Costas J. Spanos

Orcid: 0000-0001-7242-4951

Affiliations:
  • University of California, Berkeley, USA


According to our database1, Costas J. Spanos authored at least 157 papers between 1986 and 2024.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2000, "For contributions and leadership in semiconductor manufacturing.".

Timeline

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Bibliography

2024
Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation.
CoRR, 2024

Active Reinforcement Learning for Robust Building Control.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Toward Platform-based Building Design.
CoRR, 2023

From Electronic Design Automation to Building Design Automation: Challenges and Opportunities.
CoRR, 2023

Personalized Federated Hypernetworks for Multi-Task Reinforcement Learning in Microgrid Energy Demand Response.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023

2022
Stochastic Optimal Control of HVAC System for Energy-Efficient Buildings.
IEEE Trans. Control. Syst. Technol., 2022

smartSDH: An Experimental Study of Mechanism-Based Building Control.
IEEE Syst. J., 2022

Machine Learning for Smart and Energy-Efficient Buildings.
CoRR, 2022

Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning.
CoRR, 2022

A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features.
CoRR, 2022

Optimal Network Charge for Peer-to-Peer Energy Trading: A Grid Perspective.
CoRR, 2022

Conditional Synthetic Data Generation for Personal Thermal Comfort Models.
CoRR, 2022

Proximal ADMM for nonconvex and nonsmooth optimization.
Autom., 2022

Adversarial poisoning attacks on reinforcement learning-driven energy pricing.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Synthetic personal thermal comfort data generation: poster abstract.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Improved dequantization and normalization methods for tabular data pre-processing in smart buildings.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Optimizing participation of buildings and aggregations in incentive-based demand response programs: poster abstract.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022

Time series-based deep learning model for personal thermal comfort prediction.
Proceedings of the e-Energy '22: The Thirteenth ACM International Conference on Future Energy Systems, Virtual Event, 28 June 2022, 2022

Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Optimal Sharing and Fair Cost Allocation of Community Energy Storage.
IEEE Trans. Smart Grid, 2021

Distributed Control of Multizone HVAC Systems Considering Indoor Air Quality.
IEEE Trans. Control. Syst. Technol., 2021

CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training.
CoRR, 2021

Offline-Online Reinforcement Learning for Energy Pricing in Office Demand Response: Lowering Energy and Data Costs.
CoRR, 2021

Asset Participation and Aggregation in Incentive-Based Demand Response Programs.
Proceedings of the IEEE International Conference on Communications, 2021

Offline-online reinforcement learning for energy pricing in office demand response: lowering energy and data costs.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021

Offline-online reinforcement learning for generalizing demand response price-setting to energy systems.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021

Unsupervised personal thermal comfort prediction via adversarial domain adaptation.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021

Optimal Composition of Prosumer Aggregations.
Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, 2021

Hybrid Approach for Digital Twins in the Built Environment.
Proceedings of the e-Energy '21: The Twelfth ACM International Conference on Future Energy Systems, Virtual Event, Torino, Italy, 28 June, 2021

Using Meta Reinforcement Learning to Bridge the Gap between Simulation and Experiment in Energy Demand Response.
Proceedings of the e-Energy '21: The Twelfth ACM International Conference on Future Energy Systems, Virtual Event, Torino, Italy, 28 June, 2021

Adapting Surprise Minimizing Reinforcement Learning Techniques for Transactive Control.
Proceedings of the e-Energy '21: The Twelfth ACM International Conference on Future Energy Systems, Virtual Event, Torino, Italy, 28 June, 2021

Pricing in Prosumer Aggregations using Reinforcement Learning.
Proceedings of the e-Energy '21: The Twelfth ACM International Conference on Future Energy Systems, Virtual Event, Torino, Italy, 28 June, 2021

Deep Learning and Unsupervised Domain Adaptation for WiFi-based Sensing.
Proceedings of the Generalization with Deep Learning: For Improvement on Sensing Capability, 2021

2020
Efficient Sensor Deployments for Spatio-Temporal Environmental Monitoring.
IEEE Trans. Syst. Man Cybern. Syst., 2020

HVAC Energy Cost Optimization for a Multizone Building via a Decentralized Approach.
IEEE Trans Autom. Sci. Eng., 2020

Handling Incomplete Sensor Measurements in Fault Detection and Diagnosis for Building HVAC Systems.
IEEE Trans Autom. Sci. Eng., 2020

Adversarial Learning-Enabled Automatic WiFi Indoor Radio Map Construction and Adaptation With Mobile Robot.
IEEE Internet Things J., 2020

CausalBG: Causal Recurrent Neural Network for the Blood Glucose Inference With IoT Platform.
IEEE Internet Things J., 2020

Selling Renewable Utilization Service to Consumers via Cloud Energy Storage.
CoRR, 2020

Optimal Sharing and and Fair Cost Allocation of Community Energy Storage.
CoRR, 2020

Distributed Control of Multi-zone HVAC Systems Considering Indoor Air Quality.
CoRR, 2020

smartSDH: A Mechanism Design Approach to Building Control.
CoRR, 2020

A Proximal Linearization-based Decentralized Method for Nonconvex Problems with Nonlinear Constraints.
CoRR, 2020

A Survey of Failure Mechanisms and Statistics for Critical Electrical Equipment in Buildings.
Proceedings of the 46th Annual Conference of the IEEE Industrial Electronics Society, 2020

Demonstration of Transactive Control of Commercial Buildings as Energy Nodes.
Proceedings of the 46th Annual Conference of the IEEE Industrial Electronics Society, 2020

Prospective Experiment for Reinforcement Learning on Demand Response in a Social Game Framework.
Proceedings of the e-Energy '20: The Eleventh ACM International Conference on Future Energy Systems, 2020

Understanding Distributions of Environmental Parameters for Thermal Comfort Study in Singapore.
Proceedings of the e-Energy '20: The Eleventh ACM International Conference on Future Energy Systems, 2020

2019
Nonparametric Event Detection in Multiple Time Series for Power Distribution Networks.
IEEE Trans. Ind. Electron., 2019

Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data.
IEEE Trans Autom. Sci. Eng., 2019

Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms.
Proc. VLDB Endow., 2019

Unsupervised WiFi-Enabled IoT Device-User Association for Personalized Location-Based Service.
IEEE Internet Things J., 2019

Multiple Kernel Semi-Representation Learning With Its Application to Device-Free Human Activity Recognition.
IEEE Internet Things J., 2019

Design, Benchmarking and Explainability Analysis of a Game-Theoretic Framework towards Energy Efficiency in Smart Infrastructure.
CoRR, 2019

Dimensionality Reduction Flows.
CoRR, 2019

HVAC Energy Cost Optimization for a Multi-zone Building via a Decentralized Approach.
CoRR, 2019

A Novel Graphical Lasso Based Approach Towards Segmentation Analysis in Energy Game-Theoretic Frameworks.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

WiFi and Vision Multimodal Learning for Accurate and Robust Device-Free Human Activity Recognition.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

Towards Efficient Data Valuation Based on the Shapley Value.
Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

Consensus Adversarial Domain Adaptation.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Partial Knowledge Data-Driven Event Detection for Power Distribution Networks.
IEEE Trans. Smart Grid, 2018

Energy Management Considering Load Operations and Forecast Errors With Application to HVAC Systems.
IEEE Trans. Smart Grid, 2018

A Framework for Privacy-Preserving Data Publishing with Enhanced Utility for Cyber-Physical Systems.
ACM Trans. Sens. Networks, 2018

A Robust Utility Learning Framework via Inverse Optimization.
IEEE Trans. Control. Syst. Technol., 2018

Occupancy Detection via Environmental Sensing.
IEEE Trans Autom. Sci. Eng., 2018

Building-in-Briefcase: A Rapidly-Deployable Environmental Sensor Suite for the Smart Building.
Sensors, 2018

Design Automation for Smart Building Systems.
Proc. IEEE, 2018

Segmentation Analysis in Human Centric Cyber-Physical Systems using Graphical Lasso.
CoRR, 2018

One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy.
CoRR, 2018

A Deep Learning and Gamification Approach to Energy Conservation at Nanyang Technological University.
CoRR, 2018

Stochastic Model Predictive Control with adaptive constraint tightening for non-conservative chance constraints satisfaction.
Autom., 2018

Joint Adversarial Domain Adaptation for Resilient WiFi-Enabled Device-Free Gesture Recognition.
Proceedings of the 17th IEEE International Conference on Machine Learning and Applications, 2018

Robust WiFi-Enabled Device-Free Gesture Recognition via Unsupervised Adversarial Domain Adaptation.
Proceedings of the 27th International Conference on Computer Communication and Networks, 2018

WiFi-enabled Device-free Gesture Recognition for Smart Home Automation.
Proceedings of the 14th IEEE International Conference on Control and Automation, 2018

Distributed Model Predictive Control of a HVAC System via a Projected Subgradient Method.
Proceedings of the 14th IEEE International Conference on Control and Automation, 2018

DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network.
Proceedings of the 2018 IEEE International Conference on Communications, 2018

Poisoning Attacks on Data-Driven Utility Learning in Games.
Proceedings of the 2018 Annual American Control Conference, 2018

WiFi-Based Human Identification via Convex Tensor Shapelet Learning.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Non-Parametric Outliers Detection in Multiple Time Series A Case Study: Power Grid Data Analysis.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
WinIPS: WiFi-Based Non-Intrusive Indoor Positioning System With Online Radio Map Construction and Adaptation.
IEEE Trans. Wirel. Commun., 2017

Virtual Occupancy Sensing: Using Smart Meters to Indicate Your Presence.
IEEE Trans. Mob. Comput., 2017

Optimal Sensor Configuration and Feature Selection for AHU Fault Detection and Diagnosis.
IEEE Trans. Ind. Informatics, 2017

SugarMate: Non-intrusive Blood Glucose Monitoring with Smartphones.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2017

Adaptive Localization in Dynamic Indoor Environments by Transfer Kernel Learning.
Proceedings of the 2017 IEEE Wireless Communications and Networking Conference, 2017

Inverse Reinforcement Learning via Deep Gaussian Process.
Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017

Indoor environmental quality monitoring by autonomous mobile sensing.
Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017

Privacy-preserving building-related data publication using PAD.
Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017

PAD: protecting anonymity in publishing building related datasets.
Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017

FreeDetector: Device-Free Occupancy Detection with Commodity WiFi.
Proceedings of the 2017 IEEE International Conference on Sensing, 2017

BikeMate: Bike Riding Behavior Monitoring with Smartphones.
Proceedings of the 14th EAI International Conference on Mobile and Ubiquitous Systems: Computing, 2017

Poster: WiFi-based Device-Free Human Activity Recognition via Automatic Representation Learning.
Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking, 2017

A luenberger observer-based fault detection and identification scheme for photovoltaic DC-DC converters.
Proceedings of the IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society, Beijing, China, October 29, 2017

Multiple Kernel Representation Learning for WiFi-Based Human Activity Recognition.
Proceedings of the 16th IEEE International Conference on Machine Learning and Applications, 2017

Privacy-enhanced architecture for occupancy-based HVAC Control.
Proceedings of the 8th International Conference on Cyber-Physical Systems, 2017

Efficient spatio-temporal sensor deployments: A smart building application.
Proceedings of the 13th IEEE International Conference on Control & Automation, 2017

Spatio-temporal environmental monitoring for smart buildings.
Proceedings of the 13th IEEE International Conference on Control & Automation, 2017

BikeSafe: bicycle behavior monitoring via smartphones.
Proceedings of the Adjunct Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers, 2017

FreeCount: Device-Free Crowd Counting with Commodity WiFi.
Proceedings of the 2017 IEEE Global Communications Conference, 2017

Optimal sensor-controller codesign for privacy in dynamical systems.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

Reliability of high renewable penetration microgrid facilitated by coordination of air conditioning system and cooling fans.
Proceedings of the 13th IEEE Conference on Automation Science and Engineering, 2017

Distributed model predictive control of bilinear HVAC systems using a convexification method.
Proceedings of the 11th Asian Control Conference, 2017

Leveraging correlations in utility learning.
Proceedings of the 2017 American Control Conference, 2017

Towards a theory of free-lunch privacy in cyber-physical systems.
Proceedings of the 55th Annual Allerton Conference on Communication, 2017

Parametric Dual Maximization for Non-Convex Learning Problems.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
MapSentinel: Can the Knowledge of Space Use Improve Indoor Tracking Further?
Sensors, 2016

Abnormal event detection with high resolution micro-PMU data.
Proceedings of the Power Systems Computation Conference, 2016

Optimal Training and Efficient Model Selection for Parameterized Large Margin Learning.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2016

Causal meets Submodular: Subset Selection with Directed Information.
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

MetroEye: Smart Tracking Your Metro Trips Underground.
Proceedings of the 13th International Conference on Mobile and Ubiquitous Systems: Computing, 2016

A transfer kernel learning based strategy for adaptive localization in dynamic indoor environments: poster.
Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking, 2016

WinIPS: WiFi-based non-intrusive IPS for online radio map construction.
Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

Diagnosing wind turbine faults using machine learning techniques applied to operational data.
Proceedings of the IEEE International Conference on Prognostics and Health Management, 2016

Using Domain Knowledge Features for Wind Turbine Diagnostics.
Proceedings of the 15th IEEE International Conference on Machine Learning and Applications, 2016

MetroEye: towards fine-grained passenger tracking underground.
Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2016 ACM International Symposium on Wearable Computers, 2016

On a class of multi-parametric quadratic programming and its applications to machine learning.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Online learning of Contextual Hidden Markov Models for temporal-spatial data analysis.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Inverse modeling of non-cooperative agents via mixture of utilities.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Fusing system configuration information for building cooling plant Fault Detection and severity level identification.
Proceedings of the IEEE International Conference on Automation Science and Engineering, 2016

Data-driven event detection with partial knowledge: A Hidden Structure Semi-Supervised learning method.
Proceedings of the 2016 American Control Conference, 2016

Veto-Consensus Multiple Kernel Learning.
Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015
A Cooperative Demand Response Scheme Using Punishment Mechanism and Application to Industrial Refrigerated Warehouses.
IEEE Trans. Ind. Informatics, 2015

Inverse Reinforcement Learning via Deep Gaussian Process.
CoRR, 2015

A fully unsupervised non-intrusive load monitoring framework.
Proceedings of the 2015 IEEE International Conference on Smart Grid Communications, 2015

Poster Abstract: MapSentinel: Map-Aided Non-intrusive Indoor Tracking in Sensor-Rich Environments.
Proceedings of the 2nd ACM International Conference on Embedded Systems for Energy-Efficient Built Environments, 2015

Learning Convex Piecewise Linear Machine for Data-Driven Optimal Control.
Proceedings of the 14th IEEE International Conference on Machine Learning and Applications, 2015

Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control.
Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

REST: a reliable estimation of stopping time algorithm for social game experiments.
Proceedings of the ACM/IEEE Sixth International Conference on Cyber-Physical Systems, 2015

BRIEF: Bayesian Regression of Infinite Expert Forecasters for single and multiple time series prediction.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

Power prediction through energy consumption pattern recognition for smart buildings.
Proceedings of the IEEE International Conference on Automation Science and Engineering, 2015

SoundLoc: Accurate room-level indoor localization using acoustic signatures.
Proceedings of the IEEE International Conference on Automation Science and Engineering, 2015

2014
Distributed Energy Consumption Control via Real-Time Pricing Feedback in Smart Grid.
IEEE Trans. Control. Syst. Technol., 2014

Building-in-Briefcase (BiB).
CoRR, 2014

Social Game for Building Energy Efficiency: Utility Learning, Simulation, and Analysis.
CoRR, 2014

SoundLoc: Acoustic Method for Indoor Localization without Infrastructure.
CoRR, 2014

PresenceSense: zero-training algorithm for individual presence detection based on power monitoring.
Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, 2014

Modeling of end-use energy profile: An appliance-data-driven stochastic approach.
Proceedings of the IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, Dallas, TX, USA, October 29, 2014

Environmental sensing by wearable device for indoor activity and location estimation.
Proceedings of the IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, Dallas, TX, USA, October 29, 2014

Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System.
Proceedings of the 13th International Conference on Machine Learning and Applications, 2014

Dynamics of electricity markets with unknown utility functions: An extremum seeking control approach.
Proceedings of the 11th IEEE International Conference on Control & Automation, 2014

Cooperative demand response using repeated game for price-anticipating buildings in smart grid.
Proceedings of the 13th International Conference on Control Automation Robotics & Vision, 2014

Social game for building energy efficiency: Incentive design.
Proceedings of the 52nd Annual Allerton Conference on Communication, 2014

2013
Virtual power sensing based on a multiple-hypothesis sequential test.
Proceedings of the IEEE Fourth International Conference on Smart Grid Communications, 2013

Causal analysis for non-stationary time series in sensor-rich smart buildings.
Proceedings of the 2013 IEEE International Conference on Automation Science and Engineering, 2013

Low-cost coarse airborne particulate matter sensing for indoor occupancy detection.
Proceedings of the 2013 IEEE International Conference on Automation Science and Engineering, 2013

Transmission power allocation for cooperative relay-based neighborhood area networks for smart grid.
Proceedings of the 2013 IEEE International Conference on Automation Science and Engineering, 2013

DEPEND: Density adaptive power efficient neighbor discovery for wearable body sensors.
Proceedings of the 2013 IEEE International Conference on Automation Science and Engineering, 2013

Energy consumption scheduling in smart grid: A non-cooperative game approach.
Proceedings of the 9th Asian Control Conference, 2013

2011
Technology Variability From a Design Perspective.
IEEE Trans. Circuits Syst. I Regul. Pap., 2011

Physically Justifiable Die-Level Modeling of Spatial Variation in View of Systematic Across Wafer Variability.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2011

Non-Gaussian uncertainty propagation in statistical circuit simulation.
Proceedings of the 12th International Symposium on Quality Electronic Design, 2011

Estimating the probability density function of critical path delay via partial least squares dimension reduction.
Proceedings of the 12th International Symposium on Quality Electronic Design, 2011

2010
Yield-constrained digital circuit sizing via sequential geometric programming.
Proceedings of the 11th International Symposium on Quality of Electronic Design (ISQED 2010), 2010

2009
Measurement and Analysis of Variability in 45 nm Strained-Si CMOS Technology.
IEEE J. Solid State Circuits, 2009

2005
Modeling Within-Die Spatial Correlation Effects for Process-Design Co-Optimization.
Proceedings of the 6th International Symposium on Quality of Electronic Design (ISQED 2005), 2005

2004
A class of impedance tomography based sensors for semiconductor manufacturing.
Proceedings of the 2004 American Control Conference, 2004

2002
Electrical impedance tomography based sensors for semiconductor manufacturing.
Proceedings of the American Control Conference, 2002

1992
Statistical process control in semiconductor manufacturing.
Proc. IEEE, 1992

1986
Parameter Extraction for Statistical IC Process Characterization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 1986


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