際際滷shows by User: neelsoumya / http://www.slideshare.net/images/logo.gif 際際滷shows by User: neelsoumya / Tue, 29 Sep 2015 20:40:59 GMT 際際滷Share feed for 際際滷shows by User: neelsoumya A Multi-Agent System Approach to Load-Balancing and Resource Allocation for Distributed Computing /slideshow/a-multiagent-system-approach-to-loadbalancing-and-resource-allocation-for-distributed-computing/53343558 soumyajoshuacsdc2015presentationvv14-150929204059-lva1-app6891
In this research we use a decentralized computing approach to allocate and schedule tasks on a massively distributed grid. Using emergent properties of multi-agent systems, the algorithm dynamically creates and dissociates clusters to serve the changing resource demands of a global task queue. The algorithm is compared to a standard First-in First-out (FIFO) scheduling algorithm. Experiments done on a simulator show that the distributed resource allocation protocol (dRAP) algorithm outperforms the FIFO scheduling algorithm on time to empty queue, average waiting time and CPU utilization. Such a decentralized computing approach holds promise for massively distributed processing scenarios like SETI@home and Google MapReduce.]]>
In this research we use a decentralized computing approach to allocate and schedule tasks on a massively distributed grid. Using emergent properties of multi-agent systems, the algorithm dynamically creates and dissociates clusters to serve the changing resource demands of a global task queue. The algorithm is compared to a standard First-in First-out (FIFO) scheduling algorithm. Experiments done on a simulator show that the distributed resource allocation protocol (dRAP) algorithm outperforms the FIFO scheduling algorithm on time to empty queue, average waiting time and CPU utilization. Such a decentralized computing approach holds promise for massively distributed processing scenarios like SETI@home and Google MapReduce.]]> Tue, 29 Sep 2015 20:40:59 GMT /slideshow/a-multiagent-system-approach-to-loadbalancing-and-resource-allocation-for-distributed-computing/53343558 neelsoumya@slideshare.net(neelsoumya) A Multi-Agent System Approach to Load-Balancing and Resource Allocation for Distributed Computing neelsoumya In this research we use a decentralized computing approach to allocate and schedule tasks on a massively distributed grid. Using emergent properties of multi-agent systems, the algorithm dynamically creates and dissociates clusters to serve the changing resource demands of a global task queue. The algorithm is compared to a standard First-in First-out (FIFO) scheduling algorithm. Experiments done on a simulator show that the distributed resource allocation protocol (dRAP) algorithm outperforms the FIFO scheduling algorithm on time to empty queue, average waiting time and CPU utilization. Such a decentralized computing approach holds promise for massively distributed processing scenarios like SETI@home and Google MapReduce. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/soumyajoshuacsdc2015presentationvv14-150929204059-lva1-app6891-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> In this research we use a decentralized computing approach to allocate and schedule tasks on a massively distributed grid. Using emergent properties of multi-agent systems, the algorithm dynamically creates and dissociates clusters to serve the changing resource demands of a global task queue. The algorithm is compared to a standard First-in First-out (FIFO) scheduling algorithm. Experiments done on a simulator show that the distributed resource allocation protocol (dRAP) algorithm outperforms the FIFO scheduling algorithm on time to empty queue, average waiting time and CPU utilization. Such a decentralized computing approach holds promise for massively distributed processing scenarios like SETI@home and Google MapReduce.
A Multi-Agent System Approach to Load-Balancing and Resource Allocation for Distributed Computing from Soumya Banerjee
]]> 599 4 https://cdn.slidesharecdn.com/ss_thumbnails/soumyajoshuacsdc2015presentationvv14-150929204059-lva1-app6891-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Analysis of a Planetary Scale Scientific Collaboration Dataset Reveals Novel Patterns /slideshow/analysis-of-a-planetary-scale-scientific-collaboration-dataset-reveals-novel-patterns/53277075 soumyacollaborationpresentationv13-150928132638-lva1-app6892
This article looks at a scientific collaboration network mined from the Mendeley database and finds novel patterns and clusters in the data that may reflect past foreign policies and contemporary geopolitics. It gives insights into how scientific development of developing countries can be guided.]]>
This article looks at a scientific collaboration network mined from the Mendeley database and finds novel patterns and clusters in the data that may reflect past foreign policies and contemporary geopolitics. It gives insights into how scientific development of developing countries can be guided.]]> Mon, 28 Sep 2015 13:26:38 GMT /slideshow/analysis-of-a-planetary-scale-scientific-collaboration-dataset-reveals-novel-patterns/53277075 neelsoumya@slideshare.net(neelsoumya) Analysis of a Planetary Scale Scientific Collaboration Dataset Reveals Novel Patterns neelsoumya This article looks at a scientific collaboration network mined from the Mendeley database and finds novel patterns and clusters in the data that may reflect past foreign policies and contemporary geopolitics. It gives insights into how scientific development of developing countries can be guided. <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/soumyacollaborationpresentationv13-150928132638-lva1-app6892-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> This article looks at a scientific collaboration network mined from the Mendeley database and finds novel patterns and clusters in the data that may reflect past foreign policies and contemporary geopolitics. It gives insights into how scientific development of developing countries can be guided.
Analysis of a Planetary Scale Scientific Collaboration Dataset Reveals Novel Patterns from Soumya Banerjee
]]> 633 4 https://cdn.slidesharecdn.com/ss_thumbnails/soumyacollaborationpresentationv13-150928132638-lva1-app6892-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Modular RADAR: Immune System Inspired Strategies for Distributed Systems /slideshow/modular-radar-immune-system-inspired-strategies-for-distributed-systems-["5004731"]/5004731 icaris2010talkv1-1-100818164210-phpapp02
Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK]]>
Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK]]> Wed, 18 Aug 2010 16:42:04 GMT /slideshow/modular-radar-immune-system-inspired-strategies-for-distributed-systems-["5004731"]/5004731 neelsoumya@slideshare.net(neelsoumya) Modular RADAR: Immune System Inspired Strategies for Distributed Systems neelsoumya Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/icaris2010talkv1-1-100818164210-phpapp02-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK
Modular RADAR: Immune System Inspired Strategies for Distributed Systems from Soumya Banerjee
]]> 33 1 https://cdn.slidesharecdn.com/ss_thumbnails/icaris2010talkv1-1-100818164210-phpapp02-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Modular RADAR: Immune System Inspired Strategies for Distributed Systems /slideshow/modular-radar-immune-system-inspired-strategies-for-distributed-systems/5004687 icaris2010talkv1-1-100818162918-phpapp01
Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK]]>
Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK]]> Wed, 18 Aug 2010 16:29:15 GMT /slideshow/modular-radar-immune-system-inspired-strategies-for-distributed-systems/5004687 neelsoumya@slideshare.net(neelsoumya) Modular RADAR: Immune System Inspired Strategies for Distributed Systems neelsoumya Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/icaris2010talkv1-1-100818162918-phpapp01-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br> Talk given at the 9th International Conference on Artificial Immune Systems (ICARIS), 2010, Edinburgh, UK
Modular RADAR: Immune System Inspired Strategies for Distributed Systems from Soumya Banerjee
]]> 1049 1 https://cdn.slidesharecdn.com/ss_thumbnails/icaris2010talkv1-1-100818162918-phpapp01-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 Immune System Inspired Strategies for Distributed Systems /slideshow/immune-system-inspired-strategies-for-distributed-systems/5004674 lymphnodealgorithmsv1-3-100818162555-phpapp02
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]]> Wed, 18 Aug 2010 16:25:47 GMT /slideshow/immune-system-inspired-strategies-for-distributed-systems/5004674 neelsoumya@slideshare.net(neelsoumya) Immune System Inspired Strategies for Distributed Systems neelsoumya <img style="border:1px solid #C3E6D8;float:right;" alt="" src="https://cdn.slidesharecdn.com/ss_thumbnails/lymphnodealgorithmsv1-3-100818162555-phpapp02-thumbnail.jpg?width=120&amp;height=120&amp;fit=bounds" /><br>
Immune System Inspired Strategies for Distributed Systems from Soumya Banerjee
]]> 265 1 https://cdn.slidesharecdn.com/ss_thumbnails/lymphnodealgorithmsv1-3-100818162555-phpapp02-thumbnail.jpg?width=120&height=120&fit=bounds presentation 000000 http://activitystrea.ms/schema/1.0/post http://activitystrea.ms/schema/1.0/posted 0 https://cdn.slidesharecdn.com/profile-photo-neelsoumya-48x48.jpg?cb=1585991893 I am a machine learning researcher and a data scientist. I have experience analyzing complex problems and have implemented new statistical and machine learning techniques for deriving insights from large amounts of data. My research interest is in complex systems and computational immunology. I use techniques from computer science to solve problems in immunology and take inspiration from immunology to solve problems in computer science. 1) Using techniques from computer science to solve problems in immunology: I use machine learning techniques to solve problems in biology, especially immunology. I employ ordinary differential equation (ODE) models and spatially explicit agent based mod... https://sites.google.com/site/neelsoumya/ https://cdn.slidesharecdn.com/ss_thumbnails/soumyajoshuacsdc2015presentationvv14-150929204059-lva1-app6891-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/a-multiagent-system-approach-to-loadbalancing-and-resource-allocation-for-distributed-computing/53343558 A Multi-Agent System A... https://cdn.slidesharecdn.com/ss_thumbnails/soumyacollaborationpresentationv13-150928132638-lva1-app6892-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/analysis-of-a-planetary-scale-scientific-collaboration-dataset-reveals-novel-patterns/53277075 Analysis of a Planetar... https://cdn.slidesharecdn.com/ss_thumbnails/icaris2010talkv1-1-100818164210-phpapp02-thumbnail.jpg?width=320&height=320&fit=bounds slideshow/modular-radar-immune-system-inspired-strategies-for-distributed-systems-["5004731"]/5004731 Modular RADAR: Immune ...