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Publications
2022
Conditioning Sequence-to-sequence Models with Learned Activation Functions
A. Ramos, A. Mehrotra, N. D. Lane and S. Bhattacharya.
In ICLR'22.
2021
NAS-Bench-ASR: Extending the Scope of NAS Algorithms to ASR Domain
A. Mehrotra, A. Ramos, S. Bhattacharya, L. Dudziak, R. Vipperla, M. Abdelfattah, S. Ishtiaq, and N. D. Lane.
In ICLR'21.
Zero-cost Proxy Tasks for Light Weight NAS
M. Abdelfattah, L. Dudziak, A. Mehrotra, N. D. Lane.
In ICLR'21.
Designing Robust Models for Behaviour Prediction using Sparse Data from Mobile Sensing: A Case Study of Office Workers
S. Cavdar, T. Temizel, A. Mehrotra, M. Musolesi, P. Tino.
In ACM Transactions on Computing for HEALTH. 2021.
2020
Iterative Compression of End-to-End ASR Model using Reinforcement Learning
A. Mehrotra, L. Dudziak, J. Yeo, Y. Lee, R. Vipperla, M. S. Abdelfattah, S. Bhattacharya, S. Ishtiaq, A. Ramos, S. Lee, D. Kim, and N. D. Lane.
In INTERSPEECH'20.
Bunched LPCNet: Vocoder for Low-cost Neural Text-To-Speech Systems
R. Vipperla, S. Park, K. Choo, S. Ishtiaq, K. Min, S. Bhattacharya, A. Mehrotra, A. Ramos, N. D. Lane.
In INTERSPEECH'20.
Quantifying the Relationships Between Everyday Objects and Emotional States Through Deep Learning based Image Analysis using Smartphones
V. Darvariu, L. Convertino, A. Mehrotra and M. Musolesi.
In IMWUT 3, 4 (2020).
Intelligent Notification Systems
A. Mehrotra and M. Musolesi.
In Synthesis Lectures on Mobile and Pervasive Computing, 11(1), i-75. 2020.
PokeME: Applying Context-Driven Notifications to Increase Worker Engagement in Mobile Crowd-sourcing
T. Kandappu, A. Mehrotra, A. Misra, M. Musolesi, S. Cheng, L. Meegahapola.
In CHIIR'20.
2019
A Deep Learning Approach for Temporal Network Based Classification and Regression Problems
A. Pagani, A. Mehrotra and M. Musolesi.
In Environment and Planning B: Urban Analytics and City Science. 2019.
FutureWare: Designing a Middleware for Anticipatory Mobile Computing
A. Mehrotra, V. Pejovic and M. Musolesi.
In IEEE Transactions of Software Engineering. 2019.
Measures of Neural Similarity
S. Bobadilla-Suarez, C. Ahlheim, A. Mehrotra, A. Panos, B. C. Love.
In Computational Brain & Behavior. 2019.
NotifyMeHere: Intelligent Notification Delivery in Multi-Device Environments
Abhinav Mehrotra, Robert Hendley and Mirco Musolesi
In ACM SIGIR Conference of Human Information Interaction and Retrieval (ACM CHIIR'19). Glasgow, Scotland. March 2019. Best Paper Award
[pdf]
2018
Using Autoencoders to Automatically Extract Mobility Features for Predicting Depressive States
Abhinav Mehrotra and Mirco Musolesi
In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT). Presented at Ubicomp'18. Singapore. October 2018.
[pdf]
Intelligent Notification Systems: A Survey of the State of the Art and Research Challenges
Abhinav Mehrotra and Mirco Musolesi
Preprint available on arXiv: arXiv:1711:10171
[pdf]
The Hidden Image of Mobile Apps: Geographic, Demographic, and Cultural Factors in Mobile Usage
Ella Peltonen, Eemil Lagerspetz, Jonatan Hamberg, Abhinav Mehrotra, Mirco Musolesi, Petteri Nurmi and Sasu Tarkoma
In MobileHCI’18. Barcelona, Spain. September 2018.
[pdf]
Personal Informatics Tools Benefit from Combining Automatic and Manual Data Capture in the Long-Term
Nora Ptakauskaite, Mirco Musolesi, Anna Cox, Abhinav Mehrotra, James Cheshire, and Chiara Garattini
In Proceedings of the ACM CHI Workshop on Next Steps Towards Long Term Self Tracking. Colocated with ACM CHI 2018. Montreal, Canada. April 2018.
[pdf]
2017
Towards Deep Learning Models for Psychological State Prediction using Smartphone Data: Challenges and Opportunities
Gatis Mikelsons, Matthew Smith, Abhinav Mehrotra, Mirco Musolesi
In Proceedings of the NIPS Workshop on Machine Learning for Healthcare 2017 (ML4H'17). Colocated with NIPS'17. Long Beach, California, USA. December 2017.
[pdf]
Are you getting sick? Predicting flu-like symptoms using human mobility behaviors
Gianni Barlacchi, Christos Perentis, Abhinav Mehrotra, Mirco Musolesi, Bruno Lepri
In EPJ Data Science. Springer. 2017.
[pdf]
Interpretable Machine Learning for Mobile Notification Management: An Overview of PrefMiner
Abhinav Mehrotra, Robert Hendley and Mirco Musolesi
In Get Mobile: Mobile Computing and Communications Review. ACM Press. 2017.
[pdf]
MyTraces: Investigating Correlation and Causation between Users' Emotional States and Mobile Phone Interaction
Abhinav Mehrotra, Fani Tsapeli, Robert Hendley and Mirco Musolesi
In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT). Presented at Ubicomp'17. Maui, Hawaii, USA. September 2017.
[pdf]
Understanding the Role of Places and Activities on Mobile Phone Interaction and Usage Patterns
Abhinav Mehrotra, Sandrine Mueller, Gabriella Harari, Sam Gosling, Cecilia Mascolo, Mirco Musolesi and Jason Rentfrow
In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT). Presented at Ubicomp'17. Maui, Hawaii, USA. September 2017.
[pdf]
Designing Effective Movement Digital Biomarkers for Unobtrusive Emotional State Mobile Monitoring
Abhinav Mehrotra and Mirco Musolesi
In Proceedings of the 1st ACM Workshop on Digital Biomarkers (ACM WDB'17). Colocated with ACM MobiSys'17. Niagara Falls, New York. June 2017.
[pdf] [slides]
Sensing and Modeling Human Behavior Using Social Media and Mobile Data
Abhinav Mehrotra and Mirco Musolesi
Book Chapter in Bo Huang (Editor), Comprehensive Geographic Information Systems. Vol. 3, pp. 313–319. September 2017. Elsevier.
[pdf]
A framework for intelligent mobile notifications
Abhinav Mehrotra
[eThesis]
Anticipatory Mobile Digital Health: Towards Personalised Proactive Therapies and Prevention Strategies
Veljko Pejovic, Abhinav Mehrotra and Mirco Musolesi
Anticipation and Medicine. Springer. 2017.
[pdf]
2016
PrefMiner: Mining User's Preferences for Intelligent Mobile Notification Management
Abhinav Mehrotra, Robert Hendley and Mirco Musolesi
In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (ACM UbiComp'16). Heidelberg, Germany. September 2016. Best Paper Award
[pdf] [slides]
Towards Multi-modal Anticipatory Monitoring of Depressive States through the Analysis of Human-Smartphone Interaction
Abhinav Mehrotra, Robert Hendley and Mirco Musolesi
In Proceedings of the 1st ACM Workshop on Mental Health and Well-being: Sensing and Intervention (ACM MHSI'16). Colocated with ACM UbiComp'16. Heidelberg, Germany. September 2016.
[pdf] [slides]
My Phone and Me: Understanding User's Receptivity to Mobile Notifications
Abhinav Mehrotra, Veljko Pejovic, Jo Vermeulen, Robert Hendley and Mirco Musolesi
In Proceedings of the 2016 ACM SIGCHI Conference on Human Factors in Computing Systems (ACM CHI'16). San Jose, CA, USA. May 2016.
[pdf] [slides] [video preview]
2015
Designing Content-driven Intelligent Notification Mechanisms for Mobile Applications
Abhinav Mehrotra, Mirco Musolesi, Robert Hendley and Veljko Pejovic
In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing (ACM UbiComp'15). Osaka, Japan. September 2015.
[pdf] [slides]
Ask, But Don't Interrupt: The Case for Interruptibility-Aware Mobile Experience Sampling
Abhinav Mehrotra, Jo Vermeulen, Veljko Pejovic and Mirco Musolesi
In Proceedings of the 4rd ACM Workshop on Mobile Systems for Computational Social Science (ACM MCSS'15). Colocated with ACM UbiComp'15. Osaka, Japan. September 2015.
[pdf] [slides]
Investigating The Role of Task Engagement in Mobile Interruptibility
Veljko Pejovic, Abhinav Mehrotra and Mirco Musolesi
In Proceedings of the 1st Workshop on Smarttention, Please! Intelligent Attention Management on Mobile Devices. Colocated with MobileHCI'15. Copenhagen, Denmark. August 2015.
[pdf] [slides]
2014 SenSocial: A Middleware for Integrating Online Social Networks and Mobile Sensing Data Streams
Abhinav Mehrotra, Veljko Pejovic and Mirco Musolesi
In Proceedings of the 15th ACM/IFIP/USENIX International Middleware Conference (ACM/IFIP/USENIX Middleware 2014). Bordeaux, France. December 2014.
[pdf] [website] [slides] [Case study video]