Leveraging Deep Learning
Roy explores advanced data preprocessing and machine learning techniques for wearable sensor data, particularly focusing on mental health monitoring among vulnerable population groups. By integrating Gramian Angular Field (GAF) transformations and Convolutional Neural Networks (CNNs), his research demonstrates robust, privacy-preserving analytics that address data noise and heterogeneity.
Discover
Unlock the sensitive contexts securely
Building upon evidence-based methods, the doctoral study introduces federated learning architectures and data minimization strategies that maintain data sovereignty while ensuring reproducible results. These findings serve as a blueprint for ethical AI implementations in sensitive contexts.
Passionate
It takes a village!
Get to know the esteemed experts who guide the meaningful research
Roy Saurabh
Founder, AffectLog
Roy Saurabh is an applied researcher, dedicated to transforming shared data spaces through privacy-enhancing technologies (PETs), and federated learning architectures
Harri Ketamo
Chairman, HeadAI
Harri (Ph.D.) is an entrepreneur with 20 years experience. Eisenhower fellow 2017, Adjunct Professor at Tampere University of Technology and Senior Fellow at University of Turku.
Vladimír Šucha
Ex-EU Commission Head
Vladimír Šucha expertise spans multiple sectors, with focus on evidence informed policymaking, innovation ecosystems, impacts of artificial intelligence (AI), on society.
Sarah Goodday
Senior Fellow, University of Oxford
Sarah’s expertise in epidemiological methods and mental health surveillance provided critical insights into data integrity and cross-institutional collaborations.
Advantages
We’ll love to hear from aligned researchers
This research work offers a structured approach to addressing privacy concerns, implementing ethical AI guidelines, and generating context-sensitive insights. By synthesizing huge datasets with self-reported benchmarked measures, it presents a model for advancing robust, data-driven health interventions.
Get in touch
Engage with pioneering research, ethical frameworks, and data-driven insights that inform the evolving landscape of digital transformation.
Start exploring the synergies today!
Read our Research blog
Delve into in-depth articles, analyses, and discussions covering breakthroughs in federated learning, affective computing, and beyond.
Read blog →
Contact support
For collaboration inquiries or technical assistance, our dedicated team provides thorough, scholarly guidance for every stage of your research.