{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T00:13:28Z","timestamp":1782260008371,"version":"3.54.5"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319651712","type":"print"},{"value":"9783319651729","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-65172-9_51","type":"book-chapter","created":{"date-parts":[[2017,8,1]],"date-time":"2017-08-01T00:38:54Z","timestamp":1501547934000},"page":"609-619","source":"Crossref","is-referenced-by-count":43,"title":["A Random Forest Method to Detect Parkinson\u2019s Disease via Gait Analysis"],"prefix":"10.1007","author":[{"given":"Koray","family":"A\u00e7\u0131c\u0131","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"\u00c7a\u011fatay Berke","family":"Erda\u015f","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tun\u00e7","family":"A\u015furo\u011flu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M\u00fcnire K\u0131l\u0131n\u00e7","family":"Toprak","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hamit","family":"Erdem","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hasan","family":"O\u011ful","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2017,8,2]]},"reference":[{"key":"51_CR1","doi-asserted-by":"crossref","unstructured":"Bonato, P.: Advances in wearable technology and its medical applications. In: 32nd Conference of the IEEE EMBS, Buenos Aires, Argentina, pp. 2021\u20132024 (2010)","DOI":"10.1109\/IEMBS.2010.5628037"},{"issue":"2","key":"51_CR2","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1002\/cav.2","volume":"15","author":"K Aminian","year":"2004","unstructured":"Aminian, K., Najafi, B.: Capturing human motion using body-fixed sensors: outdoor measurement and clinical applications. Comput. Animation Virtual Worlds 15(2), 79\u201394 (2004)","journal-title":"Comput. Animation Virtual Worlds"},{"key":"51_CR3","doi-asserted-by":"crossref","unstructured":"Baga, D., Fotiadis, D.I., Konitsiotis, S., Maziewski, P., Greenlaw, R., Chaloglou, D., Arrendondo, M.T., Robledo, M.G., Pastor, M.A.: PERFORM: personalised disease management for chronic neurodegenerative diseases: the Parkinson\u2019s disease and amyotrophic lateral sclerosis cases. In: eChallenges e-2009 Conference, Istanbul (2009)","DOI":"10.1109\/NER.2009.5109220"},{"issue":"10","key":"51_CR4","doi-asserted-by":"crossref","first-page":"1364","DOI":"10.1016\/j.medengphy.2008.09.005","volume":"30","author":"A Godfrey","year":"2008","unstructured":"Godfrey, A., Conway, R., Meagher, D., Olaighin, G.: Direct measurement of human movement by accelerometry. Med. Eng. Phys. 30(10), 1364\u20131386 (2008)","journal-title":"Med. Eng. Phys."},{"issue":"1","key":"51_CR5","doi-asserted-by":"crossref","first-page":"e00006","DOI":"10.1002\/phy2.6","volume":"1","author":"W Zhao","year":"2013","unstructured":"Zhao, W., Adolph, A.L., Puyau, M.R., Vohra, F.A., Butte, N.F., Zakeri, I.F.: Support vector machines classifiers of physical activities in preschoolers. Physiol. Rep. 1(1), e00006 (2013)","journal-title":"Physiol. Rep."},{"issue":"6","key":"51_CR6","doi-asserted-by":"crossref","first-page":"864","DOI":"10.1109\/TITB.2009.2033471","volume":"13","author":"S Patel","year":"2009","unstructured":"Patel, S., Lorincz, K., Hughes, R., Huggins, N., Growdon, J., Standaert, D., Akay, M., Dy, J., Welsh, M., Bonato, P.: Monitoring motor fluctuations in patients with Parkinson\u2019s disease using wearable sensors. IEEE Trans. Inf. Technol. Biomed. 13(6), 864\u2013873 (2009)","journal-title":"IEEE Trans. Inf. Technol. Biomed."},{"key":"51_CR7","doi-asserted-by":"crossref","unstructured":"Shima, K., Tsuji, T., Kan, E., Kandori, A., Yokoe, M., Sakoda, S.: Measurement and evaluation of finger tapping movements using magnetic sensors. In: IEEE EMBS Conference, pp. 5628\u20135631. IEEE, Vancouver (2008)","DOI":"10.1109\/IEMBS.2008.4650490"},{"issue":"3","key":"51_CR8","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1109\/MPRV.2002.1037719","volume":"1","author":"SW Lee","year":"2002","unstructured":"Lee, S.W., Mase, K.: Activity and location recognitions using wearable sensors. IEEE Pervasive Comput. 1(3), 24\u201332 (2002)","journal-title":"IEEE Pervasive Comput."},{"key":"51_CR9","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1007\/978-3-642-03889-1_143","volume-title":"World Congress on Medical Physics and Biomedical Engineering 2009, IFMBE Proceedings","author":"R Greenlaw","year":"2009","unstructured":"Greenlaw, R., et al.: PERFORM: building and mining electronic records of neurological patients being monitored in the home. In: D\u00f6ssel, O., Schlegel, W.C. (eds.) World Congress on Medical Physics and Biomedical Engineering 2009, IFMBE Proceedings, vol. 25\/9, pp. 533\u2013535. Springer, Heidelberg (2009). doi: 10.1007\/978-3-642-03889-1_143"},{"issue":"3","key":"51_CR10","doi-asserted-by":"crossref","first-page":"276","DOI":"10.1109\/10.216411","volume":"40","author":"J Ghika","year":"1993","unstructured":"Ghika, J., Wiegner, A.W., Fang, J.J., Davies, L., Young, R., Growdown, J.H.: Portable system for quantifying motor abnormalities in Parkinson\u2019s disease. IEEE Trans. Biomed. Eng. 40(3), 276\u2013283 (1993)","journal-title":"IEEE Trans. Biomed. Eng."},{"issue":"6","key":"51_CR11","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1016\/0924-980X(95)00208-3","volume":"97","author":"S Spieker","year":"1995","unstructured":"Spieker, S., Jentgens, C., Boose, A., Dichgans, J.: Reliability, specificity and sensitivity of long-term tremor recordings. Electroencephalogr. Clin. Neurophysiol. 97(6), 326\u2013331 (1995)","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"51_CR12","doi-asserted-by":"crossref","unstructured":"Bonato, P., Sherrill, D.M., Standaert, D.G., Salles, S.S., Akay, M.: Data mining techniques to detect motor fluctuations in Parkinson\u2019s disease. In: Engineering in Medicine and Biology Society, pp. 4766\u20134769. IEEE, San Francisco (2004)","DOI":"10.1109\/IEMBS.2004.1404319"},{"key":"51_CR13","doi-asserted-by":"crossref","unstructured":"Patel, S., Sherrill, D., Hughes, R., Hester, T., Huggins, N., Lie-Nemeth, T., Standaert, D., Bonato, P.: Analysis of the severity of dyskinesia in patients with Parkinson\u2019s disease via wearable sensors. In: International Workshop on Wearable and Implantable Body Sensor Networks. IEEE, Cambridge (2006)","DOI":"10.1109\/BSN.2006.10"},{"key":"51_CR14","doi-asserted-by":"crossref","unstructured":"Patel, S., Chen, B.R., Buckley, T., Rednic, R., McClure, D., Tarsy, D., Shih, L., Dy, J., Welsh, M., Bonato, P.: Home monitoring of patients with Parkinson\u2019s disease via wearable technology and a web-based application. In: Engineering in Medicine and Biology Society (EMBC), pp. 4411\u20134414. IEEE, Buenos Aires (2010)","DOI":"10.1109\/IEMBS.2010.5627124"},{"issue":"6","key":"51_CR15","doi-asserted-by":"crossref","first-page":"1104","DOI":"10.1002\/1531-8257(200011)15:6<1104::AID-MDS1007>3.0.CO;2-E","volume":"15","author":"NL Keijsers","year":"2000","unstructured":"Keijsers, N.L., Horstink, M.W., van Hilten, J.J., Hoff, J.I., Gielen, C.C.: Detection and assessment of the severity of levodopa-induced dyskinesia in patients with Parkinson\u2019s disease by neural networks. Mov. Disord. 15(6), 1104\u20131111 (2000)","journal-title":"Mov. Disord."},{"issue":"2","key":"51_CR16","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1016\/j.gaitpost.2006.09.011","volume":"6","author":"ST Moore","year":"2007","unstructured":"Moore, S.T., MacDougall, H.G., Gracies, J.M., Cohen, H.S., Ondo, W.G.: Long-term monitoring of gait in Parkinson\u2019s disease. Gait Posture 6(2), 200\u2013207 (2007)","journal-title":"Gait Posture"},{"issue":"3","key":"51_CR17","doi-asserted-by":"crossref","first-page":"4618","DOI":"10.3390\/s140304618","volume":"14","author":"J Cancela","year":"2014","unstructured":"Cancela, J., Pastorino, M., Arredondo, M.T., Nikita, K.S., Villagra, F., Pastor, M.A.: Feasibility study of a wearable system based on a wireless body area network for gait assessment in Parkinson\u2019s disease patients. Sensors 14(3), 4618\u20134633 (2014)","journal-title":"Sensors"},{"key":"51_CR18","doi-asserted-by":"crossref","unstructured":"LeMoyne, R., Mastroianni, T., Cozza, M., Coroian, C., Grundfest, W.: Implementation of an iPhone for characterizing Parkinson\u2019s disease tremor through a wireless accelerometer application. In: Engineering in Medicine and Biology Society (EMBC), pp. 4954\u20134958. IEEE, Buenos Aires (2010)","DOI":"10.1109\/IEMBS.2010.5627240"},{"issue":"8","key":"51_CR19","doi-asserted-by":"crossref","first-page":"7338","DOI":"10.1016\/j.eswa.2012.01.084","volume":"39","author":"SH Lee","year":"2012","unstructured":"Lee, S.H., Lim, J.S.: Parkinson\u2019s disease classification using gait characteristics and wavelet-based feature extraction. Expert Syst. Appl. 39(8), 7338\u20137344 (2012)","journal-title":"Expert Syst. Appl."},{"issue":"1","key":"51_CR20","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.bspc.2012.04.007","volume":"8","author":"MR Daliri","year":"2013","unstructured":"Daliri, M.R.: Chi-square distance kernel of the gaits for the diagnosis of Parkinson\u2019s disease. Biomed. Sig. Process. Control 8(1), 66\u201370 (2013)","journal-title":"Biomed. Sig. Process. Control"},{"key":"51_CR21","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/j.jbi.2016.01.014","volume":"60","author":"YN Jane","year":"2016","unstructured":"Jane, Y.N., Nehemiah, H.K., Arputharaj, K.: A Q-backpropagated time delay neural network for diagnosing severity of gait disturbances in Parkinson\u2019s disease. J. Biomed. Inform. 60, 169\u2013176 (2016)","journal-title":"J. Biomed. Inform."},{"key":"51_CR22","doi-asserted-by":"crossref","first-page":"156","DOI":"10.1016\/j.eswa.2016.03.018","volume":"56","author":"OF Ertugrul","year":"2016","unstructured":"Ertugrul, O.F., Kaya, Y., Tekin, R., Almali, M.N.: Detection of Parkinson\u2019s disease by shifted one dimensional local binary patterns from gait. Expert Syst. Appl. 56, 156\u2013163 (2016)","journal-title":"Expert Syst. Appl."},{"issue":"7","key":"51_CR23","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1007\/s00779-010-0293-9","volume":"14","author":"D Figo","year":"2010","unstructured":"Figo, D., Diniz, P.C., Ferreira, D.R., Cardoso, J.M.P.: Preprocessing techniques for context recognition from accelerometer data. Pers. Ubiquit. Comput. 14(7), 645\u2013662 (2010)","journal-title":"Pers. Ubiquit. Comput."},{"key":"51_CR24","doi-asserted-by":"crossref","first-page":"31314","DOI":"10.3390\/s151229858","volume":"15","author":"F Attal","year":"2015","unstructured":"Attal, F., Mohammed, S., Dedabrishvili, M., Chamroukhi, F., Oukhellou, L., Amirat, Y.: Physical human activity recognition using wearable sensors. Sensors 15, 31314\u201331338 (2015)","journal-title":"Sensors"},{"issue":"1","key":"51_CR25","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"55","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Mach. Learn. 55(1), 5\u201332 (2001)","journal-title":"Mach. Learn."},{"issue":"4","key":"51_CR26","doi-asserted-by":"crossref","first-page":"2249","DOI":"10.1016\/j.csda.2007.08.015","volume":"52","author":"KJ Archer","year":"2008","unstructured":"Archer, K.J., Kimes, R.V.: Empirical characterization of random forest variable importance measures. Comput. Stat. Data Anal. 52(4), 2249\u20132260 (2008)","journal-title":"Comput. Stat. Data Anal."},{"key":"51_CR27","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.rse.2010.08.005","volume":"115","author":"JD Watts","year":"2011","unstructured":"Watts, J.D., Powell, S.L., Lawrence, R.L., Hilker, T.: Improved classification of conservation tillage adoption using high temporal and synthetic satellite imagery. Remote Sens. Environ. 115, 66\u201375 (2011)","journal-title":"Remote Sens. Environ."},{"issue":"5","key":"51_CR28","doi-asserted-by":"crossref","first-page":"2746","DOI":"10.1121\/1.4870481","volume":"135","author":"D Mennitt","year":"2014","unstructured":"Mennitt, D., Sherrill, K., Fristrup, K.: A geospatial model of ambient sound pressure levels in the contiguous United States. J. Acoust. Soc. Am. 135(5), 2746\u20132764 (2014)","journal-title":"J. Acoust. Soc. Am."},{"key":"51_CR29","doi-asserted-by":"publisher","unstructured":"Frenkel-Toledo, S., Giladi, N., Peretz, C., Herman, T., Gruendlinger, L., Hausdorff, J.M.: Effect of gait speed on gait rhythmicity in Parkinson\u2019s disease: variability of stride time and swing time respond differently. J. Neuroeng. Rehabil. 2(23) (2005). doi: 10.1186\/1743-0003-2-23 . https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC1188069\/","DOI":"10.1186\/1743-0003-2-23"},{"issue":"9","key":"51_CR30","doi-asserted-by":"crossref","first-page":"1109","DOI":"10.1002\/mds.20507","volume":"20","author":"S Frenkel-Toledo","year":"2005","unstructured":"Frenkel-Toledo, S., Giladi, N., Peretz, C., Herman, T., Gruendlinger, L., Hausdorff, J.M.: Treadmill walking as a pacemaker to improve gait rhythm and stability in Parkinson\u2019s disease. Mov. Disord. 20(9), 1109\u20131114 (2005)","journal-title":"Mov. Disord."},{"issue":"8","key":"51_CR31","doi-asserted-by":"crossref","first-page":"2369","DOI":"10.1111\/j.1460-9568.2007.05810.x","volume":"26","author":"JM Hausdorff","year":"2007","unstructured":"Hausdorff, J.M., Lowenthal, J., Herman, T., Gruendlinger, L., Peretz, C., Giladi, N.: Rhythmic auditory stimulation modulates gait variability in Parkinson\u2019s disease. Eur. J. Neurosci. 26(8), 2369\u20132375 (2007)","journal-title":"Eur. J. Neurosci."},{"issue":"5","key":"51_CR32","doi-asserted-by":"crossref","first-page":"1248","DOI":"10.1111\/j.1460-9568.2005.04298.x","volume":"22","author":"G Yogev","year":"2005","unstructured":"Yogev, G., Giladi, N., Peretz, C., Springer, S., Simon, E.S., Hausdorff, J.M.: Dual tasking, gait rhythmicity and Parkinson\u2019s disease: which aspects of gait are attention demanding? Eur. J. Neurosci. 22(5), 1248\u20131256 (2005)","journal-title":"Eur. J. Neurosci."},{"key":"51_CR33","unstructured":"Physionet Gait in Parkinson\u2019s Disease. https:\/\/physionet.org\/pn3\/gaitpdb\/ . Accessed 01 May 2017"}],"container-title":["Communications in Computer and Information Science","Engineering Applications of Neural Networks"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-65172-9_51","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T17:46:17Z","timestamp":1569951977000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-65172-9_51"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319651712","9783319651729"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-65172-9_51","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}