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ORCIDCostas J. Spanos
◀ ▷ joint publications with coauthor community group 1
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Publications
- 2024
[c97]Doseok Jang, Larry Yan, Lucas Spangher, Costas J. Spanos:
Active Reinforcement Learning for Robust Building Control. AAAI 2024: 22150-22158- [i40]Shangding Gu, Laixi Shi, Yuhao Ding, Alois Knoll, Costas J. Spanos, Adam Wierman, Ming Jin:
Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation. CoRR abs/2405.20860 (2024) - 2023
- [c96]Doseok Jang
, Lucas Spangher, Tarang Srivastava, Larry Yan, Costas J. Spanos:
Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response. BuildSys@SenSys 2023: 79-88 - [i39]Yu-Wen Lin, Tsz Ling Elaine Tang, Alberto L. Sangiovanni-Vincentelli, Stefano Schiavon, Costas J. Spanos:
From Electronic Design Automation to Building Design Automation: Challenges and Opportunities. CoRR abs/2305.06380 (2023) - [i38]Yu-Wen Lin, Tsz Ling Elaine Tang, Stefano Schiavon, Costas J. Spanos:
Toward Platform-based Building Design. CoRR abs/2305.10949 (2023) - [i37]Doseok Jang, Larry Yan, Lucas Spangher, Costas J. Spanos:
Active Reinforcement Learning for Robust Building Control. CoRR abs/2312.10289 (2023) - 2022
- [j35]Yu Yang, Qing-Shan Jia, Zhanbo Xu, Xiaohong Guan, Costas J. Spanos:
Proximal ADMM for nonconvex and nonsmooth optimization. Autom. 146: 110551 (2022) - [j34]Ioannis C. Konstantakopoulos, Kristy A. Hamilton, Yashaswini Murthy, Tanya Veeravalli, Costas J. Spanos, Roy Dong:
smartSDH: An Experimental Study of Mechanism-Based Building Control. IEEE Syst. J. 16(4): 6289-6299 (2022) - [j33]Yu Yang, Guoqiang Hu, Costas J. Spanos:
Stochastic Optimal Control of HVAC System for Energy-Efficient Buildings. IEEE Trans. Control. Syst. Technol. 30(1): 376-383 (2022) - [c95]Hari Prasanna Das, Ryan Tran, Japjot Singh, Xiangyu Yue, Geoffrey H. Tison, Alberto L. Sangiovanni-Vincentelli, Costas J. Spanos:
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data. AAAI 2022: 11792-11800 - [c94]Aniruddh Chennapragada, Divya Periyakoil, Hari Prasanna Das, Costas J. Spanos:
Time series-based deep learning model for personal thermal comfort prediction. e-Energy 2022: 552-555 - [c93]Hari Prasanna Das, Costas J. Spanos:
Improved dequantization and normalization methods for tabular data pre-processing in smart buildings. BuildSys@SenSys 2022: 168-177 - [c92]Sam Gunn, Doseok Jang, Orr Paradise, Lucas Spangher, Costas J. Spanos:
Adversarial poisoning attacks on reinforcement learning-driven energy pricing. BuildSys@SenSys 2022: 262-265 - [c91]Utkarsha Agwan, Costas J. Spanos, Kameshwar Poolla:
Optimizing participation of buildings and aggregations in incentive-based demand response programs: poster abstract. BuildSys@SenSys 2022: 278-279 - [c90]Hari Prasanna Das, Costas J. Spanos:
Synthetic personal thermal comfort data generation: poster abstract. BuildSys@SenSys 2022: 280-281 - [i36]Hari Prasanna Das, Costas J. Spanos:
Conditional Synthetic Data Generation for Personal Thermal Comfort Models. CoRR abs/2203.05242 (2022) - [i35]Yu Yang, Yue Chen, Guoqiang Hu, Costas J. Spanos:
Optimal Network Charge for Peer-to-Peer Energy Trading: A Grid Perspective. CoRR abs/2205.01945 (2022) - [i34]Yu Yang, Qing-Shan Jia, Zhanbo Xu, Xiaohong Guan, Costas J. Spanos:
Proximal ADMM for Nonconvex and Nonsmooth Optimization. CoRR abs/2205.01951 (2022) - [i33]Yu Yang, Xiaohong Guan, Qing-Shan Jia, Liang Yu, Bolun Xu, Costas J. Spanos:
A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features. CoRR abs/2208.03700 (2022) - [i32]Utkarsha Agwan, Costas J. Spanos, Kameshwar Poolla:
Asset Participation and Aggregation in Incentive-Based Demand Response Programs. CoRR abs/2208.11185 (2022) - [i31]Doseok Jang, Larry Yan, Lucas Spangher, Costas J. Spanos:
Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning. CoRR abs/2210.06820 (2022) - [i30]Hari Prasanna Das, Yu-Wen Lin, Utkarsha Agwan, Lucas Spangher, Alex Devonport, Yu Yang, Ján Drgona, Adrian Chong, Stefano Schiavon, Costas J. Spanos:
Machine Learning for Smart and Energy-Efficient Buildings. CoRR abs/2211.14889 (2022) - 2021
- [j32]Yu Yang, Seshadhri Srinivasan, Guoqiang Hu, Costas J. Spanos:
Distributed Control of Multizone HVAC Systems Considering Indoor Air Quality. IEEE Trans. Control. Syst. Technol. 29(6): 2586-2597 (2021) - [j31]Yu Yang, Guoqiang Hu, Costas J. Spanos:
Optimal Sharing and Fair Cost Allocation of Community Energy Storage. IEEE Trans. Smart Grid 12(5): 4185-4194 (2021) - [c89]Utkarsha Agwan, Lucas Spangher, William F. Arnold, Tarang Srivastava, Kameshwar Poolla, Costas J. Spanos:
Pricing in Prosumer Aggregations using Reinforcement Learning. e-Energy 2021: 220-224 - [c88]Yu-Wen Lin, Tsz Ling Elaine Tang, Costas J. Spanos:
Hybrid Approach for Digital Twins in the Built Environment. e-Energy 2021: 450-457 - [c87]Doseok Jang, Lucas Spangher, Manan Khattar, Utkarsha Agwan, Costas J. Spanos:
Using Meta Reinforcement Learning to Bridge the Gap between Simulation and Experiment in Energy Demand Response. e-Energy 2021: 483-487 - [c86]William F. Arnold, Tarang Srivastava, Lucas Spangher, Utkarsha Agwan, Costas J. Spanos:
Adapting Surprise Minimizing Reinforcement Learning Techniques for Transactive Control. e-Energy 2021: 488-492 - [c85]Utkarsha Agwan, Kameshwar Poolla, Costas J. Spanos:
Optimal Composition of Prosumer Aggregations. ISGT-Europe 2021: 1-5 - [c84]Doseok Jang, Lucas Spangher, Tarang Srivastava, Manan Khattar, Utkarsha Agwan, Selvaprabu Nadarajah, Costas J. Spanos:
Offline-online reinforcement learning for energy pricing in office demand response: lowering energy and data costs. BuildSys@SenSys 2021: 131-139 - [c83]Doseok Jang, Lucas Spangher, Manan Khattar, Utkarsha Agwan, Selvaprabuh Nadarajah, Costas J. Spanos:
Offline-online reinforcement learning for generalizing demand response price-setting to energy systems. BuildSys@SenSys 2021: 220-221 - [c82]Hari Prasanna Das, Stefano Schiavon, Costas J. Spanos:
Unsupervised personal thermal comfort prediction via adversarial domain adaptation. BuildSys@SenSys 2021: 230-231 - [c81]Utkarsha Agwan, Costas J. Spanos, Kameshwar Poolla:
Asset Participation and Aggregation in Incentive-Based Demand Response Programs. SmartGridComm 2021: 89-94 - [p1]Jianfei Yang, Han Zou, Lihua Xie, Costas J. Spanos:
Deep Learning and Unsupervised Domain Adaptation for WiFi-based Sensing. Generalization with Deep Learning 2021: 79-100 - [i29]Doseok Jang, Lucas Spangher, Manan Khattar, Utkarsha Agwan, Costas J. Spanos:
Using Meta Reinforcement Learning to Bridge the Gap between Simulation and Experiment in Energy Demand Response. CoRR abs/2104.14670 (2021) - [i28]Doseok Jang, Lucas Spangher, Manan Khattar, Utkarsha Agwan, Selvaprabuh Nadarajah, Costas J. Spanos:
Offline-Online Reinforcement Learning for Energy Pricing in Office Demand Response: Lowering Energy and Data Costs. CoRR abs/2108.06594 (2021) - [i27]Hari Prasanna Das, Ryan Tran, Japjot Singh, Yu-Wen Lin, Costas J. Spanos:
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training. CoRR abs/2108.11368 (2021) - [i26]Hari Prasanna Das, Ryan Tran, Japjot Singh, Xiangyu Yue, Geoff Tison, Alberto L. Sangiovanni-Vincentelli, Costas J. Spanos:
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data. CoRR abs/2109.06486 (2021) - [i25]William F. Arnold, Tarang Srivastava, Lucas Spangher, Utkarsha Agwan, Costas J. Spanos:
Adapting Surprise Minimizing Reinforcement Learning Techniques for Transactive Control. CoRR abs/2111.06025 (2021) - 2020
- [j30]Miao He, Weixi Gu, Ying Kong, Lin Zhang, Costas J. Spanos, Khalid M. Mosalam:
CausalBG: Causal Recurrent Neural Network for the Blood Glucose Inference With IoT Platform. IEEE Internet Things J. 7(1): 598-610 (2020) - [j29]Han Zou, Chunlin Chen, Maoxun Li, Jianfei Yang, Yuxun Zhou, Lihua Xie, Costas J. Spanos:
Adversarial Learning-Enabled Automatic WiFi Indoor Radio Map Construction and Adaptation With Mobile Robot. IEEE Internet Things J. 7(8): 6946-6954 (2020) - [j28]Dan Li, Yuxun Zhou, Guoqiang Hu, Costas J. Spanos:
Handling Incomplete Sensor Measurements in Fault Detection and Diagnosis for Building HVAC Systems. IEEE Trans Autom. Sci. Eng. 17(2): 833-846 (2020) - [j27]Yu Yang, Guoqiang Hu, Costas J. Spanos:
HVAC Energy Cost Optimization for a Multizone Building via a Decentralized Approach. IEEE Trans Autom. Sci. Eng. 17(4): 1950-1960 (2020) - [j26]Linh V. Nguyen, Guoqiang Hu, Costas J. Spanos:
Efficient Sensor Deployments for Spatio-Temporal Environmental Monitoring. IEEE Trans. Syst. Man Cybern. Syst. 50(12): 5306-5316 (2020) - [c80]Lucas Spangher, Akash Gokul, Manan Khattar, Joseph Palakapilly, Akaash Tawade, Adam Bouyamourn, Alex Devonport, Costas J. Spanos:
Prospective Experiment for Reinforcement Learning on Demand Response in a Social Game Framework. e-Energy 2020: 438-444 - [c79]Divya Periyakoil, Hari Prasanna Das, Costas J. Spanos:
Understanding Distributions of Environmental Parameters for Thermal Comfort Study in Singapore. e-Energy 2020: 461-465 - [c78]Rohit Chandra, Naga Brahmendra Yadav Gorla, Aravinth Subramaniam, Hasmat Malik, Sanjib Kumar Panda, Kameshwar Poolla, Costas J. Spanos:
A Survey of Failure Mechanisms and Statistics for Critical Electrical Equipment in Buildings. IECON 2020: 1955-1961 - [c77]Rohit Chandra, K. R. Krishnanand, Hoan Thong, Edwin Goh, Sanjib Kumar Panda, Costas J. Spanos:
Demonstration of Transactive Control of Commercial Buildings as Energy Nodes. IECON 2020: 1968-1973 - [i24]Yu Yang, Guoqiang Hu, Costas J. Spanos:
A Proximal Linearization-based Decentralized Method for Nonconvex Problems with Nonlinear Constraints. CoRR abs/2001.00767 (2020) - [i23]Ioannis C. Konstantakopoulos, Kristy A. Hamilton, Tanya Veeravalli, Costas J. Spanos, Roy Dong:
smartSDH: A Mechanism Design Approach to Building Control. CoRR abs/2001.02807 (2020) - [i22]Yu Yang, Seshadhri Srinivasan, Guoqiang Hu, Costas J. Spanos:
Distributed Control of Multi-zone HVAC Systems Considering Indoor Air Quality. CoRR abs/2003.08208 (2020) - [i21]Yu Yang, Guoqiang Hu, Costas J. Spanos:
Optimal Sharing and and Fair Cost Allocation of Community Energy Storage. CoRR abs/2010.15455 (2020) - [i20]Yu Yang, Utkarsha Agwan, Guoqiang Hu, Costas J. Spanos:
Selling Renewable Utilization Service to Consumers via Cloud Energy Storage. CoRR abs/2012.14650 (2020) - 2019
- [j25]Han Zou, Yuxun Zhou, Jianfei Yang, Costas J. Spanos:
Unsupervised WiFi-Enabled IoT Device-User Association for Personalized Location-Based Service. IEEE Internet Things J. 6(1): 1238-1245 (2019) - [j24]Han Zou, Yuxun Zhou, Reza Arghandeh, Costas J. Spanos:
Multiple Kernel Semi-Representation Learning With Its Application to Device-Free Human Activity Recognition. IEEE Internet Things J. 6(5): 7670-7680 (2019) - [j23]Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nezihe Merve Gürel, Bo Li, Ce Zhang, Costas J. Spanos, Dawn Song:
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms. Proc. VLDB Endow. 12(11): 1610-1623 (2019) - [j22]Dan Li, Yuxun Zhou, Guoqiang Hu, Costas J. Spanos:
Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data. IEEE Trans Autom. Sci. Eng. 16(3): 1412-1425 (2019) - [j21]Yuxun Zhou, Reza Arghandeh, Han Zou, Costas J. Spanos:
Nonparametric Event Detection in Multiple Time Series for Power Distribution Networks. IEEE Trans. Ind. Electron. 66(2): 1619-1628 (2019) - [c76]Han Zou, Yuxun Zhou, Jianfei Yang, Huihan Liu, Hari Prasanna Das, Costas J. Spanos:
Consensus Adversarial Domain Adaptation. AAAI 2019: 5997-6004 - [c75]Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gürel, Bo Li, Ce Zhang, Dawn Song, Costas J. Spanos:
Towards Efficient Data Valuation Based on the Shapley Value. AISTATS 2019: 1167-1176 - [c74]Han Zou, Jianfei Yang, Hari Prasanna Das, Huihan Liu, Yuxun Zhou, Costas J. Spanos:
WiFi and Vision Multimodal Learning for Accurate and Robust Device-Free Human Activity Recognition. CVPR Workshops 2019: 426-433 - [c73]Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu, Costas J. Spanos:
A Novel Graphical Lasso Based Approach Towards Segmentation Analysis in Energy Game-Theoretic Frameworks. ICMLA 2019: 1702-1709 - [i19]Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gürel, Bo Li, Ce Zhang, Dawn Song, Costas J. Spanos:
Towards Efficient Data Valuation Based on the Shapley Value. CoRR abs/1902.10275 (2019) - [i18]Yu Yang, Guoqiang Hu, Costas J. Spanos:
HVAC Energy Cost Optimization for a Multi-zone Building via a Decentralized Approach. CoRR abs/1905.10934 (2019) - [i17]Hari Prasanna Das, Pieter Abbeel, Costas J. Spanos:
Dimensionality Reduction Flows. CoRR abs/1908.01686 (2019) - [i16]Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nezihe Merve Gürel, Bo Li, Ce Zhang, Costas J. Spanos, Dawn Song:
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms. CoRR abs/1908.08619 (2019) - [i15]Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu, Costas J. Spanos:
A Novel Graphical Lasso based approach towards Segmentation Analysis in Energy Game-Theoretic Frameworks. CoRR abs/1910.02217 (2019) - [i14]Ioannis C. Konstantakopoulos, Hari Prasanna Das, Andrew R. Barkan, Shiying He, Tanya Veeravalli, Huihan Liu, Aummul Baneen Manasawala, Yu-Wen Lin, Costas J. Spanos:
Design, Benchmarking and Explainability Analysis of a Game-Theoretic Framework towards Energy Efficiency in Smart Infrastructure. CoRR abs/1910.07899 (2019) - [i13]Yu Yang, Guoqiang Hu, Costas J. Spanos:
Stochastic Optimal Control of HVAC system for Energy-efficient Buildings. CoRR abs/1911.00840 (2019) - 2018
- [j20]Diego Muñoz-Carpintero, Guoqiang Hu, Costas J. Spanos:
Stochastic Model Predictive Control with adaptive constraint tightening for non-conservative chance constraints satisfaction. Autom. 96: 32-39 (2018) - [j19]Ruoxi Jia, Baihong Jin, Ming Jin, Yuxun Zhou, Ioannis C. Konstantakopoulos, Han Zou, Joyce Kim, Dan Li, Weixi Gu, Reza Arghandeh, Pierluigi Nuzzo, Stefano Schiavon, Alberto L. Sangiovanni-Vincentelli, Costas J. Spanos:
Design Automation for Smart Building Systems. Proc. IEEE 106(9): 1680-1699 (2018) - [j18]Kevin Weekly, Ming Jin, Han Zou, Christopher Hsu, Chris Soyza, Alexandre M. Bayen, Costas J. Spanos:
Building-in-Briefcase: A Rapidly-Deployable Environmental Sensor Suite for the Smart Building. Sensors 18(5): 1381 (2018) - [j17]Ming Jin, Nikolaos Bekiaris-Liberis, Kevin Weekly, Costas J. Spanos, Alexandre M. Bayen:
Occupancy Detection via Environmental Sensing. IEEE Trans Autom. Sci. Eng. 15(2): 443-455 (2018) - [j16]Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin, S. Shankar Sastry, Costas J. Spanos:
A Robust Utility Learning Framework via Inverse Optimization. IEEE Trans. Control. Syst. Technol. 26(3): 954-970 (2018) - [j15]Fisayo Caleb Sangogboye, Ruoxi Jia, Tianzhen Hong, Costas J. Spanos, Mikkel Baun Kjærgaard:
A Framework for Privacy-Preserving Data Publishing with Enhanced Utility for Cyber-Physical Systems. ACM Trans. Sens. Networks 14(3-4): 30:1-30:22 (2018) - [j14]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Energy Management Considering Load Operations and Forecast Errors With Application to HVAC Systems. IEEE Trans. Smart Grid 9(2): 605-614 (2018) - [j13]Yuxun Zhou, Reza Arghandeh, Costas J. Spanos:
Partial Knowledge Data-Driven Event Detection for Power Distribution Networks. IEEE Trans. Smart Grid 9(5): 5152-5162 (2018) - [c72]Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos:
WiFi-Based Human Identification via Convex Tensor Shapelet Learning. AAAI 2018: 1711-1719 - [c71]Yuxun Zhou, Han Zou, Reza Arghandeh, Weixi Gu, Costas J. Spanos:
Non-Parametric Outliers Detection in Multiple Time Series A Case Study: Power Grid Data Analysis. AAAI 2018: 4605-4612 - [c70]Ruoxi Jia, Ioannis C. Konstantakopoulos, Bo Li, Costas J. Spanos:
Poisoning Attacks on Data-Driven Utility Learning in Games. ACC 2018: 5774-5780 - [c69]Han Zou, Yuxun Zhou, Jianfei Yang, Hao Jiang, Lihua Xie, Costas J. Spanos:
DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network. ICC 2018: 1-6 - [c68]Han Zou, Yuxun Zhou, Jianfei Yang, Hao Jiang, Lihua Xie, Costas J. Spanos:
WiFi-enabled Device-free Gesture Recognition for Smart Home Automation. ICCA 2018: 476-481 - [c67]Yipeng Pang, Guoqiang Hu, Costas J. Spanos:
Distributed Model Predictive Control of a HVAC System via a Projected Subgradient Method. ICCA 2018: 878-883 - [c66]Han Zou, Jianfei Yang, Yuxun Zhou, Lihua Xie, Costas J. Spanos:
Robust WiFi-Enabled Device-Free Gesture Recognition via Unsupervised Adversarial Domain Adaptation. ICCCN 2018: 1-8 - [c65]Han Zou, Jianfei Yang, Yuxun Zhou, Costas J. Spanos:
Joint Adversarial Domain Adaptation for Resilient WiFi-Enabled Device-Free Gesture Recognition. ICMLA 2018: 202-207 - [i12]Ioannis C. Konstantakopoulos, Andrew R. Barkan, Shiying He, Tanya Veeravalli, Huihan Liu, Costas J. Spanos:
A Deep Learning and Gamification Approach to Energy Conservation at Nanyang Technological University. CoRR abs/1809.05142 (2018) - [i11]Jingkang Wang, Ruoxi Jia, Gerald Friedland, Bo Li, Costas J. Spanos:
One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy. CoRR abs/1810.09650 (2018) - [i10]Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala, Tanya Veeravalli, Huihan Liu, Costas J. Spanos:
Segmentation Analysis in Human Centric Cyber-Physical Systems using Graphical Lasso. CoRR abs/1810.10533 (2018) - 2017
- [j12]Weixi Gu, Yuxun Zhou, Zimu Zhou, Xi Liu, Han Zou, Pei Zhang, Costas J. Spanos, Lin Zhang:
SugarMate: Non-intrusive Blood Glucose Monitoring with Smartphones. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 1(3): 54:1-54:27 (2017) - [j11]Dan Li, Yuxun Zhou, Guoqiang Hu, Costas J. Spanos:
Optimal Sensor Configuration and Feature Selection for AHU Fault Detection and Diagnosis. IEEE Trans. Ind. Informatics 13(3): 1369-1380 (2017) - [j10]Ming Jin, Ruoxi Jia, Costas J. Spanos:
Virtual Occupancy Sensing: Using Smart Meters to Indicate Your Presence. IEEE Trans. Mob. Comput. 16(11): 3264-3277 (2017) - [j9]Han Zou, Ming Jin, Hao Jiang, Lihua Xie, Costas J. Spanos:
WinIPS: WiFi-Based Non-Intrusive Indoor Positioning System With Online Radio Map Construction and Adaptation. IEEE Trans. Wirel. Commun. 16(12): 8118-8130 (2017) - [c64]Yuxun Zhou, Zhaoyi Kang, Costas J. Spanos:
Parametric Dual Maximization for Non-Convex Learning Problems. AAAI 2017: 2956-2962 - [c63]Ruoxi Jia, Roy Dong, Prashanth Ganesh, Shankar Sastry, Costas J. Spanos:
Towards a theory of free-lunch privacy in cyber-physical systems. Allerton 2017: 902-910 - [c62]Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin, Costas J. Spanos:
Leveraging correlations in utility learning. ACC 2017: 5249-5256 - [c61]Zheming Wang, Guoqiang Hu, Costas J. Spanos:
Distributed model predictive control of bilinear HVAC systems using a convexification method. ASCC 2017: 1608-1613 - [c60]Zhanbo Xu, Guoqiang Hu, Costas J. Spanos:
Reliability of high renewable penetration microgrid facilitated by coordination of air conditioning system and cooling fans. CASE 2017: 918-923 - [c59]Ruoxi Jia, Roy Dong, Shankar Sastry, Costas J. Spanos:
Optimal sensor-controller codesign for privacy in dynamical systems. CDC 2017: 4004-4011 - [c58]Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos:
FreeCount: Device-Free Crowd Counting with Commodity WiFi. GLOBECOM 2017: 1-6 - [c57]Weixi Gu, Yunxin Liu, Yuxun Zhou, Zimu Zhou, Costas J. Spanos, Lin Zhang:
BikeSafe: bicycle behavior monitoring via smartphones. UbiComp/ISWC Adjunct 2017: 45-48 - [c56]Linh V. Nguyen, Guoqiang Hu, Costas J. Spanos:
Spatio-temporal environmental monitoring for smart buildings. ICCA 2017: 277-282 - [c55]Linh V. Nguyen, Guoqiang Hu, Costas J. Spanos:
Efficient spatio-temporal sensor deployments: A smart building application. ICCA 2017: 612-617 - [c54]Ruoxi Jia, Roy Dong, S. Shankar Sastry, Costas J. Spanos:
Privacy-enhanced architecture for occupancy-based HVAC Control. ICCPS 2017: 177-186 - [c53]Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos:
Multiple Kernel Representation Learning for WiFi-Based Human Activity Recognition. ICMLA 2017: 268-274 - [c52]Palak Jain, Li Jian, Jason Poon, Costas J. Spanos, Seth R. Sanders, Jian-Xin Xu, Sanjib Kumar Panda:
A luenberger observer-based fault detection and identification scheme for photovoltaic DC-DC converters. IECON 2017: 5015-5020 - [c51]Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos:
Poster: WiFi-based Device-Free Human Activity Recognition via Automatic Representation Learning. MobiCom 2017: 606-608 - [c50]Weixi Gu, Zimu Zhou, Yuxun Zhou, Han Zou, Yunxin Liu, Costas J. Spanos, Lin Zhang:
BikeMate: Bike Riding Behavior Monitoring with Smartphones. MobiQuitous 2017: 313-322 - [c49]Han Zou, Yuxun Zhou, Jianfei Yang, Weixi Gu, Lihua Xie, Costas J. Spanos:
FreeDetector: Device-Free Occupancy Detection with Commodity WiFi. SECON Workshops 2017: 14-18 - [c48]Ruoxi Jia, Fisayo Caleb Sangogboye, Tianzhen Hong, Costas J. Spanos, Mikkel Baun Kjærgaard:
PAD: protecting anonymity in publishing building related datasets. BuildSys@SenSys 2017: 4:1-4:10 - [c47]Ming Jin, Shichao Liu, Yulun Tian, Mingjian Lu, Stefano Schiavon, Costas J. Spanos:
Indoor environmental quality monitoring by autonomous mobile sensing. BuildSys@SenSys 2017: 20:1-20:4 - [c46]Ruoxi Jia, Fisayo Caleb Sangogboye, Tianzhen Hong, Costas J. Spanos, Mikkel Baun Kjærgaard:
Privacy-preserving building-related data publication using PAD. BuildSys@SenSys 2017: 32:1-32:2 - [c45]Ming Jin, Andreas C. Damianou, Pieter Abbeel, Costas J. Spanos:
Inverse Reinforcement Learning via Deep Gaussian Process. UAI 2017 - [c44]Han Zou, Yuxun Zhou, Hao Jiang, Baoqi Huang, Lihua Xie, Costas J. Spanos:
Adaptive Localization in Dynamic Indoor Environments by Transfer Kernel Learning. WCNC 2017: 1-6 - [i9]Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin, S. Shankar Sastry, Costas J. Spanos:
A Robust Utility Learning Framework via Inverse Optimization. CoRR abs/1704.07933 (2017) - 2016
- [j8]Ruoxi Jia, Ming Jin, Han Zou, Yigitcan Yesilata, Lihua Xie, Costas J. Spanos:
MapSentinel: Can the Knowledge of Space Use Improve Indoor Tracking Further? Sensors 16(4): 472 (2016) - [c43]Yuxun Zhou, Ninghang Hu, Costas J. Spanos:
Veto-Consensus Multiple Kernel Learning. AAAI 2016: 2407-2414 - [c42]Yuxun Zhou, Reza Arghandeh, Ioannis C. Konstantakopoulos, Shayaan Abdullah, Costas J. Spanos:
Data-driven event detection with partial knowledge: A Hidden Structure Semi-Supervised learning method. ACC 2016: 5962-5968 - [c41]Dan Li, Yuxun Zhou, Guoqiang Hu, Costas J. Spanos:
Fusing system configuration information for building cooling plant Fault Detection and severity level identification. CASE 2016: 1319-1325 - [c40]Yuxun Zhou, Costas J. Spanos:
On a class of multi-parametric quadratic programming and its applications to machine learning. CDC 2016: 2826-2833 - [c39]Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin, Costas J. Spanos, S. Shankar Sastry:
Inverse modeling of non-cooperative agents via mixture of utilities. CDC 2016: 6327-6334 - [c38]Yuxun Zhou, Reza Arghandeh, Costas J. Spanos:
Online learning of Contextual Hidden Markov Models for temporal-spatial data analysis. CDC 2016: 6335-6341 - [c37]Weixi Gu, Ming Jin, Zimu Zhou, Costas J. Spanos, Lin Zhang:
MetroEye: towards fine-grained passenger tracking underground. UbiComp Adjunct 2016: 77-80 - [c36]R. Lily Hu, Kevin Leahy, Ioannis C. Konstantakopoulos, David M. Auslander, Costas J. Spanos, Alice M. Agogino:
Using Domain Knowledge Features for Wind Turbine Diagnostics. ICMLA 2016: 300-307 - [c35]Kevin Leahy, R. Lily Hu, Ioannis C. Konstantakopoulos, Costas J. Spanos, Alice M. Agogino:
Diagnosing wind turbine faults using machine learning techniques applied to operational data. ICPHM 2016: 1-8 - [c34]Han Zou, Ming Jin, Hao Jiang, Lihua Xie, Costas J. Spanos:
WinIPS: WiFi-based non-intrusive IPS for online radio map construction. INFOCOM Workshops 2016: 1081-1082 - [c33]Han Zou, Yuxun Zhou, Hao Jiang, Baoqi Huang, Lihua Xie, Costas J. Spanos:
A transfer kernel learning based strategy for adaptive localization in dynamic indoor environments: poster. MobiCom 2016: 462-464 - [c32]Weixi Gu, Ming Jin, Zimu Zhou, Costas J. Spanos, Lin Zhang:
MetroEye: Smart Tracking Your Metro Trips Underground. MobiQuitous 2016: 84-93 - [c31]Yuxun Zhou, Costas J. Spanos:
Causal meets Submodular: Subset Selection with Directed Information. NIPS 2016: 2649-2657 - [c30]Yuxun Zhou, Jae Yeon Baek, Dan Li, Costas J. Spanos:
Optimal Training and Efficient Model Selection for Parameterized Large Margin Learning. PAKDD (1) 2016: 52-64 - [c29]Yuxun Zhou, Reza Arghandeh, Ioannis C. Konstantakopoulos, Shayaan Abdullah, Alexandra von Meier, Costas J. Spanos:
Abnormal event detection with high resolution micro-PMU data. PSCC 2016: 1-7 - [i8]Ruoxi Jia, Roy Dong, S. Shankar Sastry, Costas J. Spanos:
Privacy-Enhanced Architecture for Occupancy-based HVAC Control. CoRR abs/1607.03140 (2016) - 2015
- [j7]Kai Ma, Guoqiang Hu, Costas J. Spanos:
A Cooperative Demand Response Scheme Using Punishment Mechanism and Application to Industrial Refrigerated Warehouses. IEEE Trans. Ind. Informatics 11(6): 1520-1531 (2015) - [c28]Ruoxi Jia, Ming Jin, Zilong Chen, Costas J. Spanos:
SoundLoc: Accurate room-level indoor localization using acoustic signatures. CASE 2015: 186-193 - [c27]Ming Jin, Lin Zhang, Costas J. Spanos:
Power prediction through energy consumption pattern recognition for smart buildings. CASE 2015: 419-424 - [c26]Ming Jin, Costas J. Spanos:
BRIEF: Bayesian Regression of Infinite Expert Forecasters for single and multiple time series prediction. CDC 2015: 78-83 - [c25]Ming Jin, Lillian J. Ratliff, Ioannis C. Konstantakopoulos, Costas J. Spanos, Shankar Sastry:
REST: a reliable estimation of stopping time algorithm for social game experiments. ICCPS 2015: 90-99 - [c24]Yuxun Zhou, Dan Li, Costas J. Spanos:
Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control. ICDM Workshops 2015: 430-439 - [c23]Yuxun Zhou, Baihong Jin, Costas J. Spanos:
Learning Convex Piecewise Linear Machine for Data-Driven Optimal Control. ICMLA 2015: 966-972 - [c22]Ruoxi Jia, Ming Jin, Han Zou, Yigitcan Yesilata, Lihua Xie, Costas J. Spanos:
Poster Abstract: MapSentinel: Map-Aided Non-intrusive Indoor Tracking in Sensor-Rich Environments. BuildSys@SenSys 2015: 109-110 - [c21]Ruoxi Jia, Yang Gao, Costas J. Spanos:
A fully unsupervised non-intrusive load monitoring framework. SmartGridComm 2015: 872-878 - [i7]Ming Jin, Costas J. Spanos:
Inverse Reinforcement Learning via Deep Gaussian Process. CoRR abs/1512.08065 (2015) - 2014
- [j6]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Distributed Energy Consumption Control via Real-Time Pricing Feedback in Smart Grid. IEEE Trans. Control. Syst. Technol. 22(5): 1907-1914 (2014) - [c20]Lillian J. Ratliff, Ming Jin, Ioannis C. Konstantakopoulos, Costas J. Spanos, S. Shankar Sastry:
Social game for building energy efficiency: Incentive design. Allerton 2014: 1011-1018 - [c19]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Cooperative demand response using repeated game for price-anticipating buildings in smart grid. ICARCV 2014: 565-570 - [c18]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Dynamics of electricity markets with unknown utility functions: An extremum seeking control approach. ICCA 2014: 302-307 - [c17]Zhaoyi Kang, Costas J. Spanos:
Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System. ICMLA 2014: 171-177 - [c16]Ming Jin, Han Zou, Kevin Weekly, Ruoxi Jia, Alexandre M. Bayen, Costas J. Spanos:
Environmental sensing by wearable device for indoor activity and location estimation. IECON 2014: 5369-5375 - [c15]Zhaoyi Kang, Ming Jin, Costas J. Spanos:
Modeling of end-use energy profile: An appliance-data-driven stochastic approach. IECON 2014: 5382-5388 - [c14]Ming Jin, Ruoxi Jia, Zhaoyi Kang, Ioannis C. Konstantakopoulos, Costas J. Spanos:
PresenceSense: zero-training algorithm for individual presence detection based on power monitoring. BuildSys@SenSys 2014: 1-10 - [i6]Ming Jin, Han Zou, Kevin Weekly, Ruoxi Jia, Alexandre M. Bayen, Costas J. Spanos:
Environmental Sensing by Wearable Device for Indoor Activity and Location Estimation. CoRR abs/1406.5765 (2014) - [i5]Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin, S. Shankar Sastry, Costas J. Spanos:
Social Game for Building Energy Efficiency: Utility Learning, Simulation, and Analysis. CoRR abs/1407.0727 (2014) - [i4]Ming Jin, Ruoxi Jia, Zhaoyi Kang, Ioannis C. Konstantakopoulos, Costas J. Spanos:
PresenceSense: Zero-training Algorithm for Individual Presence Detection based on Power Monitoring. CoRR abs/1407.4395 (2014) - [i3]Ruoxi Jia, Ming Jin, Costas J. Spanos:
SoundLoc: Acoustic Method for Indoor Localization without Infrastructure. CoRR abs/1407.4409 (2014) - [i2]Zhaoyi Kang, Costas J. Spanos:
Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System. CoRR abs/1407.4430 (2014) - [i1]Kevin Weekly, Ming Jin, Han Zou, Christopher Hsu, Alexandre M. Bayen, Costas J. Spanos:
Building-in-Briefcase (BiB). CoRR abs/1409.1660 (2014) - 2013
- [c13]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Energy consumption scheduling in smart grid: A non-cooperative game approach. ASCC 2013: 1-6 - [c12]Kevin Weekly, Donghyun Rim, Lin Zhang, Alexandre M. Bayen, William W. Nazaroff, Costas J. Spanos:
Low-cost coarse airborne particulate matter sensing for indoor occupancy detection. CASE 2013: 32-37 - [c11]Bin Li, Wei Feng, Lin Zhang, Costas J. Spanos:
DEPEND: Density adaptive power efficient neighbor discovery for wearable body sensors. CASE 2013: 581-586 - [c10]Yuxun Zhou, Zhaoyi Kang, Lin Zhang, Costas J. Spanos:
Causal analysis for non-stationary time series in sensor-rich smart buildings. CASE 2013: 593-598 - [c9]Kai Ma, Guoqiang Hu, Costas J. Spanos:
Transmission power allocation for cooperative relay-based neighborhood area networks for smart grid. CASE 2013: 599-604 - [c8]Zhaoyi Kang, Yuxun Zhou, Lin Zhang, Costas J. Spanos:
Virtual power sensing based on a multiple-hypothesis sequential test. SmartGridComm 2013: 785-790 - 2011
- [j5]Lerong Cheng, Puneet Gupta, Costas J. Spanos, Kun Qian, Lei He:
Physically Justifiable Die-Level Modeling of Spatial Variation in View of Systematic Across Wafer Variability. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 30(3): 388-401 (2011) - [j4]Borivoje Nikolic, Ji-Hoon Park, Jaehwa Kwak, Bastien Giraud, Zheng Guo, Liang-Teck Pang, Seng Oon Toh, Ruzica Jevtic, Kun Qian, Costas J. Spanos:
Technology Variability From a Design Perspective. IEEE Trans. Circuits Syst. I Regul. Pap. 58-I(9): 1996-2009 (2011) - [c6]Yu Ben, Costas J. Spanos:
Estimating the probability density function of critical path delay via partial least squares dimension reduction. ISQED 2011: 721-727 - 2010
- [c5]Yu Ben, Laurent El Ghaoui, Kameshwar Poolla, Costas J. Spanos:
Yield-constrained digital circuit sizing via sequential geometric programming. ISQED 2010: 114-121 - 2009
- [j3]Liang-Teck Pang, Kun Qian, Costas J. Spanos, Borivoje Nikolic:
Measurement and Analysis of Variability in 45 nm Strained-Si CMOS Technology. IEEE J. Solid State Circuits 44(8): 2233-2243 (2009) - [c4]Lerong Cheng, Puneet Gupta, Costas J. Spanos, Kun Qian, Lei He:
Physically justifiable die-level modeling of spatial variation in view of systematic across wafer variability. DAC 2009: 104-109 - 2005
- [c3]Paul Friedberg, Yu Cao, Jason Cain, Ruth Wang, Jan M. Rabaey, Costas J. Spanos:
Modeling Within-Die Spatial Correlation Effects for Process-Design Co-Optimization. ISQED 2005: 516-521 - 2004
- [c2]Michiel Krüger, Kameshwar Poolla, Costas J. Spanos:
A class of impedance tomography based sensors for semiconductor manufacturing. ACC 2004: 2178-2183 - 2002
- [c1]Michiel Krüger, Kameshwar Poolla, Costas J. Spanos:
Electrical impedance tomography based sensors for semiconductor manufacturing. ACC 2002: 3678-3683
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