Human Behavior-based Personalized Meal Recommendation and Menu Planning Social System

no code implementations • 12 Aug 2023 • Tanvir Islam, Anika Rahman Joyita, Md. Golam Rabiul Alam, Mohammad Mehedi Hassan, Md. Rafiul Hassan, Raffaele Gravina

In addition to the meal recommendation, an automated menu planning approach is also proposed considering a person's energy intake requirement, affectivity, and nutritional values of the different menus.

EEG Nutrition +1

Personalization of Stress Mobile Sensing using Self-Supervised Learning

no code implementations • 4 Aug 2023 • Tanvir Islam, Peter Washington

This personalized learning method can enable precision health systems which are tailored to each subject and require few annotations by the end user, thus allowing for the mobile sensing of increasingly complex, heterogeneous, and subjective outcomes such as stress.

Self-Supervised Learning

Personalized Prediction of Recurrent Stress Events Using Self-Supervised Learning on Multimodal Time-Series Data

no code implementations • 7 Jul 2023 • Tanvir Islam, Peter Washington

We test our model on the Wearable Stress and Affect Detection (WESAD) dataset, demonstrating that our SSL models outperform non-SSL models while utilizing less than 5% of the annotations.

Self-Supervised Learning Time Series