no code implementations • 17 Sep 2024 • Riya Samanta, Bidyut Saha, Soumya K. Ghosh, Ram Babu Roy
For example, a 75\% reduction in acquisition rate for MITBIH and PTB datasets led to a 60\% decrease in RAM usage, 75\% reduction in MAC operations, 74\% decrease in latency, and 70\% reduction in energy consumption, without accuracy loss.
no code implementations • 3 Sep 2024 • Riya Samanta, Bidyut Saha, Soumya K. Ghosh, Sajal K. Das
To address these problems, we introduce a novel framework, CTGKrEW (Conditional Tabular GAN with KMeans Clustering and Word Embedding), which is adept at generating realistic synthetic tabular data where attributes are collections of semantically and contextually coherent words.
1 code implementation • 29 Aug 2024 • Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
In this work, we present TinyTNAS, a novel hardware-aware multi-objective Neural Architecture Search (NAS) tool specifically designed for TinyML time series classification.
no code implementations • 25 May 2023 • Sukhpal Singh Gill, Minxian Xu, Panos Patros, Huaming Wu, Rupinder Kaur, Kamalpreet Kaur, Stephanie Fuller, Manmeet Singh, Priyansh Arora, Ajith Kumar Parlikad, Vlado Stankovski, Ajith Abraham, Soumya K. Ghosh, Hanan Lutfiyya, Salil S. Kanhere, Rami Bahsoon, Omer Rana, Schahram Dustdar, Rizos Sakellariou, Steve Uhlig, Rajkumar Buyya
ChatGPT, an AI-based chatbot, was released to provide coherent and useful replies based on analysis of large volumes of data.
no code implementations • 23 Dec 2022 • Parantapa Bhattacharya, Saptarshi Ghosh, Muhammad Bilal Zafar, Soumya K. Ghosh, Niloy Ganguly
With over 500 million tweets posted per day, in Twitter, it is difficult for Twitter users to discover interesting content from the deluge of uninteresting posts.
no code implementations • 11 May 2021 • Anupam Khan, Soumya K. Ghosh
In this work, we have used an enhanced version of random wheel to facilitate a trustworthy recommendation for credit card approval process.
no code implementations • 25 Dec 2018 • Suman Samui, Indrajit Chakrabarti, Soumya K. Ghosh
Based on this TT-LSTM units, we proposed a deep TensorNet model for single-channel speech enhancement task.
1 code implementation • 15 Jan 2018 • Chandan Misra, Sourangshu Bhattacharya, Soumya K. Ghosh
The growth of big data in domains such as Earth Sciences, Social Networks, Physical Sciences, etc.
Distributed, Parallel, and Cluster Computing
no code implementations • 19 Dec 2017 • Saptarshi Pal, Soumya K. Ghosh
From our experiences in the past, we have seen that the growth of cities is very much dependent on the transportation networks.