Data and Behavior
Energy, Transportation and Smart Mobility
My team conducts randomized experiments and uses evidence from big data and machine learning algorithms as applied to public policy analysis.
Data and Behavior
Featured Publications:
I am using social data from mobile apps to study resource conservation challenges in cities.
Big Data and Connected, Smart Devices |
Big Data and EV Charging Behavior with AI |
Correcting Consumer Misperception
Published in Nature Energy |
Real-time data from mobile platforms to evaluate sustainable transportation infrastructure
Forthcoming, Nature Sustainability |
Big Data and Detecting Behavioral Failures in Infrastructure
Sentiment Analysis
Evaluating Electric Vehicle User Mobility Data Using Neural Network-Based Language Models
Transportation Research Board (TRB) Annual Meeting 2019
Current Issues in Alternative Transportation Fuels and Technologies
(with Kevin Alvarez, Arielle Dror, and Emerson Wenzel)
Topic Classification - binary classification
Detecting Behavioral Failures in Electric Vehicle Infrastructure using Supervised Text Classification Algorithms
Transportation Research Board (TRB) Annual Meeting 2020
(with Sooji Ha, Daniel Marchetto and Mary Elizabeth Burke)
Topic Classification - multi-topic classification
Extracting User Behavior at Electric Vehicle Charging Stations through Deep Learning
Forthcoming, CARMA 2020 Internet and Big Data in Economics and Social Sciences
(with Daniel Marchetto, Sooji Ha and Sameer Dharur)
Topic Classification of Electric Vehicle Consumer Experiences through Transformer Based Deep Learning
under review
(with Sameer Dharur, Sooji Ha, and Daniel Marchetto)
Evaluating Electric Vehicle User Mobility Data Using Neural Network-Based Language Models
Transportation Research Board (TRB) Annual Meeting 2019
Current Issues in Alternative Transportation Fuels and Technologies
(with Kevin Alvarez, Arielle Dror, and Emerson Wenzel)
Topic Classification - binary classification
Detecting Behavioral Failures in Electric Vehicle Infrastructure using Supervised Text Classification Algorithms
Transportation Research Board (TRB) Annual Meeting 2020
(with Sooji Ha, Daniel Marchetto and Mary Elizabeth Burke)
Topic Classification - multi-topic classification
Extracting User Behavior at Electric Vehicle Charging Stations through Deep Learning
Forthcoming, CARMA 2020 Internet and Big Data in Economics and Social Sciences
(with Daniel Marchetto, Sooji Ha and Sameer Dharur)
Topic Classification of Electric Vehicle Consumer Experiences through Transformer Based Deep Learning
under review
(with Sameer Dharur, Sooji Ha, and Daniel Marchetto)
Big Data and Information Policies
The Effectiveness of US Energy Efficiency Labels
Published in Nature Energy |
Big Data and Energy Conservation
Nonprice Incentives and Energy Conservation
Published in the Proceedings of the National Academy of Sciences |
Big Data and Behavior Change
The Dynamics of Behavior Change
Published in the Journal of Economic Behavior & Organization |
Code and replication materials for current projects on GitHub
www.github.com/asensio-lab
www.github.com/asensio-lab
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