Soumalya Sarkar

According to our database, Soumalya Sarkar authored at least 23 papers between 2012 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks.

Shrenik Zinage, Sudeepta Mondal, Soumalya Sarkar

CoRR, 2024

Leveraging External Knowledge Resources to Enable Domain-Specific Comprehension.

Saptarshi Sengupta, Connor T. Heaton, Prasenjit Mitra, Soumalya Sarkar

CoRR, 2024

2023

LLMs for Multi-Modal Knowledge Extraction and Analysis in Intelligence/Safety-Critical Applications.

Brett W. Israelsen, Soumalya Sarkar

CoRR, 2023

Scalable Bayesian optimization with high-dimensional outputs using randomized prior networks.

Mohamed Aziz Bhouri, Michael Joly, Robert Yu, Soumalya Sarkar, Paris Perdikaris

CoRR, 2023

2021

3D Convolutional Selective Autoencoder For Instability Detection in Combustion Systems.

Tryambak Gangopadhyay, Vikram Ramanan, Adedotun Akintayo, Paige K. Boor, Soumalya Sarkar, Satyanarayanan R. Chakravarthy, Soumik Sarkar

CoRR, 2021

2016

Algorithms for Context Learning and Information Representation for Multi-Sensor Teams.

Nurali Virani, Soumalya Sarkar, Ji-Woong Lee, Shashi Phoha, Asok Ray

Proceedings of the Context-Enhanced Information Fusion, 2016

Symbolization of dynamic data-driven systems for signal representation.

Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray

Signal Image Video Process., 2016

Early Detection of Combustion Instabilities using Deep Convolutional Selective Autoencoders on Hi-speed Flame Video.

Adedotun Akintayo, Kin Gwn Lore, Soumalya Sarkar, Soumik Sarkar

CoRR, 2016

Multimodal spatiotemporal information fusion using neural-symbolic modeling for early detection of combustion instabilities.

Soumalya Sarkar, Devesh K. Jha, Kin Gwn Lore, Soumik Sarkar, Asok Ray

Proceedings of the 2016 American Control Conference, 2016

2015

Early Detection of Combustion Instability by Neural-Symbolic Analysis on Hi-Speed Video.

Soumalya Sarkar, Kin Gwn Lore, Soumik Sarkar

Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches co-located with the 29th Annual Conference on Neural Information Processing Systems (NIPS 2015), 2015

Dynamic data-driven symbolic causal modeling for battery performance & health monitoring.

Soumalya Sarkar, Devesh K. Jha, Asok Ray, Yue Li

Proceedings of the 18th International Conference on Information Fusion, 2015

Real-time activity recognition from seismic signature via multi-scale symbolic time series analysis (MSTSA).

Soumalya Sarkar, Thyagaraju Damarla, Asok Ray

Proceedings of the American Control Conference, 2015

Alphabet size selection for symbolization of dynamic data-driven systems: An information-theoretic approach.

Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray, Shashi Phoha, Mark Levi

Proceedings of the American Control Conference, 2015

2014

Sensor Fusion for Fault Detection and Classification in Distributed Physical Processes.

Soumalya Sarkar, Soumik Sarkar, Nurali Virani, Asok Ray, Murat Yasar

Frontiers Robotics AI, 2014

Context-aware Dynamic Data-driven Pattern Classification.

Shashi Phoha, Nurali Virani, Pritthi Chattopadhyay, Soumalya Sarkar, Brian M. Smith, Asok Ray

Proceedings of the International Conference on Computational Science, 2014

Early detection of lean blow out (LBO) via generalized D-Markov machine construction.

Soumalya Sarkar, Asok Ray, Achintya Mukhopadhyay, Rajendra R. Chaudhari, Swarnendu Sen

Proceedings of the American Control Conference, 2014

2013

Performance comparison of feature extraction algorithms for target detection and classification.

Soheil Bahrampour, Asok Ray, Soumalya Sarkar, Thyagaraju Damarla, Nasser M. Nasrabadi

Pattern Recognit. Lett., 2013

Dynamic Data Driven Sensor Array Fusion for Target Detection and Classification.

Nurali Virani, Shane Marcks, Soumalya Sarkar, Kushal Mukherjee, Asok Ray, Shashi Phoha

Proceedings of the International Conference on Computational Science, 2013

A Bluetooth-Based Autonomous Mining System.

Saikat Roy, Soumalya Sarkar, Avranil Tah

Proceedings of the Intelligent Computing, 2013

Spatiotemporal information fusion for fault detection in shipboard auxiliary systems.

Soumalya Sarkar, Nurali Virani, Murat Yasar, Asok Ray, Soumik Sarkar

Proceedings of the American Control Conference, 2013

Anomaly detection in flight recorder data: A dynamic data-driven approach.

Santanu Das, Soumalya Sarkar, Asok Ray, Ashok N. Srivastava, Donald L. Simon

Proceedings of the American Control Conference, 2013

2012

A unified framework for supervised learning of semantic models.

Yicheng Wen, Soumalya Sarkar, Asok Ray, Xin Jin, Thyagaraju Damarla

Proceedings of the American Control Conference, 2012

Symbolic transient time-series analysis for fault detection in aircraft gas turbine engines.

Soumalya Sarkar, Kushal Mukherjee, Soumik Sarkar, Asok Ray

Proceedings of the American Control Conference, 2012