Books |
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Book Chapters |
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Deep Convolutional Bidirectional LSTM for Complex Activity Recognition with Missing Data Swapnil Sayan Saha, Sandeep Singh Sandha, and Mani B. Srivastava. Human Activity Recognition Challenge. Smart Innovation, Systems and Technologies, August 2020. [ Details ] |
Conference Papers |
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Enabling Hyperparameter Tuning of Machine Learning Classifiers in Production Sandeep Singh Sandha, Swapnil Sayan Saha, and Mani B. Srivastava. Third IEEE International Conference on Cognitive Machine Intelligence, December 2021. [ Details ] |
Sim2Real Transfer for Deep Reinforcement Learning with Stochastic State Transition Delays Sandeep Singh Sandha, Bharathan Balaji, Fatima M. Anwar, and Mani B. Srivastava. CoRL, December 2020. [ Details ] |
Mango: A Python Library for Parallel Hyperparameter Tuning Sandeep Singh Sandha, and Mani B. Srivastava. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020. [ Details ] |
RadHAR: Human Activity Recognition from Point Clouds Generated through a Millimeter-wave Radar Akash Deep Singh, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. 3rd ACM Workshop on Millimeter-wave Networks and Sensing Systems (co-located with MobiCom), October 2019. [ Details ] |
Exploiting Smartphone Peripherals for Precise Time Synchronization Sandeep Singh Sandha, Joseph Noor, Fatima M. Anwar, and Mani B. Srivastava. International Symposium on Precision Clock Synchronization for Measurement, Control, and Communication, September 2019. [ Details ] |
Deep Convolutional Bidirectional LSTM based Transportation Mode Recognition J.Vikranth Jeyakumar, Eun Sun Lee, Zhengxu Xia, Sandeep Singh Sandha, and Mani B. Srivastava. Proceedings of the 6th International Workshop on Human Activity Sensing Corpus and Applications (HASCA2018), October 2018. [ Details ] |
Enabling Edge Devices that Learn from Each Other: Cross Modal Training for Activity Recognition Tianwei Xing, Sandeep Singh Sandha, Bharathan Balaji, Supriyo Chakraborty, and Mani B. Srivastava. 1st International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2018), June 2018. [ Details ] |
Journal Papers |
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TinyOdom: Hardware-Aware Efficient Neural Inertial Navigation Swapnil Sayan Saha, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), May 2022. [ Details ] |
Auritus: An Open-Source Optimization Toolkit for Training and Deployment of Human Movement Models and Filters using Earables Swapnil Sayan Saha, Sandeep Singh Sandha, Siyou Pei, Ziqi Wang, Ankur Sarker, and Mani B. Srivastava. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), May 2022. [ Details ] |
Demonstrations |
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Demo: DDFlow Visualized Declarative Programming over Heliot Testbed Platform Joseph Noor, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. 4th ACM/IEEE Conference on Internet of Things Design and Implementation, April 2019. [ Details ] |
Posters |
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THIN-Bayes: Platform-Aware Machine Learning for Low-End IoT Devices Swapnil Sayan Saha, Sandeep Singh Sandha, and Mani B. Srivastava. TinyML Summit 2022, March 2022. [ Details ] |
Data Hub Architecture for Smart Cities Jason Koh, Sandeep Singh Sandha, Bharathan Balaji, Daniel Crawl, Ilkay Altintas, Rajesh K. Gupta, and Mani B. Srivastava. Sensys 2017, November 2017. [ Details ] |
Magazine Articles |
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Reports |
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Slides |
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Others |
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2022 |
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TinyOdom: Hardware-Aware Efficient Neural Inertial Navigation Swapnil Sayan Saha, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), May 2022. [ Details ] |
Auritus: An Open-Source Optimization Toolkit for Training and Deployment of Human Movement Models and Filters using Earables Swapnil Sayan Saha, Sandeep Singh Sandha, Siyou Pei, Ziqi Wang, Ankur Sarker, and Mani B. Srivastava. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), May 2022. [ Details ] |
THIN-Bayes: Platform-Aware Machine Learning for Low-End IoT Devices Swapnil Sayan Saha, Sandeep Singh Sandha, and Mani B. Srivastava. TinyML Summit 2022, March 2022. [ Details ] |
2021 |
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Enabling Hyperparameter Tuning of Machine Learning Classifiers in Production Sandeep Singh Sandha, Swapnil Sayan Saha, and Mani B. Srivastava. Third IEEE International Conference on Cognitive Machine Intelligence, December 2021. [ Details ] |
2020 |
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Sim2Real Transfer for Deep Reinforcement Learning with Stochastic State Transition Delays Sandeep Singh Sandha, Bharathan Balaji, Fatima M. Anwar, and Mani B. Srivastava. CoRL, December 2020. [ Details ] |
Deep Convolutional Bidirectional LSTM for Complex Activity Recognition with Missing Data Swapnil Sayan Saha, Sandeep Singh Sandha, and Mani B. Srivastava. Human Activity Recognition Challenge. Smart Innovation, Systems and Technologies, August 2020. [ Details ] |
Mango: A Python Library for Parallel Hyperparameter Tuning Sandeep Singh Sandha, and Mani B. Srivastava. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020. [ Details ] |
2019 |
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RadHAR: Human Activity Recognition from Point Clouds Generated through a Millimeter-wave Radar Akash Deep Singh, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. 3rd ACM Workshop on Millimeter-wave Networks and Sensing Systems (co-located with MobiCom), October 2019. [ Details ] |
Exploiting Smartphone Peripherals for Precise Time Synchronization Sandeep Singh Sandha, Joseph Noor, Fatima M. Anwar, and Mani B. Srivastava. International Symposium on Precision Clock Synchronization for Measurement, Control, and Communication, September 2019. [ Details ] |
Demo: DDFlow Visualized Declarative Programming over Heliot Testbed Platform Joseph Noor, Sandeep Singh Sandha, Luis A. Garcia, and Mani B. Srivastava. 4th ACM/IEEE Conference on Internet of Things Design and Implementation, April 2019. [ Details ] |
2018 |
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Deep Convolutional Bidirectional LSTM based Transportation Mode Recognition J.Vikranth Jeyakumar, Eun Sun Lee, Zhengxu Xia, Sandeep Singh Sandha, and Mani B. Srivastava. Proceedings of the 6th International Workshop on Human Activity Sensing Corpus and Applications (HASCA2018), October 2018. [ Details ] |
Enabling Edge Devices that Learn from Each Other: Cross Modal Training for Activity Recognition Tianwei Xing, Sandeep Singh Sandha, Bharathan Balaji, Supriyo Chakraborty, and Mani B. Srivastava. 1st International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2018), June 2018. [ Details ] |
2017 |
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Data Hub Architecture for Smart Cities Jason Koh, Sandeep Singh Sandha, Bharathan Balaji, Daniel Crawl, Ilkay Altintas, Rajesh K. Gupta, and Mani B. Srivastava. Sensys 2017, November 2017. [ Details ] |
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