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05/11/2023
Toward Platform-based Building Design
The electronic design industry has undergone a significant transformatio...
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05/10/2023
From Electronic Design Automation to Building Design Automation: Challenges and Opportunities
Design automation, which involves the use of software tools and technolo...
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11/27/2022
Machine Learning for Smart and Energy-Efficient Buildings
Energy consumption in buildings, both residential and commercial, accoun...
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10/13/2022
Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning
Multi-Agent Reinforcement Learning currently focuses on implementations ...
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08/07/2022
A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features
By coordinating terminal smart devices or microprocessors to engage in c...
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05/04/2022
Proximal ADMM for Nonconvex and Nonsmooth Optimization
By enabling the nodes or agents to solve small-sized subproblems to achi...
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05/04/2022
Optimal Network Charge for Peer-to-Peer Energy Trading: A Grid Perspective
Peer-to-peer (P2P) energy trading is a promising market scheme to accomm...
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03/10/2022
Conditional Synthetic Data Generation for Personal Thermal Comfort Models
Personal thermal comfort models aim to predict an individual's thermal c...
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09/14/2021
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data
Background: At the onset of a pandemic, such as COVID-19, data with prop...
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08/25/2021
CDCGen: Cross-Domain Conditional Generation via Normalizing Flows and Adversarial Training
How to generate conditional synthetic data for a domain without utilizin...
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12/29/2020
Selling Renewable Utilization Service to Consumers via Cloud Energy Storage
This paper proposes a cloud energy storage (CES) model for enabling loca...
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10/29/2020
Optimal Sharing and and Fair Cost Allocation of Community Energy Storage
This paper studies an optimal energy storage (ES) sharing model which is...
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01/03/2020
A Proximal Linearization-based Decentralized Method for Nonconvex Problems with Nonlinear Constraints
Decentralized optimization for non-convex problems are now demanding by ...
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10/16/2019
Design, Benchmarking and Explainability Analysis of a Game-Theoretic Framework towards Energy Efficiency in Smart Infrastructure
In this paper, we propose a gamification approach as a novel framework f...
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10/05/2019
A Novel Graphical Lasso based approach towards Segmentation Analysis in Energy Game-Theoretic Frameworks
Energy game-theoretic frameworks have emerged to be a successful strateg...
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08/22/2019
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms
Given a data set D containing millions of data points and a data consume...
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08/05/2019
Dimensionality Reduction Flows
Deep generative modelling using flows has gained popularity owing to the...
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10/24/2018
Segmentation Analysis in Human Centric Cyber-Physical Systems using Graphical Lasso
A generalized gamification framework is introduced as a form of smart in...
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07/16/2014
Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System
Sequential or online dimensional reduction is of interests due to the ex...
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06/22/2014
