Conference Paper2014Cited by 55

Are we there yet?

Mahbubur Rahman, Rummana Bari, Amin Ahsan Ali, Moushumi Sharmin, Andrew Raij, Karen Hovsepian, Syed Monowar Hossain, Emre Ertin, Ashley Kennedy, David H Epstein, others, Michelle Jobes, J. Gayle Beck, Satish Kedia, Kenneth D. Ward, Mustafa al'Absi, Santosh Kumar

Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics

ACM, pp. 479-488

  • Good Health and Well-being — Relevance: 88%
DOI: 10.1145/2649387.2649433Open AccessURL

Abstract

Stress can lead to headaches and fatigue, precipitate addictive behaviors (e.g., smoking, alcohol and drug use), and lead to cardiovascular diseases and cancer. Continuous assessment of stress from sensors can be used for timely delivery of a variety of interventions to reduce or avoid stress. We investigate the feasibility of continuous stress measurement via two field studies using wireless physiological sensors --- a four-week study with illicit drug users (n = 40), and a one-week study with daily smokers and social drinkers (n = 30). We find that 11+ hours/day of usable data can be obtained in a 4-week study. Significant learning effect is observed after the first week and data yield is seen to be increasing over time even in the fourth week. We propose a framework to analyze sensor data yield and find that losses in wireless channel is negligible; the main hurdle in further improving data yield is the attachment constraint. We show the feasibility of measuring stress minutes preceding events of interest and observe the sensor-derived stress to be rising prior to self-reported stress and smoking events.

Keywords

  • social drinkers
  • daily smokers
  • illicit drug users
  • self-reported stress
  • learning effects

CCDS Authors

Amin Ahsan Ali, PhD
Amin Ahsan Ali, PhD

Amin Ahsan Ali, PhD

  • Director, AI/ML Wing

Professor

Department of Computer Science and Engineering

Independent University, Bangladesh

Published at

ACL, CHI, UbiComp, ECCV, IJCAI, ECAI, WACV, IPSN, PAKDD, LREC, IJCNN, ICPR, ICIP, BEA, BLP, ICMLA, Scientific Reports, Scientific Data, Pattern Recognition, Information Sciences, Ad Hoc Networks, Drug and Alcohol Dependence, PLOS ONE

Research Interests

Artificial Intelligence, Machine Learning

References

  1. 1.BRUCE S. McEWEN. (1998). Stress, Adaptation, and Disease: Allostasis and Allostatic Load. Annals of the New York Academy of Sciences, 840(1), 33–44[10.1111/j.1749-6632.1998.tb09546.x]
  2. 2.Bruce S. McEwen. (2007). Physiology and Neurobiology of Stress and Adaptation: Central Role of the Brain. Physiological Reviews, 87(3), 873–904[10.1152/physrev.00041.2006]
  3. 3.Bruce S. McEwen. (1993). Stress and the Individual. Archives of Internal Medicine, 153(18), 2093[10.1001/archinte.1993.00410180039004]
  4. 4.J.A. Healey, R.W. Picard. (2005). Detecting Stress During Real-World Driving Tasks Using Physiological Sensors. IEEE Transactions on Intelligent Transportation Systems, 6(2), 156–166[10.1109/tits.2005.848368]
  5. 5.Howard Rheingold. (1991). Virtual Reality.
  6. 6.BRUCE S. MCEWEN. (2004). Protection and Damage from Acute and Chronic Stress: Allostasis and Allostatic Overload and Relevance to the Pathophysiology of Psychiatric Disorders. Annals of the New York Academy of Sciences, 1032(1), 1–7[10.1196/annals.1314.001]
  7. 7.G P Chrousos, P W Gold. (1992). The concepts of stress and stress system disorders. Overview of physical and behavioral homeostasis.. PubMed, 267(9), 1244–52
  8. 8.Sunny Consolvo, David W. McDonald, Tammy Toscos, Mike Y. Chen, Jon Froehlich, Beverly Harrison, Predrag Klasnja, Anthony LaMarca, Louis LeGrand, Ryan Libby, Ian Smith, James A. Landay. (2008). Activity sensing in the wild. , 1797–1806[10.1145/1357054.1357335]
  9. 9.Marie Chan, Daniel Estève, Jean-Yves Fourniols, Christophe Escriba, Eric Campo. (2012). Smart wearable systems: Current status and future challenges. Artificial Intelligence in Medicine, 56(3), 137–156[10.1016/j.artmed.2012.09.003]
  10. 10.Roland Rosmond, Mary F. Dallman, Per Björntorp. (1998). Stress-Related Cortisol Secretion in Men: Relationships with Abdominal Obesity and Endocrine, Metabolic and Hemodynamic Abnormalities1. The Journal of Clinical Endocrinology & Metabolism, 83(6), 1853–1859[10.1210/jcem.83.6.4843]
  11. 11.Saul Shiffman, Jean A. Paty, Maryann Gnys, Jon A. Kassel, Mary Hickcox. (1996). First lapses to smoking: Within-subjects analysis of real-time reports.. Journal of Consulting and Clinical Psychology, 64(2), 366–379[10.1037//0022-006x.64.2.366]
  12. 12.John Rooksby, Mattias Rost, Alistair Morrison, Matthew Chalmers. (2014). Personal tracking as lived informatics. , 1163–1172[10.1145/2556288.2557039]
  13. 13.R. Rosmond. (1998). Stress-Related Cortisol Secretion in Men: Relationships with Abdominal Obesity and Endocrine, Metabolic and Hemodynamic Abnormalities. The Journal of Clinical Endocrinology & Metabolism, 83(6), 1853–1859[10.1210/jc.83.6.1853]
  14. 14.B. S. McEwen. (1993). Stress and the individual. Mechanisms leading to disease. Archives of Internal Medicine, 153(18), 2093–2101[10.1001/archinte.153.18.2093]
  15. 15.Hong Lu, Denise Frauendorfer, Mashfiqui Rabbi, Marianne Schmid Mast, Gokul T. Chittaranjan, Andrew T. Campbell, Daniel Gatica-Perez, Tanzeem Choudhury. (2012). StressSense. , 351–360[10.1145/2370216.2370270]
  16. 16.Arialdi M Miniño, Sherry L Murphy, Jiaquan Xu, Kenneth D Kochanek. (2011). Deaths: final data for 2008.. PubMed, 59(10), 1–126
  17. 17.P.S. Pandian, K. Mohanavelu, K.P. Safeer, T.M. Kotresh, D.T. Shakunthala, Parvati Gopal, V.C. Padaki. (2007). Smart Vest: Wearable multi-parameter remote physiological monitoring system. Medical Engineering & Physics, 30(4), 466–477[10.1016/j.medengphy.2007.05.014]
  18. 18.Roberto A. Rabinovich, Zafeiris Louvaris, Yogini Raste, Daniel Langer, Hans Van Remoortel, Santiago Giavedoni, Chris Burtin, Eloisa M.G. Regueiro, Ioannis Vogiatzis, Nicholas S. Hopkinson, Michael I. Polkey, Frederick J. Wilson, William MacNee, Klaas R. Westerterp, Thierry Troosters. (2013). Validity of physical activity monitors during daily life in patients with COPD. European Respiratory Journal, 42(5), 1205–1215[10.1183/09031936.00134312]
  19. 19.Kurt Plarre, Andrew Raij, Syed Monowar Hossain, Amin Ahsan Ali, Motohiro Nakajima, Mustafa Al’Absi, Emre Ertin, Thomas W. Kamarck, Santosh Kumar, Marcia S. Scott, Daniel P. Siewiorek, Asim Smailagic, Lorentz E. Wittmers. (2011). Continuous inference of psychological stress from sensory measurements collected in the natural environment. Information Processing in Sensor Networks, 97–108
  20. 20.C.W. Mundt, K.N. Montgomery, U.E. Udoh, V.N. Barker, G.C. Thonier, A.M. Tellier, R.D. Ricks, R.B. Darling, Y.D. Cagle, N.A. Cabrol, S.J. Ruoss, J.L. Swain, J.W. Hines, G.T.A. Kovacs. (2005). A Multiparameter Wearable Physiologic Monitoring System for Space and Terrestrial Applications. IEEE Transactions on Information Technology in Biomedicine, 9(3), 382–391[10.1109/titb.2005.854509]
  21. 21.MARY‐ANNE ENOCH. (2006). Genetic and Environmental Influences on the Development of Alcoholism. Annals of the New York Academy of Sciences, 1094(1), 193–201[10.1196/annals.1376.019]
  22. 22.Emre Ertin, Nathan Stohs, Santosh Kumar, Andrew Raij, Mustafa al'Absi, Siddharth Shah. (2011). AutoSense. , 274–287[10.1145/2070942.2070970]
  23. 23.Kristin Taraldsen, Sebastien F.M. Chastin, Ingrid I. Riphagen, Beatrix Vereijken, Jorunn L. Helbostad. (2011). Physical activity monitoring by use of accelerometer-based body-worn sensors in older adults: A systematic literature review of current knowledge and applications. Maturitas, 71(1), 13–19[10.1016/j.maturitas.2011.11.003]
  24. 24.Louis Atallah, Benny Lo, Rachel King, Guang-Zhong Yang. (2010). Sensor Placement for Activity Detection Using Wearable Accelerometers. , 24–29[10.1109/bsn.2010.23]
  25. 25.Thad R. Leffingwell, Nathaniel J. Cooney, James G. Murphy, Susan Luczak, Gary Rosen, Donald M. Dougherty, Nancy P. Barnett. (2012). Continuous Objective Monitoring of Alcohol Use: Twenty‐First Century Measurement Using Transdermal Sensors. Alcoholism Clinical and Experimental Research, 37(1), 16–22[10.1111/j.1530-0277.2012.01869.x]
  26. 26.Mustafa Al’Absi. (2007). Stress and Addiction: Biological and Psychological Mechanisms..
  27. 27.Val Jones, Valerie Gay, Peter Leijdekkers. (2010). Body Sensor Networks for Mobile Health Monitoring: Experience in Europe and Australia. , 204–209[10.1109/icds.2010.41]
  28. 28.Amin Ahsan Ali, Syed Monowar Hossain, Karen Hovsepian, Md. Mahbubur Rahman, Kurt Plarre, Santosh Kumar. (2012). mPuff. , 269–280[10.1145/2185677.2185741]
  29. 29.Jennifer Healey, Lama Nachman, Sushmita Subramanian, Junaith Shahabdeen, Margaret Morris. (2010). Out of the Lab and into the Fray: Towards Modeling Emotion in Everyday Life. Lecture notes in computer science, 156–173[10.1007/978-3-642-12654-3_10]
  30. 30.Jin-Hyuk Hong, Julian Ramos, Anind K. Dey. (2012). Understanding physiological responses to stressors during physical activity. , 270–279[10.1145/2370216.2370260]
  31. 31.Janet Stocks, Peter D. Sly, Robert S. Tepper, Wayne J. Morgan. (1996). Infant respiratory function testing.
  32. 32.C. Gopalsamy, S. Park, R. Rajamanickam, S. Jayaraman. (1999). The Wearable Motherboard?: The first generation of adaptive and responsive textile structures (ARTS) for medical applications. Virtual Reality, 4(3), 152–168[10.1007/bf01418152]
  33. 33.Frank H. Wilhelm, Walton T. Roth, Marvin A. Sackner. (2003). The LifeShirt. Behavior Modification, 27(5), 671–691[10.1177/0145445503256321]
  34. 34.A. Steptoe, G. Fieldman, O. Evans, L. Perry. (1996). Cardiovascular Risk and Responsivity to Mental Stress: The Influence of Age, Gender and Risk Factors. European Journal of Cardiovascular Prevention & Rehabilitation, 3(1), 83–93[10.1177/174182679600300112]
  35. 35.Mohamed Musthag, Andrew Raij, Deepak Ganesan, Santosh Kumar, Saul Shiffman. (2011). Exploring micro-incentive strategies for participant compensation in high-burden studies. , 435–444[10.1145/2030112.2030170]
  36. 36.M. al'Absi, D.K. Arnett. (2000). Adrenocortical responses to psychological stress and risk for hypertension. Biomedicine & Pharmacotherapy, 54(5), 234–244[10.1016/s0753-3322(00)80065-7]
  37. 37.N J HOLTER, J A GENERELLI. (1949). Remote recording of physiological data by radio.. PubMed, 46(9), 747–51
  38. 38.Chiew Seng Sean Tan, Johannes Schöning, Kris Luyten, Karin Coninx. (2014). Investigating the effects of using biofeedback as visual stress indicator during video-mediated collaboration. , 71–80[10.1145/2556288.2557038]
  39. 39.Syed Monowar Hossain, Amin Ahsan Ali, Mahbubur Rahman, Emre Ertin, David Epstein, Ashley Kennedy, Kenzie Preston, Annie Umbricht, Yixin Chen, Santosh Kumar. (2014). Identifying Drug (Cocaine) Intake Events from Acute Physiological Response in the Presence of Free-living Physical Activity.. PubMed, 2014, 71–82[link]
  40. 40.Martin Kusserow, Oliver Amft, Gerhard Troster. (2013). Modeling arousal phases in daily living using wearable sensors. IEEE Transactions on Affective Computing, 4(1), 93–105[10.1109/t-affc.2012.37]
  41. 41.Mary-Anne Enoch. (2003). Pharmacogenomics of Alcohol Response and Addiction. American Journal of PharmacoGenomics, 3(4), 217–232[10.2165/00129785-200303040-00001]
  42. 42.Roland Rosmond, Per Björntorp. (1998). Endocrine and metabolic aberrations in men with abdominal obesity in relation to anxio-depressive infirmity. Metabolism, 47(10), 1187–1193[10.1016/s0026-0495(98)90321-3]
  43. 43.Md. Mahbubur Rahman, Amin Ahsan Ali, Kurt Plarre, Mustafa al'Absi, Emre Ertin, Santosh Kumar. (2011). mConverse. , 1–10[10.1145/2077546.2077557]
  44. 44.J. DalľAva-Santucci, A. Armanganidis. (1991). Respiratory Inductive Plethysmography. Update in intensive care and emergency medicine, 121–142[10.1007/978-3-642-84209-2_11]
  45. 45.Peter Leijdekkers, Edward Barin. (2009). Feasibility study of a non invasive Cardiac Rhythm Management System. UTS ePRESS (University of Technology Sydney), 10, 5–14[link]
  46. 46.Kurt Plarre, Andrew Raij, Santanu Guha, Mustafa al'Absi, Emre Ertin, Santosh Kumar. (2010). Automated detection of sensor detachments for physiological sensing in the wild. , 31, 216–217[10.1145/1921081.1921119]
  47. 47.Alan Kim Johnson, Erling A. Anderson. (1990). Stress and arousal..
  48. 48.Charles W. McMillion. (1994). Rekindling the trade and competitiveness debate. Harvard business review, 72(5), 12–13
  49. 49.Sheldon Cohen, Ronald C. Kessler, Lynn Underwood Gordon. (1995). Measuring stress: A guide for health and social scientists..
  50. 50.G. P. Chrousos. (1992). The concepts of stress and stress system disorders. Overview of physical and behavioral homeostasis. JAMA, 267(9), 1244–1252[10.1001/jama.267.9.1244]
  51. 51.George P. Chrousos. (1992). The Concepts of Stress and Stress System Disorders. JAMA, 267(9), 1244[10.1001/jama.1992.03480090092034]
  52. 52.(1995). Measuring Stress. [10.1093/oso/9780195086416.001.0001]
  53. 53.Syed Monowar Hossain, Amin Ahsan Ali, Md. Mahbubur Rahman, Emre Ertine David Epstein, Ashley Kennedy, Kenzie Preston, Annie Umbricht, Yixin Chen, Santosh Kumar. (2014). Identifying drug (cocaine) intake events from acute physiological response in the presence of free-living physical activity. , 71–82[10.1109/ipsn.2014.6846742]

Cited By

  1. 1.Inbal Nahum-Shani, Shawna N Smith, Bonnie J Spring, Linda M Collins, Katie Witkiewitz, Ambuj Tewari, Susan A Murphy. (2016). Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support. Annals of Behavioral Medicine, 52(6), 446–462[10.1007/s12160-016-9830-8]
  2. 2.Karen Hovsepian, Mustafa al'Absi, Emre Ertin, Thomas Kamarck, Motohiro Nakajima, Santosh Kumar. (2015). cStress. , 2015, 493–504[10.1145/2750858.2807526]
  3. 3.Elena Smets, Emmanuel Rios Velazquez, Giuseppina Schiavone, Imen Chakroun, Ellie D’Hondt, Walter De Raedt, Jan Cornelis, Olivier Janssens, Sofie Van Hoecke, Stephan Claes, Ilse Van Diest, Chris Van Hoof. (2018). Large-scale wearable data reveal digital phenotypes for daily-life stress detection. npj Digital Medicine, 1(1), 67[10.1038/s41746-018-0074-9]
  4. 4.Donna Spruijt-Metz, Eric Hekler, Niilo Saranummi, Stephen Intille, Ilkka Korhonen, Wendy Nilsen, Daniel E. Rivera, Bonnie Spring, Susan Michie, David A. Asch, Alberto Sanna, Vicente Traver Salcedo, Rita Kukakfa, Misha Pavel. (2015). Building new computational models to support health behavior change and maintenance: new opportunities in behavioral research. Translational Behavioral Medicine, 5(3), 335–346[10.1007/s13142-015-0324-1]
  5. 5.Tânia Pereira, Pedro R. Almeida, João P.S. Cunha, Ana Aguiar. (2017). Heart rate variability metrics for fine-grained stress level assessment. Computer Methods and Programs in Biomedicine, 148, 71–80[10.1016/j.cmpb.2017.06.018]
  6. 6.Nazir Saleheen, Amin Ahsan Ali, Syed Monowar Hossain, Hillol Sarker, Soujanya Chatterjee, Benjamin Marlin, Emre Ertin, Mustafa al'Absi, Santosh Kumar. (2015). puffMarker. , 2015, 999–1010[10.1145/2750858.2806897]
  7. 7.Fanny Larradet, Radoslaw Niewiadomski, Giacinto Barresi, Darwin G. Caldwell, Leonardo S. Mattos. (2020). Toward Emotion Recognition From Physiological Signals in the Wild: Approaching the Methodological Issues in Real-Life Data Collection. Frontiers in Psychology, 11, 1111[10.3389/fpsyg.2020.01111]
  8. 8.Hillol Sarker, Matthew Tyburski, Md Mahbubur Rahman, Karen Hovsepian, Moushumi Sharmin, David H. Epstein, Kenzie L. Preston, C. Debra Furr-Holden, Adam Milam, Inbal Nahum-Shani, Mustafa al'Absi, Santosh Kumar. (2016). Finding Significant Stress Episodes in a Discontinuous Time Series of Rapidly Varying Mobile Sensor Data. , 2016, 4489–4501[10.1145/2858036.2858218]
  9. 9.Smyth, Heron. (2016). Is providing mobile interventions "just-in-time" helpful? an experimental proof of concept study of just-in-time intervention for stress management. , 1–7[10.1109/wh.2016.7764561]
  10. 10.Kaya de Barbaro. (2019). Automated sensing of daily activity: A new lens into development. Developmental Psychobiology, 61(3), 444–464[10.1002/dev.21831]
  11. 11.Kenzie L Preston, William J Kowalczyk, Karran A Phillips, Michelle L Jobes, Massoud Vahabzadeh, Jia-Ling Lin, Mustapha Mezghanni, David H Epstein. (2017). Exacerbated Craving in the Presence of Stress and Drug Cues in Drug-Dependent Patients. Neuropsychopharmacology, 43(4), 859–867[10.1038/npp.2017.275]
  12. 12.Jeremiah W. Bertz, David H. Epstein, Kenzie L. Preston. (2017). Combining ecological momentary assessment with objective, ambulatory measures of behavior and physiology in substance-use research. Addictive Behaviors, 83, 5–17[10.1016/j.addbeh.2017.11.027]
  13. 13.Samuel L. Battalio, David E. Conroy, Walter Dempsey, Peng Liao, Marianne Menictas, Susan Murphy, Inbal Nahum-Shani, Tianchen Qian, Santosh Kumar, Bonnie Spring. (2021). Sense2Stop: A micro-randomized trial using wearable sensors to optimize a just-in-time-adaptive stress management intervention for smoking relapse prevention. Contemporary Clinical Trials, 109, 106534[10.1016/j.cct.2021.106534]
  14. 14.Moushumi Sharmin, Md Monsur Hossain, Abir Saha, Maitraye Das, Margot Maxwell, Shameem Ahmed. (2018). From Research to Practice. , 1–16[10.1145/3173574.3173676]
  15. 15.Moushumi Sharmin, Andrew Raij, David Epstien, Inbal Nahum-Shani, J. Gayle Beck, Sudip Vhaduri, Kenzie Preston, Santosh Kumar. (2015). Visualization of time-series sensor data to inform the design of just-in-time adaptive stress interventions. , 2015, 505–516[10.1145/2750858.2807537]
  16. 16.Kenzie L. Preston, William J. Kowalczyk, Karran A. Phillips, Michelle L. Jobes, Massoud Vahabzadeh, Jia-Ling Lin, Mustapha Mezghanni, David H. Epstein. (2017). Context and craving during stressful events in the daily lives of drug-dependent patients. Psychopharmacology, 234(17), 2631–2642[10.1007/s00213-017-4663-0]
  17. 17.Elena Vildjiounaite, Johanna Kallio, Vesa Kyllönen, Mikko Nieminen, Ilmari Määttänen, Mikko Lindholm, Jani Mäntyjärvi, Georgy Gimel’farb. (2018). Unobtrusive stress detection on the basis of smartphone usage data. Personal and Ubiquitous Computing, 22(4), 671–688[10.1007/s00779-017-1108-z]
  18. 18.Rodrigo Bavaresco, Jorge Barbosa, Henrique Vianna, Paulo Büttenbender, Lucas Dias. (2019). Design and evaluation of a context-aware model based on psychophysiology. Computer Methods and Programs in Biomedicine, 189, 105299[10.1016/j.cmpb.2019.105299]
  19. 19.Melody Furnari, David H. Epstein, Karran A. Phillips, Michelle L. Jobes, William J. Kowalczyk, Massoud Vahabzadeh, Jia-Ling Lin, Kenzie L. Preston. (2015). Some of the people, some of the time: field evidence for associations and dissociations between stress and drug use. Psychopharmacology, 232(19), 3529–3537[10.1007/s00213-015-3998-7]
  20. 20.Nazir Saleheen, Supriyo Chakraborty, Nasir Ali, Md Mahbubur Rahman, Syed Monowar Hossain, Rummana Bari, Eugene Buder, Mani Srivastava, Santosh Kumar. (2016). mSieve. , 2016, 706–717[10.1145/2971648.2971753]
  21. 21.Syed Monowar Hossain, Timothy Hnat, Nazir Saleheen, Nusrat Jahan Nasrin, Joseph Noor, Bo-Jhang Ho, Tyson Condie, Mani Srivastava, Santosh Kumar. (2017). mCerebrum. , 2017, 1–14[10.1145/3131672.3131694]
  22. 22.Serguei V. S. Pakhomov, Paul D. Thuras, Raymond Finzel, Jerika Eppel, Michael Kotlyar. (2020). Using consumer-wearable technology for remote assessment of physiological response to stress in the naturalistic environment. PLoS ONE, 15(3), e0229942[10.1371/journal.pone.0229942]
  23. 23.Luis G. Jaimes, Martin Llofriu, Andrew Raij. (2015). PREVENTER, a Selection Mechanism for Just-in-Time Preventive Interventions. IEEE Transactions on Affective Computing, 7(3), 243–257[10.1109/taffc.2015.2490062]
  24. 24.Annamalai Natarajan, Gustavo Angarita, Edward Gaiser, Robert Malison, Deepak Ganesan, Benjamin M. Marlin. (2016). Domain adaptation methods for improving lab-to-field generalization of cocaine detection using wearable ECG. , 2016, 875–885[10.1145/2971648.2971666]
  25. 25.Carlos Pereira, Antonio Pinto, Duarte Ferreira, Ana Aguiar. (2017). Experimental Characterization of Mobile IoT Application Latency. IEEE Internet of Things Journal, 4(4), 1082–1094[10.1109/jiot.2017.2689682]
  26. 26.Glen Debard, Nele De Witte, Romy Sels, Marc Mertens, Tom Van Daele, Bert Bonroy. (2020). Making Wearable Technology Available for Mental Healthcare through an Online Platform with Stress Detection Algorithms: The Carewear Project. Journal of Sensors, 2020, 1–15[10.1155/2020/8846077]
  27. 27.Sudip Vhaduri, Christian Poellabauer. (2016). Design and Implementation of a Remotely Configurable and Manageable Well-being Study. Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 179–191[10.1007/978-3-319-33681-7_15]
  28. 28.Rummana Bari, Md. Mahbubur Rahman, Nazir Saleheen, Megan Battles Parsons, Eugene H. Buder, Santosh Kumar. (2020). Automated Detection of Stressful Conversations Using Wearable Physiological and Inertial Sensors. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 4(4), 1–23[10.1145/3432210]
  29. 29.Hillol Sarker, Karen Hovsepian, Soujanya Chatterjee, Inbal Nahum-Shani, Susan A. Murphy, Bonnie Spring, Emre Ertin, Mustafa al’Absi, Motohiro Nakajima, Santosh Kumar. (2017). From Markers to Interventions: The Case of Just-in-Time Stress Intervention. , 411–433[10.1007/978-3-319-51394-2_21]
  30. 30.Motohiro Nakajima, Andrine M. Lemieux, Mark Fiecas, Soujanya Chatterjee, Hillol Sarker, Nazir Saleheen, Emre Ertin, Santosh Kumar, Mustafa al'Absi. (2020). Using novel mobile sensors to assess stress and smoking lapse. International Journal of Psychophysiology, 158, 411–418[10.1016/j.ijpsycho.2020.11.005]
  31. 31.Soujanya Chatterjee, Md Mahbubur Rahman, Tousif Ahmed, Nazir Saleheen, Ebrahim Nemati, Viswam Nathan, Korosh Vatanparvar, Jilong Kuang. (2020). Assessing Severity of Pulmonary Obstruction from Respiration Phase-Based Wheeze-Sensing Using Mobile Sensors. , 1–13[10.1145/3313831.3376444]
  32. 32.Peter J. Polack Jr., Shang-Tse Chen, Minsuk Kahng, Kaya De Barbaro, Rahul Basole, Moushumi Sharmin, Duen Horng Chau. (2018). Chronodes. ACM Transactions on Interactive Intelligent Systems, 8(1), 1–21[10.1145/3152888]
  33. 33.Stephen H. Fairclough, Chelsea Dobbins. (2020). Personal informatics and negative emotions during commuter driving: Effects of data visualization on cardiovascular reactivity & mood. International Journal of Human-Computer Studies, 144, 102499[10.1016/j.ijhcs.2020.102499]
  34. 34.Md Mahbubur Rahman, Viswam Nathan, Ebrahim Nemati, Korosh Vatanparvar, Mohsin Ahmed, Jilong Kuang. (2019). Towards Reliable Data Collection and Annotation to Extract Pulmonary Digital Biomarkers Using Mobile Sensors. , 179–188[10.1145/3329189.3329204]
  35. 35.Md. Mahbubur Rahman, Ebrahim Nemati, Viswam Nathan, Jilong Kuang. (2020). InstantRR: Instantaneous Respiratory Rate Estimation on Context-Aware Mobile Devices. EAI/Springer Innovations in Communication and Computing, 267–281[10.1007/978-3-030-29897-5_22]
  36. 36.Md Mahbubur Rahman, Tousif Ahmed, Mohsin Yusuf Ahmed, Minh Dinh, Ebrahim Nemati, Jilong Kuang, Jun Alex Gao. (2022). BreatheBuddy. Proceedings of the ACM on Human-Computer Interaction, 6(MHCI), 1–18[10.1145/3546748]
  37. 37.August F. Holtyn, Eugene Bosworth, Lisa A. Marsch, Bethany McLeman, Andrea Meier, Elizabeth C. Saunders, Emre Ertin, Md Azim Ullah, Shahin Alan Samiei, Monowar Hossain, Santosh Kumar, Kenzie L. Preston, Massoud Vahabzadeh, Dikla Shmueli-Blumberg, Julia Collins, Jennifer McCormack, Udi E. Ghitza. (2019). Towards detecting cocaine use using smartwatches in the NIDA clinical trials network: Design, rationale, and methodology. Contemporary Clinical Trials Communications, 15, 100392[10.1016/j.conctc.2019.100392]
  38. 38.Elena Vildjiounaite, Johanna Kallio, Jani Mäntyjärvi, Vesa Kyllönen, Mikko Lindholm, Georgy Gimel’farb. (2017). Unsupervised Stress Detection Algorithm and Experiments with Real Life Data. Lecture notes in computer science, 95–107[10.1007/978-3-319-65340-2_9]
  39. 39.Samuel W. Stull, Jeremiah W. Bertz, Leigh V. Panlilio, William J. Kowalczyk, Karran A. Phillips, Landhing M. Moran, Jia-Ling Lin, Massoud Vahabzadeh, Patrick H. Finan, Kenzie L. Preston, David H. Epstein. (2021). I feel good? Anhedonia might not mean “without pleasure” for people treated for opioid use disorder.. Journal of Abnormal Psychology, 130(5), 537–549[10.1037/abn0000674]
  40. 40.Md Mahbubur Rahman, Mohsin Yusuf Ahmed, Tousif Ahmed, Bashima Islam, Viswam Nathan, Korosh Vatanparvar, Ebrahim Nemati, Daniel McCaffrey, Jilong Kuang, Jun Alex Gao. (2020). BreathEasy: Assessing Respiratory Diseases Using Mobile Multimodal Sensors. , 41–49[10.1145/3382507.3418852]
  41. 41.Chelsea Dobbins, Stephen Fairclough. (2017). A mobile lifelogging platform to measure anxiety and anger during real-life driving. , 327–332[10.1109/percomw.2017.7917583]
  42. 42.Md Mahbubur Rahman, Tousif Ahmed, Mohsin Yusuf Ahmed, Ebrahim Nemati, Minh Dinh, Nathan Folkman, Md Mehedi Hasan, Jilong Kuang, Jun Alex Gao. (2021). Towards Motion-Aware Passive Resting Respiratory Rate Monitoring Using Earbuds. [10.1109/bsn51625.2021.9507016]
  43. 43.Tanzima Z. Islam, Philip Wu Liang, Forest Sweeney, Cody Pragner, Jayaraman J. Thiagarajan, Moushumi Sharmin, Shameem Ahmed. (2021). College Life is Hard! - Shedding Light on Stress Prediction for Autistic College Students using Data-Driven Analysis. , 428–437[10.1109/compsac51774.2021.00066]
  44. 44.Chen Wang, Pablo Cesar. (2017). The Play Is a Hit. , 336–347[10.1145/3059454.3059465]
  45. 45.Moushumi Sharmin, Theodore Weber, Hillol Sarker, Nazir Saleheen, Santosh Kumar, Shameem Ahmed, Mustafa AlAbsi. (2017). Opportunities and Challenges in Designing Participant-Centric Smoking Cessation System. , 835–844[10.1109/compsac.2017.184]
  46. 46.Mahbubur Rahman, Nasir Ali, Rummana Bari, Nazir Saleheen, Mustafa al’Absi, Emre Ertin, Ashley Kennedy, Kenzie L. Preston, Santosh Kumar. (2017). mDebugger: Assessing and Diagnosing the Fidelity and Yield of Mobile Sensor Data. , 121–143[10.1007/978-3-319-51394-2_7]
  47. 47.Yincheng Jin, Md Mahbubur Rahman, Tousif Ahmed, Jilong Kuang, Alex Jun Gao. (2023). RRDetection: Respiration Rate Estimation Using Earbuds During Physical Activities. , 2023, 1–5[10.1109/embc40787.2023.10340157]
  48. 48.Chunpai Wang, Shaghayegh Sahebi, Helma Torkamaan. (2021). STRETCH: Stress and Behavior Modeling with Tensor Decomposition of Heterogeneous Data. IEEE/WIC/ACM International Conference on Web Intelligence, 453–462[10.1145/3486622.3493967]
  49. 49.Theodore Weber, Matthew Ferrin, Forest Sweeney, Shameem Ahmed, Moushumi Sharmin. (2020). Towards Identifying the Optimal Timing for Near Real-Time Smoking Interventions Using Commercial Wearable Devices. , 429–438[10.1109/compsac48688.2020.0-212]
  50. 50.Yugyeong Jung, Hei Yiu Law, Hadong Lee, Junmo Lee, Bongshin Lee, Uichin Lee. (2025). DataSentry: Building Missing Data Management System for In-the-Wild Mobile Sensor Data Collection through Multi-Year Iterative Design Approach. , 1–18[10.1145/3706598.3713314]
  51. 51.Md Azim Ullah, Soujanya Chatterjee, Christopher P. Fagundes, Cho Lam, Inbal Nahum-Shani, James M. Rehg, David W. Wetter, Santosh Kumar. (2022). mRisk. Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 6(3), 1–29[10.1145/3550308]
  52. 52.Wendy Marie Ingram, Rahul Khanna, Cody Weston. (2021). Informatics Technologies in the Diagnosis and Treatment of Mental Health Conditions. Health informatics, 453–477[10.1007/978-3-030-70558-9_17]
  53. 53.Polack, Peter J, Chen, Shang-Tse, Kahng, Minsuk, de Barbaro, Kaya, Sharmin, Moushumi, Basole, Rahul, Chau, Duen Horng. (2016). Chronodes: Interactive Multi-focus Exploration of Event Sequences. arXiv (Cornell University)[10.48550/arxiv.1609.08535]
  54. 54.Md Mahbubur Rahman, Mehrab Bin Morshed, Li Zhu, Jieni Zhou, Wendy Berry Mendes, Sharanya Arcot Desai. (2025). Classifying Physiological Stress Responses: Distinguishing Threat Versus Challenge Using Earbuds. , 3432–3438[10.1109/globecom59602.2025.11432091]
  55. 55.Luis G. Jaimes. (2015). On the Selection of Just-in-time Interventions. Digital Commons - University of South Florida (University of South Florida)[link]
← All publications