Kavach Dheer
PhD Candidate, University of Galway
I get to solve problems no one imagined.
I get to build technologies no one will be able to live without in few years.
Research Interests
Title - Exploring the Integration of Emotional, Cognitive and BioPhysical Sensing into Recommender Systems
Passive sensing of a user’s emotional state is challenging without measuring biophysical signals, although there has been progress in determining emotional states from video-based facial analysis, human-speech analysis and combined approaches. Cognition and stress-assessment are niche areas of research but are important.
This research will explore new approaches to combine SotA hybrid speech/imaging techniques to perform a real-time emotional/cognitive state assessment (ECSA) of a user interacting with a recommender system.
In parallel the recommender model will be adapted to respond to the emotional/cognitive inputs, employing these to dynamically adapt the outputs provided to the user, based on their assessed emotional/cognitive states.
As an indicative example, an in-car entertainment system might take decisions between suggesting video entertainment for occupants, or music for the driver, based on ECSAs of both driver and occupants, using data from an in-car camera and microphone.