 (2020)
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 (2020)
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 (2020)
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)
Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey C. Fox, Ian T. Foster
Scientific Image Restoration Anywhere. XLOOP@SC (2019)
Vibhatha Abeykoon, Zhengchun Liu, Rajkumar Kettimuthu, Geoffrey C. Fox, Ian T. Foster
Scientific Image Restoration Anywhere. CoRR (2019)
Vibhatha Abeykoon, Geoffrey C. Fox, Minje Kim
Performance Optimization on Model Synchronization in Parallel Stochastic Gradient Descent Based SVM. CoRR (2019)
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)