My primary research interests are in machine learning systems, machine learning for health, and developing computing systems using commodity sensing (mainly acoustics/AR/VR) for healthcare.
Current Work:
Optimizing machine learning for embedded systems/edge - Federated learning, Continual Learning, Generative AI, Intermittent computing, Speech, and Vision Systems. Partners - University of Cambridge, Samsung AI, Manchester.
My work with health and life sciences at Southampton:
Building efficient and scalable audio/acoustics-based techniques for pulmonary health,
Designing machine learning solutions for effective predictive outcomes in Inflammatory Bowel Diseases (big data and genomics).
Covid-19 work: Large crowdsource data collection of audio sounds to build predictive models and contribute to the early diagnosis of COVID-19. (2020 - Ongoing) https://www.covid-19-sounds.org/en/
Medication Adherence: Working with Public Health department (University of Cambridge) to develop a scalable low-cost intervention to support medication adherence in people who are prescribed treatment for certain illnesses in primary care. (2018 - Ongoing).
Service:
Organizing Committee: TPC Co-Chair: IASA 2023, Publicity Chair: IPSN 2023, UbiComp 2024. Finance Chair: MobiCom 2022. Publication chair: IPSN 2022, HotMobile 2021, MobiCom 2020.
Journals: PACM IMWUT, Transactions of Mobile Computing, Pervasive Computing, IEEE Transactions on Cloud Computing, ACM Transactions on Computing for Healthcare, Computer Speech and Language, IEEE Micro.
Technical Program Committee:
Conferencees: MobiCom 2024, ISWC 2024, IJCAI 2021 - 2024, ACM MultiMedia MM 2023 - 2024, InterSpeech 2022 - 2024, PerCom 2021-2023 (Industrial Track), Mobiquitous 2022, PervasiveHealth 2020 - 2021, SenSys 2021 Main Track. SenSys 2020 (Posters and Demos), ICPADS 2019, GPC 2020
Workshops: MetaSys@ISMAR 2022, SmartWear@MobiCom 2022, Mobile and Wireless Sensing for Smart Healthcare@MobiCom 2022, Intelligent Acoustic Systems and Applications@MobiSys 2022, MetaBuild@IEEE VR 2022, MageSys 2019 @SIGCOMM, AI for Internet of Things 2019 @ IJCAI
Funding Bodies Reviewer: NIHR, Dutch Research Council, ERC.
External Reviewer: AH, ACNS, IEEE Internet Computing, PERCOM, SECON
Shadow PC: IMC 2018, EuroSys 2019