This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance.

Slides:

Advertisements

Similar presentations

This article and any supplementary material should be cited as follows: Ferguson JE, Wittig BL, Payette M, Goldish GD, Hansen AH. Pilot study of a strap-based.

Advertisements

This article and any supplementary material should be cited as follows: Levy A, Kopplin K, Gefen A. Computer simulations of efficacy of air-cell- based.

This article and any supplementary material should be cited as follows: Murphy JO, Audu ML, Lombardo LM, Foglyano KM, Triolo RJ. Feasibility of closed-loop.

This article and any supplementary material should be cited as follows: Cameron MH, Huisinga J. Objective and subjective measures reflect different aspects.

This article and any supplementary material should be cited as follows: Spencer RJ, McGuire AP, Tree HA, Waldron-Perrine B, Pangilinan PH, Bieliauskas.

This article and any supplementary material should be cited as follows: Tenenbaum S, Shabshin N, Levy A, Herman A, Gefen A. Effects of foot posture and.

This article and any supplementary material should be cited as follows: Nightingale EJ, Pourkazemi F, Hiller CE. A Systematic review of timed stair tests.

This article and any supplementary material should be cited as follows: Chang SR, Kobetic R, Triolo RJ. Understanding stand-to-sit maneuver: Implications.

This article and any supplementary material should be cited as follows: Kumar A, Karmarkar AM, Collins DM, Souza A, OysterML, Cooper R, Cooper RA. Pilot.

This article and any supplementary material should be cited as follows: Brose SW, Wali E. Multidisciplinary approach to converting power chair into motorized.

This article and any supplementary material should be cited as follows: Wininger M, Crane B. Effect of interpolation on parameters extracted from seating.

This article and any supplementary material should be cited as follows: Nieuwenhuizen MG, de Groot S, Janssen TW, van der Maas LC, Beckerman H. Canadian.

This article and any supplementary material should be cited as follows: Schoessow KA, Mauney LM, Uslan M, Schuchard RA. Evaluating Barten image metric.

This article and any supplementary material should be cited as follows: Larson GE, Norman SB. Prospective prediction of functional difficulties among recently.

This article and any supplementary material should be cited as follows: Wang H, Tsai C, Jeannis H, Chung C, Kelleher A, Grindle GG, Cooper RA. Stability.

This article and any supplementary material should be cited as follows: Barks L, Luther SL, Brown LM, Schulz B, Bowen ME, Powell-Cope G. Development and.

This article and any supplementary material should be cited as follows: Allgrove JE, Chapman M, Christides T, Smith PM. Immunoendocrine responses of male.

This article and any supplementary material should be cited as follows: Zukowski LA, Roper JA, Shechtman O, Otzel DM, Hovis PW, Tillman MD. Wheelchair.

This article and any supplementary material should be cited as follows: Lindner HY, Langius-Eklöf A, Hermansson LM. Testretest reliability and rater agreements.

This article and any supplementary material should be cited as follows: Tsai J, Rosenheck RA. Use of group treatment among case managers in Department.

This article and any supplementary material should be cited as follows: Gorgey AS, Gater DR. Insulin growth factors may explain relationship between spasticity.

This article and any supplementary material should be cited as follows: Morgan P, Embry A, Perry L, Holthaus K, Gregory CM. Feasibility of lower- limb.

This article and any supplementary material should be cited as follows: Kim J, Park H, Bruce J, Rowles D, Holbrook J, Nardone B, West DP, Laumann AE, Roth.

This article and any supplementary material should be cited as follows: Smit CA, Legemate KJ, de Koning A, de Groot S, Stolwijk-Swuste JM, Janssen TW.

This article and any supplementary material should be cited as follows: Watson EC, Cosio D, Lin EH. Mixed-method approach to veteran satisfaction with.

This article and any supplementary material should be cited as follows: Garcia-Mendez Y, Pearlman JL, Cooper RA, Boninger ML. Dynamic stiffness and transmissibility.

This article and any supplementary material should be cited as follows: Collinger JL, Boninger ML, Bruns TM, Curley K, Wang W, Weber DJ. Functional priorities,

This article and any supplementary material should be cited as follows: Lam T, Pauhl K, Ferguson A, Malik RN, Krassioukov A, Eng JJ. Training with robot-applied.

This article and any supplementary material should be cited as follows: Walter JS, Thomas D, Sayers S, Perez-Tamayo RA, Crish T, Singh S. Respiratory responses.

This article and any supplementary material should be cited as follows: Oleson CV, Seidel BJ, Zhan T. Association of vitamin D deficiency, secondary hyperparathyroidism,

This article and any supplementary material should be cited as follows: Juhnke D, Beck JP, Jeyapalina S, Aschoff HH. Fifteen years of experience with Integral-Leg-Prosthesis:

This article and any supplementary material should be cited as follows: Tung JY, Stead B, Mann W, Pham B, Popovic MR. Assistive technologies for self-managed.

This article and any supplementary material should be cited as follows: Kang YS, Park YG, Lee BM, Park HS. Biomechanical evaluation of wrist- driven flexor.

This article and any supplementary material should be cited as follows: Barfield JP, Malone LA. Perceived exercise benefits and barriers among power wheelchair.

This article and any supplementary material should be cited as follows: Komolafe O, Wood S, Caldwell R, Hansen A, Fatone S. Methods for characterization.

This article and any supplementary material should be cited as follows: Craven CT, Gollee H, Coupad S, Purcell MA, Allan DB. Investigation of robotic-assisted.

This article and any supplementary material should be cited as follows: Guidali M, Keller U, Klamroth-Marganska V, Nef T, Riener R. Estimating the patient’s.

This article and any supplementary material should be cited as follows: Ferguson-Pell M, Ferguson-Pell G, Mohammadi F, Call E. Applying ISO Standard.

This article and any supplementary material should be cited as follows: Askari S, Chao T, de Leon RD, Won DS. The effect of timing electrical stimulation.

This article and any supplementary material should be cited as follows: Resnik L, Tian F, Ni P, Jette A. Computer-adaptive test to measure community reintegration.

This article and any supplementary material should be cited as follows: Mahajan HP, Spaeth DM, Dicianno BE, Brown K, Cooper RA. Preliminary evaluation.

This article and any supplementary material should be cited as follows: Zhang M, Davies TC, Zhang Y, Xie S. Reviewing effectiveness of ankle assessment.

This article and any supplementary material should be cited as follows: Khattab A, Docherty S, Bagust J, Willington R, Thomas P, Amar K. Subjective visual.

This article and any supplementary material should be cited as follows: Holtz B, Krein SL, Bentley DR, Hughes ME, Giardino ND, Richardson CR. Comparison.

This article and any supplementary material should be cited as follows: Moloney NA, Hall TM, Doody CM. Reliability of thermal quantitative sensory testing:

This article and any supplementary material should be cited as follows: Harper LA, Coleman JA, Perrin PB, Olivera SL, Perdomo JL, Arango JA, Arango-Lasprilla.

This article and any supplementary material should be cited as follows: Ishikawa S, Stevens SL, Kang M, Morgan DW. Reliability of daily step activity monitoring.

This article and any supplementary material should be cited as follows: Loerakker S, Huisman ES, Seelen HA, Glatz JF, Baaijens FP, Oomens CW, Bader DL.

This article and any supplementary material should be cited as follows: Marchiori C, Bensmail D, Gagnon D, Pradon D. Manual wheelchair satisfaction among.

This article and any supplementary material should be cited as follows: Gagnon DH, Babineau A, Champagne A, Desroches G, Aissaoui R. Pushrim biomechanical.

This article and any supplementary material should be cited as follows: Koester HH, Simpson RC. Method for enhancing text entry rate with single-switch.

This article and any supplementary material should be cited as follows: Rabadi MH, Vincent AS. Colonoscopic lesions in veterans with spinal cord injury.

This article and any supplementary material should be cited as follows: Ullrich PM, Spungen AM, Atkinson D, Bombardier CH, Chen Y, Erosa NA, Groer S, Ottomanelli.

This article and any supplementary material should be cited as follows: Troche MS, Rosenbek JC, Okun MS, Sapienza CM. Detraining outcomes with expiratory.

This article and any supplementary material should be cited as follows: Sabour H, Javidan AN, Ranjbarnovin N, Vafa MR, Khazaeipour Z, Ghaderi F, Mehrabani.

This article and any supplementary material should be cited as follows: Ficanha EM, Rastgaar M, Kaufman KR. Ankle mechanics during sidestep cutting implicates.

This article and any supplementary material should be cited as follows: Hollington J, Hillman SJ. Can static interface pressure mapping be used to rank.

This article and any supplementary material should be cited as follows: Resnik L, Klinger SL, Etter K. User and clinician perspectives on DEKA Arm: Results.

This article and any supplementary material should be cited as follows: Wang YT, Limroongreungrat W, Chang LS, Ke X, Tsai LC, Chen YP, Lewis J. Immediate.

This article and any supplementary material should be cited as follows: Sloan DM, Bovin MJ, Schnurr PP. Review of group treatment of PTSD. J Rehabil Res.

This article and any supplementary material should be cited as follows: Rohde LM, Bonder BR, Triolo RJ. Exploratory study of perceived quality of life.

This article and any supplementary material should be cited as follows: Gorgey AS, Poarch HJ, Dolbow DR, Castillo T, Gater DR. Effect of adjusting pulse.

This article and any supplementary material should be cited as follows: Dudley-Javoroski S, Shields RK. Regional cortical and trabecular bone loss after.

This article and any supplementary material should be cited as follows: Souza AE, Pearlman JL, Cooper R, Kelleher A, Gebrosky B, Cooper RA. Evaluation.

This article and any supplementary material should be cited as follows: Fischer TZ, Waxman SG. Extraterritorial temperature pain threshold abnormalities.

This article and any supplementary material should be cited as follows: Curtin CM, Suarez PA, Di Ponio LA, Frayne SM. Who are the women and men in Veterans.

This article and any supplementary material should be cited as follows: Wang RH, Korotchenko A, Hurd Clarke L, Mortenson WB, Mihailidis A. Power mobility.

This article and any supplementary material should be cited as follows: del-Ama AJ, Koutsou AD, Moreno JC, de-los-Reyes A, Gil-Agudo A, Pons JL. Review.

This article and any supplementary material should be cited as follows: Wessles KK, Brown JL, Ebersole KT, Sosnoff JJ. Sex, shoulder pain, and range of.

This article and any supplementary material should be cited as follows: Carty A, McCormack K, Coughlan GF, Crowe L, Caulfield B. Alterations in body composition.

Presentation transcript:

This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report. J Rehabil Res Dev. 014;51(5): 775–88. Slideshow Project DOI: /JRRD JSP Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report Jicheng Fu, PhD; Maria Jones, PT, PhD; Yih-Kuen Jan, PT, PhD

This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report. J Rehabil Res Dev. 014;51(5): 775–88. Slideshow Project DOI: /JRRD JSP Aim – Demonstrate feasibility of using machine learning techniques to construct intelligent model to provide personalized guidance for individuals with spinal cord injury (SCI). Relevance – Clinical evidence shows that SCI individuals’ requirements vary greatly. Hence, no universal guidance on tilt and recline usage could possibly satisfy all individuals with SCI.

This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report. J Rehabil Res Dev. 014;51(5): 775–88. Slideshow Project DOI: /JRRD JSP Method Explored ways of modeling research participants. Used machine learning techniques to construct the intelligent model. Evaluated the intelligent model’s performance. Further improved the intelligent model’s prediction accuracy by developing a two-phase feature selection algorithm to identify important attributes.

This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report. J Rehabil Res Dev. 014;51(5): 775–88. Slideshow Project DOI: /JRRD JSP Results Results demonstrated that our approaches were able to: – Effectively construct an intelligent model Classify whether a given tilt and recline setting would be favorable for skin blood flow increase for an SCI individual, i.e., personalized guidance – Evaluate its performance. – Refine the participant model to significantly improve the intelligent model’s prediction accuracy.

This article and any supplementary material should be cited as follows: Fu J, Jones M, Jan Y. Development of intelligent model for personalized guidance on wheelchair tilt and recline usage for people with spinal cord injury: Methodology and preliminary report. J Rehabil Res Dev. 014;51(5): 775–88. Slideshow Project DOI: /JRRD JSP Conclusion Our study demonstrated the feasibility of using machine learning techniques to construct an intelligent model to provide personalized guidance on wheelchair tilt and recline usage to individuals with SCI. The intelligent model achieved satisfactory accuracy by considering participants attributes that can be easily obtained without advanced clinical devices.