Evaluating tooth brushing performance with smartphone sound data

UbiComp 2015 - Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing

Volumn , Issue , 2015, Pages 109-120

  Korpela, Joseph ^a   Miyaji, Ryosuke ^a   Maekawa, Takuya ^a   Nozaki, Kazunori ^b   Tamagawa, Hiroo ^b  

^a OSAKA UNIVERSITY   (Japan)

^b OSAKA UNIVERSITY DENTAL HOSPITAL   (Japan)

Author keywords

Healthcare; Smartphone; Sound; Tooth brushing

Indexed keywords

ACOUSTIC WAVES; HEALTH CARE; HIDDEN MARKOV MODELS; MARKOV PROCESSES; REGRESSION ANALYSIS; SIGNAL ENCODING; SMARTPHONES; UBIQUITOUS COMPUTING;

AUDIO DATA; DENTAL CARE; HIDDEN MARKOV MODELS (HMMS); INNER SURFACES; OUTER SURFACE; REGRESSION MODEL; SOUND DATA; TOOTH BRUSHING;

DENTISTRY;

EID: 84960856019     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2750858.2804259     Document Type: Conference Paper

References (35)

1. Addy, M., and Hunter, M. Can tooth brushing damage your health? effects on oral and dental tissues. International Dental Journal 53, S3 (2003), 177-186.
2. Bartle, R. Bartle test of gamer psychology. gamerdna. Tech. rep., Retrieved 2010-12-08 from http://www.gamerdna. com/quizzes/bartle-Test-of-gamerpsychology.
3. Bartle, R. Hearts, clubs, diamonds, spades: Players who suit MUDs. Journal of MUD research 1, 1 (1996), 19.
4. Bell, M., Reeves, S., Brown, B., Sherwood, S., MacMillan, D., Ferguson, J., and Chalmers, M. EyeSpy: supporting navigation through play. In CHI 2009 (2009), 123-132.
5. Chang, Y.-C., Lo, J.-L., Huang, C.-J., Hsu, N.-Y., Chu, H.-H., Wang, H.-Y., Chi, P.-Y., and Hsieh, Y.-L. Playful toothbrush: ubicomp technology for teaching tooth brushing to kindergarten children. In CHI 2008 (2008), 363-372.
6. Chen, J., Kam, A., Zhang, J., Liu, N., and Shue, L. Bathroom activity monitoring based on sound. In Pervasive 2005 (2005), 47-61.
7. Chen, Z., Lin, M., Chen, F., Lane, N. D., Cardone, G., Wang, R., Li, T., Chen, Y., Choudhury, T., and Campbell, A. T. Unobtrusive sleep monitoring using smartphones. In PervasiveHealth 2013 (2013), 145-152.
8. Cowling, M. Non-speech environmental sound recognition system for autonomous surveillance. PhD thesis, Griffith University, 2004.
9. Deterding, S., Dixon, D., Khaled, R., and Nacke, L. From game design elements to gamefulness: defining gamification. In 15th International Academic MindTrek Conference: Envisioning Future Media Environments (2011), 9-15.
10. Fiske, J., Davis, D., Frances, C., and Gelbier, S. The emotional effects of tooth loss in edentulous people. British Dental Journal 184, 2 (1998), 90-93.
11. Fradkin, D., and Madigan, D. Experiments with random projections for machine learning. In KDD 2003 (2003), 517-522.
12. Gallagher, A., Sowinski, J., Bowman, J., Barrett, K., Lowe, S., Patel, K., Bosma, M. L., and Creeth, J. E. The effect of brushing time and dentifrice on dental plaque removal in vivo. American Dental Hygienists Association 83, 3 (2009), 111-116.
13. Ganss, C., Schlueter, N., Preiss, S., and Klimek, J. Tooth brushing habits in uninstructed adults? frequency, technique, duration and force. Clinical Oral Investigations 13, 2 (2009), 203-208.
14. Gauvain, J., and Lee, C. Maximum a posteriori estimation for multivariate gaussian mixture observations of markov chains. IEEE Trans. on Speech and Audio Processing 2, 2 (2002), 291-298.
15. Gerritsen, A. E., Allen, P. F., Witter, D. J., Bronkhorst, E. M., and Creugers, N. Tooth loss and oral health-related quality of life: A systematic review and meta-Analysis. Health Qual Life Outcomes 8, 126 (2010), 552.
16. Graetz, C., Bielfeldt, J., Wolff, L., Springer, C., Fawzy El-Sayed, K. M., Sälzer, S., Badri-Höher, S., and Dörfer, C. E. Toothbrushing education via a smart software visualization system. Journal of Periodontology 84, 2 (2013), 186-195.
17. Han, K., Graham, E. A., Vassallo, D., and Estrin, D. Enhancing motivation in a mobile participatory sensing project through gaming. In IEEE Third International Conference on Privacy, Security, Risk and Trust (PASSAT 2011) and IEEE Third Inernational Conference on Social Computing (SocialCom 2011) (2011), 1443-1448.
18. Inada, E., Saitoh, I., Yu, Y., Tomiyama, D., Murakami, D., Takemoto, Y., Morizono, K., Iwasaki, T., Iwase, Y., and Yamasaki, Y. Quantitative evaluation of toothbrush and arm-joint motion during tooth brushing. Clinical Oral Investigations (2014), 1-12.
19. Janusz, K., Nelson, B., Bartizek, R. D., Walters, P. A., and Biesbrock, A. Impact of a novel power toothbrush with smartguide technology on brushing pressure and thoroughness. The Journal of Contemporary Dental Practice 9, 7 (2008), 1-8.
20. Kim, K.-D., Jeong, J.-S., Lee, H. N., Gu, Y., Kim, K.-S., Lee, J.-W., and Park, W. Efficacy of computer-Assisted, 3d motion-capture toothbrushing instruction. Clinical Oral Investigations (2014), 1-6.
21. Kim, K.-S., Yoon, T.-H., Lee, J.-W., and Kim, D.-J. Interactive toothbrushing education by a smart toothbrush system via 3d visualization. Computer Methods and Programs in Biomedicine 96, 2 (2009), 125-132.
22. Lee, Y.-J., Lee, P.-J., Kim, K.-S., Park, W., Kim, K.-D., Hwang, D., and Lee, J.-W. Toothbrushing region detection using three-Axis accelerometer and magnetic sensor. IEEE Transactions on Biomedical Engineering 59, 3 (2012), 872-881.
23. Leggetter, C., and Woodland, P. Maximum likelihood linear regression for speaker adaptation of continuous density hidden Markov models. Computer Speech & Language 9, 2 (1995), 171-185.
24. Lindqvist, J., Cranshaw, J., Wiese, J., Hong, J., and Zimmerman, J. Im the mayor of my house: examining why people use foursquare-A social-driven location sharing application. In CHI 2011 (2011), 2409-2418.
25. Lu, H., Pan, W., Lane, N., Choudhury, T., and Campbell, A. SoundSense: scalable sound sensing for people-centric applications on mobile phones. In MobiSys 2009 (2009), 165-178.
26. Min, J.-K., Doryab, A., Wiese, J., Amini, S., Zimmerman, J., and Hong, J. I. Tossnturn: smartphone as sleep and sleep quality detector. In CHI 2014 (2014), 477-486.
27. Rabiner, L. A tutorial on hidden Markov models and selected applications in speech recognition. Proceedings of the IEEE 77, 2 (1989), 257-286.
28. Robnik-Sikonja, M., and Kononenko, I. An adaptation of relief for attribute estimation in regression. In ICML 1997 (1997), 296-304.
29. Rossi, M., Feese, S., Amft, O., Braune, N., Martis, S., and Troster, G. AmbientSense: A real-Time ambient sound recognition system for smartphones. In IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM 2013 Workshops) (2013), 230-235.
30. Shevade, S., Keerthi, S., Bhattacharyya, C., and Murthy, K. Improvements to the SMO algorithm for SVM regression. IEEE Trans. on Neural Networks 11, 5 (2002), 1188-1193.
31. Thomaz, E., Parnami, A., Bidwell, J., Essa, I., and Abowd, G. D. Technological approaches for addressing privacy concerns when recognizing eating behaviors with wearable cameras. In Ubicomp 2013 (2013), 739-748.
32. Tosaka, Y., Nakakura-Ohshima, K., Murakami, N., Ishii, R., Saitoh, I., Iwase, Y., Yoshihara, A., Ohuchi, A., and Hayasaki, H. Analysis of tooth brushing cycles. Clinical Oral Investigations (2014), 1-9.
33. Von Ahn, L., and Dabbish, L. Designing games with a purpose. Communications of the ACM 51, 8 (2008), 58-67.
34. Winterfeld, T., Schlueter, N., Harnacke, D., Illig, J., Margraf-Stiksrud, J., Deinzer, R., and Ganss, C. Toothbrushing and flossing behaviour in young adults? a video observation. Clinical Oral Investigations (2014), 1-8.
35. Young, S., Evermann, G., Gales, M., Hain, T., Kershaw, D., Liu, X., Moore, G., Odell, J., Ollason, D., Povey, D., et al. The HTK book, vol. 2. Entropic Cambridge Research Laboratory Cambridge, 1997.