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ORCIDSoumalya Sarkar
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2020 – today
- 2024
[i6]Saptarshi Sengupta, Connor T. Heaton, Prasenjit Mitra, Soumalya Sarkar:
Leveraging External Knowledge Resources to Enable Domain-Specific Comprehension. CoRR abs/2401.07977 (2024)- [i5]Shrenik Zinage, Sudeepta Mondal, Soumalya Sarkar:
DKL-KAN: Scalable Deep Kernel Learning using Kolmogorov-Arnold Networks. CoRR abs/2407.21176 (2024) - 2023
- [i4]Mohamed Aziz Bhouri, Michael Joly, Robert Yu, Soumalya Sarkar, Paris Perdikaris:
Scalable Bayesian optimization with high-dimensional outputs using randomized prior networks. CoRR abs/2302.07260 (2023) - [i3]Brett W. Israelsen, Soumalya Sarkar:
LLMs for Multi-Modal Knowledge Extraction and Analysis in Intelligence/Safety-Critical Applications. CoRR abs/2312.03088 (2023) - 2021
- [i2]Tryambak Gangopadhyay, Vikram Ramanan, Adedotun Akintayo, Paige K. Boor, Soumalya Sarkar, Satyanarayanan R. Chakravarthy, Soumik Sarkar:
3D Convolutional Selective Autoencoder For Instability Detection in Combustion Systems. CoRR abs/2101.01877 (2021)
2010 – 2019
- 2016
- [j3]Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray:
Symbolization of dynamic data-driven systems for signal representation. Signal Image Video Process. 10(8): 1535-1542 (2016) - [c13]Soumalya Sarkar, Devesh K. Jha, Kin Gwn Lore, Soumik Sarkar, Asok Ray:
Multimodal spatiotemporal information fusion using neural-symbolic modeling for early detection of combustion instabilities. ACC 2016: 4918-4923 - [p1]Nurali Virani, Soumalya Sarkar, Ji-Woong Lee, Shashi Phoha, Asok Ray:
Algorithms for Context Learning and Information Representation for Multi-Sensor Teams. Context-Enhanced Information Fusion 2016: 403-427 - [i1]Adedotun Akintayo, Kin Gwn Lore, Soumalya Sarkar, Soumik Sarkar:
Early Detection of Combustion Instabilities using Deep Convolutional Selective Autoencoders on Hi-speed Flame Video. CoRR abs/1603.07839 (2016) - 2015
- [c12]Soumalya Sarkar, Pritthi Chattopadhyay, Asok Ray, Shashi Phoha, Mark Levi:
Alphabet size selection for symbolization of dynamic data-driven systems: An information-theoretic approach. ACC 2015: 5194-5199 - [c11]Soumalya Sarkar, Thyagaraju Damarla, Asok Ray:
Real-time activity recognition from seismic signature via multi-scale symbolic time series analysis (MSTSA). ACC 2015: 5818-5823 - [c10]Soumalya Sarkar, Devesh K. Jha, Asok Ray, Yue Li:
Dynamic data-driven symbolic causal modeling for battery performance & health monitoring. FUSION 2015: 1395-1402 - [c9]Soumalya Sarkar, Kin Gwn Lore, Soumik Sarkar:
Early Detection of Combustion Instability by Neural-Symbolic Analysis on Hi-Speed Video. CoCo@NIPS 2015 - 2014
- [j2]Soumalya Sarkar, Soumik Sarkar, Nurali Virani, Asok Ray, Murat Yasar:
Sensor Fusion for Fault Detection and Classification in Distributed Physical Processes. Frontiers Robotics AI 1: 16 (2014) - [c8]Soumalya Sarkar, Asok Ray, Achintya Mukhopadhyay, Rajendra R. Chaudhari, Swarnendu Sen:
Early detection of lean blow out (LBO) via generalized D-Markov machine construction. ACC 2014: 3041-3046 - [c7]Shashi Phoha, Nurali Virani, Pritthi Chattopadhyay, Soumalya Sarkar, Brian M. Smith, Asok Ray:
Context-aware Dynamic Data-driven Pattern Classification. ICCS 2014: 1324-1333 - 2013
- [j1]Soheil Bahrampour, Asok Ray, Soumalya Sarkar, Thyagaraju Damarla, Nasser M. Nasrabadi:
Performance comparison of feature extraction algorithms for target detection and classification. Pattern Recognit. Lett. 34(16): 2126-2134 (2013) - [c6]Santanu Das, Soumalya Sarkar, Asok Ray, Ashok N. Srivastava, Donald L. Simon:
Anomaly detection in flight recorder data: A dynamic data-driven approach. ACC 2013: 2668-2673 - [c5]Soumalya Sarkar, Nurali Virani, Murat Yasar, Asok Ray, Soumik Sarkar:
Spatiotemporal information fusion for fault detection in shipboard auxiliary systems. ACC 2013: 3846-3851 - [c4]Saikat Roy, Soumalya Sarkar, Avranil Tah:
A Bluetooth-Based Autonomous Mining System. ICACNI 2013: 57-65 - [c3]Nurali Virani, Shane Marcks, Soumalya Sarkar, Kushal Mukherjee, Asok Ray, Shashi Phoha:
Dynamic Data Driven Sensor Array Fusion for Target Detection and Classification. ICCS 2013: 2046-2055 - 2012
- [c2]Yicheng Wen, Soumalya Sarkar, Asok Ray, Xin Jin, Thyagaraju Damarla:
A unified framework for supervised learning of semantic models. ACC 2012: 2183-2188 - [c1]Soumalya Sarkar, Kushal Mukherjee, Soumik Sarkar, Asok Ray:
Symbolic transient time-series analysis for fault detection in aircraft gas turbine engines. ACC 2012: 5132-5137
Coauthor Index
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