Search Results for author: Soumya K. Ghosh

Found 9 papers, 2 papers with code

Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers

no code implementations17 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.

Privacy Preserving Time Series +1

CTG-KrEW: Generating Synthetic Structured Contextually Correlated Content by Conditional Tabular GAN with K-Means Clustering and Efficient Word Embedding

no code implementations3 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.

Attribute

TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification

1 code implementation29 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.

Diagnostic Hardware Aware Neural Architecture Search +3

What You Like: Generating Explainable Topical Recommendations for Twitter Using Social Annotations

no code implementations23 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.

Collaborative Filtering Recommendation Systems

Machine Assistance for Credit Card Approval? Random Wheel can Recommend and Explain

no code implementations11 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.

Tensor-Train Long Short-Term Memory for Monaural Speech Enhancement

no code implementations25 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.

Speech Enhancement Speech Separation

SPIN: A Fast and Scalable Matrix Inversion Method in Apache Spark

1 code implementation15 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

Learning Representations from Road Network for End-to-End Urban Growth Simulation

no code implementations19 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.

Feature Engineering

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