activity
20192025
most citedOn-Device Transfer Learning for Personalising Psychological Stress Modelling using a Convolutional Neural Network

6 citations · 13 across the 7 of their papers we have counts for

collaborators

10 papers

cs.LG20251 cited

A Hybrid Edge Classifier: Combining TinyML-Optimised CNN with RRAM-CMOS ACAM for Energy-Efficient Inference

Kieran Woodward, Eiman Kanjo, Georgios Papandroulidakis +2

In recent years, the development of smart edge computing systems to process information locally is on the rise. Many near-sensor machine learning (ML) approaches have been implemen…

eess.SY20252 cited

Enviro-IoT: Calibrating Low-Cost Environmental Sensors in Urban Settings

Thomas Johnson, Kieran Woodward

Low-cost miniaturised sensors offer significant advantage to monitor the environment in real-time and accurately. The area of air quality monitoring has attracted much attention in…

cs.LG20211 cited

DigitalExposome: Quantifying the Urban Environment Influence on Wellbeing based on Real-Time Multi-Sensor Fusion and Deep Belief Network

Thomas Johnson, Eiman Kanjo, Kieran Woodward

In this paper, we define the term 'DigitalExposome' as a conceptual framework that takes us closer towards understanding the relationship between environment, personal characterist…

cs.CV2020

Combining Deep Transfer Learning with Signal-image Encoding for Multi-Modal Mental Wellbeing Classification

Kieran Woodward, Eiman Kanjo, Athanasios Tsanas

The quantification of emotional states is an important step to understanding wellbeing. Time series data from multiple modalities such as physiological and motion sensor data have…

cs.HC20202 cited

TangToys: Smart Toys that can Communicate and Improve Children's Wellbeing

Kieran Woodward, Eiman Kanjo, David J Brown +1

Children can find it challenging to communicate their emotions especially when experiencing mental health challenges. Technological solutions may help children communicate digitall…

cs.HC20201 cited

Sensor Data and the City: Urban Visualisation and Aggregation of Well-Being Data

Thomas Johnson, Eiman Kanjo, Kieran Woodward

The growth of mobile sensor technologies have made it possible for city councils to understand peoples' behaviour in urban spaces which could help to reduce stress around the city.…