Potential Future Research Directions
Potential research directions I have been mulling on recently are listed below. Some of these are more specific for which I have written research proposals while many are just broad ideas. Please feel free to contact me if you would like to collaborate on any of these.
Potential research directions I have been mulling on recently are listed below. Some of these are more specific for which I have written research proposals while many are just broad ideas. Please feel free to contact me if you would like to collaborate on any of these.
- Personalization and Privacy Preservation via Split Learning and Similarity Regularization (Research Proposal)
- Learning Deep Multimodal Representations from Wearable and Sensor Data: Missing Data, Compression, and Privacy (Research Proposal)
- Learning Deep Robust Representations inspired by Neuroscience
- Flexible, Unobtrusive Wearable Devices for Universal Interactions
- Tangible Objects as Anchors and Interaction Modalities in Augmented Environments
- Wearable on-skin electronics for haptic object and context recognition
- Interpretable Deep Learning for Clinical Applications (Research Proposal)
- Glass-Box Approaches for Integrating Domain Knowledge During Learning