Towards multi-modal anticipatory monitoring of depressive states through the analysis of human-smartphone interaction

UbiComp 2016 Adjunct - Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing

Volumn , Issue , 2016, Pages 1132-1138

  Mehrotra, Abhinav ^a   Hendley, Robert ^a   Musolesi, Mirco ^b  

^a UNIVERSITY OF BIRMINGHAM   (United Kingdom)

^b UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

Anticipatory Computing; Behaviour Change Interventions.; Depression; Mobile Sensing

Indexed keywords

ASSOCIATION REACTIONS; BEHAVIORAL RESEARCH; SIGNAL ENCODING; SMARTPHONES;

ANTICIPATORY COMPUTING; BEHAVIOUR CHANGES; DEPRESSION; INTERACTION FEATURES; LITERATURE REVIEWS; MOBILE SENSING; MULTI-MODAL SENSING; SENSING MODALITIES;

UBIQUITOUS COMPUTING;

EID: 84991051844     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2968219.2968299     Document Type: Conference Paper

References (23)

1. Saeed Abdullah, Mark Matthews, Ellen Frank, Gavin Doherty, Geri Gay, and Tanzeem Choudhury. 2016. Automatic Detection of Social Rhythms in Bipolar Disorder. Journal of the American Medical Informatics Association 23, 3 (2016), 538-543.
2. Jorge Alvarez-Lozano, Venet Osmani, Oscar Mayora, Mads Frost, Jakob Bardram, Maria Faurholt-Jepsen, and Lars Vedel Kessing. 2014. Tell me your apps and I will tell you your mood: correlation of apps usage with bipolar disorder state. In PETRA14.
3. Jakob E Bardram, Mads Frost, Károly Szántó, Maria Faurholt-Jepsen, Maj Vinberg, and Lars Vedel Kessing. 2013. Designing Mobile Health Technology for Bipolar Disorder: A Field Trial of the Monarca System. In CHI13.
4. Luca Canzian and Mirco Musolesi. 2015. Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis. In UbiComp15.
5. Tanzeem Choudhury, Sunny Consolvo, Beverly Harrison, Jeffrey Hightower, Anthony LaMarca, Louis LeGrand, Ali Rahimi, Adam Rea, Gaetano Borriello, Bruce Hemingway, Predrag Klasnja, Karl Koscher, James A. Landay, Jonathan Lester, Danny Wyatt, and Dirk Haehnel. 2008. The Mobile Sensing Platform: An Embedded Activity Recognition System. IEEE Pervasive Computing 7, 2 (2008), 32-41.
6. Sunny Consolvo, David W McDonald, Tammy Toscos, Mike Y Chen, Jon Froehlich, Beverly Harrison, Predrag Klasnja, Anthony LaMarca, Louis LeGrand, Ryan Libby, and others. 2008. Activity Sensing in the Wild: A Field Trial of UbiFit Garden. In CHI08.
7. N. Eagle, A. Clauset, and J. Quinn. 2009. Location Segmentation, Inference and Prediction for Anticipatory Computing. In AAAI09.
8. Agnes Grönerbl, Patricia Oleksy, Gernot Bahle, Christian Haring, Jens Weppner, and Paul Lukowicz. 2012. Towards smart phone based monitoring of bipolar disorder. In mHealthSys12.
9. Kurt Kroenke, Robert L Spitzer, Janet B. W. Williams, and Bernd Löwe. 2010. The patient health questionnaire somatic, anxiety, and depressive symptom scales: A systematic review. General hospital psychiatry 32, 4 (2010), 345-359.
10. Kurt Kroenke, Tara W. Strine, Robert L Spitzer, Janet B. W. Williams, Joyce T. Berry, and Ali H. Mokdad. 2009. The PHQ-8 as a measure of current depression in the general population. Journal of Affective Disorders 114, 1 (2009), 163-173.
11. Nicholas D. Lane, Mashfiqui Mohammod, Mu Lin, Xiaochao Yang, Hong Lu, Shahid Ali, Afsaneh Doryab, Ethan Berke, Tanzeem Choudhury, and Andrew Campbell. 2011. Bewell: A Smartphone Application to Monitor, Model and Promote Wellbeing. In PervasiveHealth11.
12. Robert LiKamWa, Yunxin Liu, Nicholas D Lane, and Lin Zhong. 2013. Moodscope: Building a mood sensor from smartphone usage patterns. In MobiSys13.
13. Hong Lu, Wei Pan, Nicholas D. Lane, Tanzeem Choudhury, and Andrew T. Campbell. 2009. SoundSense: Scalable Sound Sensing for People-centric Applications on Mobile Phones. In MobiSys09.
14. Abhinav Mehrotra, Mirco Musolesi, Robert Hendley, and Veljko Pejovic. 2015. Designing Content-driven Intelligent Notification Mechanisms for Mobile Applications. In UbiComp15.
15. Abhinav Mehrotra, Veljko Pejovic, Jo Vermeulen, Robert Hendley, and Mirco Musolesi. 2016. My Phone and Me: Understanding Users Receptivity to Mobile Notifications. In CHI16.
16. Abhinav Mehrotra, Jo Vermeulen, Veljko Pejovic, and Mirco Musolesi. 2015. Ask, But Dont Interrupt: The Case for Interruptibility-Aware Mobile Experience Sampling. In UbiComp15 Adjunct.
17. Abhinav Parate, Matthias Böhmer, David Chu, Deepak Ganesan, and Benjamin M. Marlin. 2013. Practical prediction and prefetch for faster access to applications on mobile phones. In UbiComp13.
18. Veljko Pejovic and Mirco Musolesi. 2014. Anticipatory Mobile Computing for Behaviour Change Interventions. In UbiComp14 Adjunct.
19. Veljko Pejovic and Mirco Musolesi. 2015. Anticipatory Mobile Computing: A Survey of the State of the Art and Research Challenges. ACM Computing Surveys 47, 3 (2015), 1-47.
20. Martin Pielot, Rodrigo de Oliveira, Haewoon Kwak, and Nuria Oliver. 2014. Didnt you see my message?: predicting attentiveness to mobile instant messages. In CHI14.
21. Jonathan Posner, James A Russell, and Bradley S Peterson. 2005. The Circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology. Development and psychopathology 17, 3 (2005), 715-734.
22. Kiran K. Rachuri, Mirco Musolesi, Cecilia Mascolo, Jason Rentfrow, Chris Longworth, and Andrius Aucinas. 2010. EmotionSense: A Mobile Phones based Adaptive Platform for Experimental Social Psychology Research. In UbiComp10.
23. Fani Tsapeli and Mirco Musolesi. 2015. Investigating causality in human behavior from smartphone sensor data: A quasi-experimental approach. EPJ Data Science 4, 1 (2015), 1-15.