activity
20142020
most citedA Novel Graphical Lasso based approach towards Segmentation Analysis in Energy Game-Theoretic Frameworks

18 citations · 53 across the 7 of their papers we have counts for

collaborators

7 papers

eess.AS2020★ 11 cited

Improving Device Directedness Classification of Utterances with Semantic Lexical Features

Kellen Gillespie, Ioannis C. Konstantakopoulos, Xingzhi Guo +2

User interactions with personal assistants like Alexa, Google Home and Siri are typically initiated by a wake term or wakeword. Several personal assistants feature "follow-up" mode…

cs.HC2020

smartSDH: An Experimental Study of Mechanism Based Building Control

Ioannis C. Konstantakopoulos, Kristy A. Hamilton, Yashaswini Murthy +3

As Internet of Things (IoT) technologies are increasingly being deployed, situations frequently arise where multiple stakeholders must reconcile preferences to control a shared res…

cs.LG2019★ 9 cited

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

Ioannis C. Konstantakopoulos, Hari Prasanna Das, Andrew R. Barkan +6

In this paper, we propose a gamification approach as a novel framework for smart building infrastructure with the goal of motivating human occupants to reconsider personal energy u…

cs.LG2019★ 18 cited

A Novel Graphical Lasso based approach towards Segmentation Analysis in Energy Game-Theoretic Frameworks

Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala +3

Energy game-theoretic frameworks have emerged to be a successful strategy to encourage energy efficient behavior in large scale by leveraging human-in-the-loop strategy. A number o…

cs.LG2018

Segmentation Analysis in Human Centric Cyber-Physical Systems using Graphical Lasso

Hari Prasanna Das, Ioannis C. Konstantakopoulos, Aummul Baneen Manasawala +3

A generalized gamification framework is introduced as a form of smart infrastructure with potential to improve sustainability and energy efficiency by leveraging humans-in-the-loop…

cs.LG2018★ 5 cited

A Deep Learning and Gamification Approach to Energy Conservation at Nanyang Technological University

Ioannis C. Konstantakopoulos, Andrew R. Barkan, Shiying He +3

The implementation of smart building technology in the form of smart infrastructure applications has great potential to improve sustainability and energy efficiency by leveraging h…

math.OC2014★ 10 cited

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

Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin +2

We describe a social game that we designed for encouraging energy efficient behavior amongst building occupants with the aim of reducing overall energy consumption in the building.…