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Publications (Sorted by Year)
Pre-prints and Reports
Climate Change and AI: Recommendations for Government Action [PDF][BibTex]
David Rolnick, Priya L. Donti, Lynn H. Kaack, Peter-Clutton Brock, Tegan Maharaj, Alexandra (Sasha) Luccioni, Hari Prasanna Das
Global Partnership on AI Report, 2021
Multi-source Few-shot Domain Adaptation [PDF][BibTex]
Xiangyu Yue, Zangwei Zheng, Colorado Reed, Hari Prasanna Das, Kurt Keutzer, Alberto Sangiovanni-Vincentelli
arXiv preprint arXiv:2109.12391, 2021
Likelihood Contribution based Multi-scale Architecture for Generative Flows [PDF][BibTex]
Hari Prasanna Das, Pieter Abbeel and Costas J. Spanos
arXiv preprint arXiv:1908.01686v2, 2019
Journal Articles
Machine Learning for Smart and Energy-Efficient Buildings [PDF][BibTex]
Hari Prasanna Das, Yu-Wen Lin, Utkarsha Agwan, Lucas Spangher, Alex Devonport, Yu Yang, Ján Drgoňa, Adrian Chong, Stefano Schiavon and Costas J. Spanos
Environmental Data Science (2024), 3: e1, 1–32.
Environmental Exposures in Singapore Schools: An Ecological Study [PDF][BibTex]
Divya Periyakoil, Hari Prasanna Das, Clayton Miller, Costas J Spanos, Ndola Prata
International Journal of Environmental Research and Public Health 18.4 (2021): 1843.
Personal Thermal Comfort Models with Wearable Sensors [PDF][dataset][BibTex]
Shichao Liu, Stefano Schiavon, Hari Prasanna Das, Ming Jin and Costas J. Spanos
Building and Environment (2019), doi:10.1016/j.buildenv.2019.106281
Conference Proceedings
Improved Dequantization and Normalization Methods for Tabular Data Pre-Processing in Smart Buildings [PDF][BibTex]
Hari Prasanna Das, and Costas J. Spanos
In Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys) 2022
Conditional Synthetic Data Generation for Personal Thermal Comfort Models [PDF][BibTex]
Hari Prasanna Das, and Costas J. Spanos
In Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys) 2022
In Workshop on Deep Learning Practice and Theory for High-Dimensional Sparse and Imbalanced Data (DLP), Conference on Knowledge Discovery and Data Mining (KDD) 2022
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data [PDF][BibTex]
Hari Prasanna Das, Ryan Tran, Japjot Singh, Xiangyu Yue, Geoffrey Tison, Alberto Sangiovanni-Vincentelli, and Costas J. Spanos
In Proceedings of the AAAI Conference on Artificial Intelligence 2022
Time Series-based Deep Learning model for Personal Thermal Comfort Prediction [PDF][BibTex]
Aniruddh Chennapragada, Divya Periyakoil, Hari Prasanna Das, and Costas J. Spanos
In Proceedings of the 13th ACM International Conference on Future Energy Systems (ACM e-Energy) 2022
Unsupervised Personal Thermal Comfort Prediction via Adversarial Domain Adaptation [PDF][BibTex]
Hari Prasanna Das, Stefano Schiavon, Costas J. Spanos
In Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys) 2021 (Best Poster Award)
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training [PDF][BibTex]
Hari Prasanna Das, Ryan Tran, Japjot Singh, Yu-Wen Lin and Costas J. Spanos
Workshop on Machine Learning for Data: Automated Creation, Privacy, Bias, International Conference on Machine Learning (ICML) 2021
Workshop on Data-Efficient Machine Learning (DeMaL), Conference on Knowledge Discovery and Data Mining (KDD) 2021
Do Occupants in a Building exhibit patterns in Energy Consumption? Analyzing Clusters in Energy Social Games [PDF][Slides]
Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu and Costas J. Spanos
Workshop on Tackling Climate Change with Machine Learning, Conference on Neural Information Processing Systems (NeurIPS) 2020
Understanding Distributions of Environmental Parameters for Thermal Comfort Study in Singapore [PDF][BibTex]
Divya Periyakoil, Hari Prasanna Das and Costas J. Spanos
In Proceedings of the Eleventh ACM International Conference on Future Energy Systems (e-Energy ’20), pp. 461–465. DOI:https://doi.org/10.1145/3396851.3402366
BISCUIT: Building Intelligent System CUstomer Investment Tools [PDF][Slides]
Ming Jin, Ruoxi Jia, Hari Prasanna Das, Wei Feng and Costas Spanos
Workshop on Tackling Climate Change with Machine Learning, Internation Conference on Learning Representations (ICLR) 2020
Design, Benchmarking and Graphical Lasso based Explainability Analysis of an Energy Game-Theoretic Framework [PDF][Poster]
Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu and Costas J. Spanos
Workshop on Tackling Climate Change with Machine Learning, Conference on Neural Information Processing Systems (NeurIPS) 2019
A Novel Graphical Lasso Based Approach Towards Segmentation Analysis in Energy Game-Theoretic Frameworks [PDF][BibTex]
Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu and Costas J. Spanos
18th IEEE International Conference On Machine Learning And Applications (ICMLA), Boca Raton, FL, USA, 2019, pp. 1702-1709
Machine Learning empowered Occupancy Sensing for Smart Buildings [PDF][BibTex]
Han Zou, Hari Prasanna Das, Jianfei Yang, Yuxun Zhou and Costas J. Spanos
Climate Change + AI Workshop, International Conference on Machine Learning (ICML) 2019
WiFi and Vision Multimodal Learning for Accurate and Robust Device-Free Human Activity Recognition [PDF][BibTex]
Han Zou, Jianfei Yang, Hari Prasanna Das, Huihan Liu, Yuxun Zhou and Costas J. Spanos
Proceedings of the Multimodal Learning and Applications (MULA) Workshop, Conference on Computer Vision and Pattern Recognition (CVPR) 2019
Consensus Adversarial Domain Adaptation [PDF][BibTex]
Han Zou, Yuxun Zhou, Jianfei Yang, Huihan Liu, Hari Prasanna Das and Costas J. Spanos
Proceedings of the AAAI Conference on Artificial Intelligence 2019
BISCUIT: Building Intelligent System CUstomer Investment Tool [PDF][BibTex]
Ming Jin, Ruoxi Jia, Hari Prasanna Das, Wei Feng and Costas Spanos
Proceedings of the 10th International Conference on Applied Energy (ICAE) 2018
Personal thermal comfort models based on physiological parameters measured by wearable sensors [PDF][BibTex]
Shichao Liu, Ming Jin, Hari Prasanna Das, Costas Spanos and Stefano Schiavon
Proceedings of the Windsor Conference 2018, pp. 431–441
Undergraduate Publications
Development of a micro-phasor measurement unit for distribution system applications [PDF][BibTex][Code]
Hari Prasanna Das and Ashok Kumar Pradhan
Proceedings of the 19th National Power Systems Conference (NPSC), 2016
Micro-Phasor Measurement Unit (μPMU) Development and its Applications [PDF][BibTex][Code]
Hari Prasanna Das
B.Tech (Honors) Thesis
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