{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T05:01:34Z","timestamp":1743051694922,"version":"3.40.3"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319682815"},{"type":"electronic","value":"9783319682822"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-68282-2_5","type":"book-chapter","created":{"date-parts":[[2017,10,2]],"date-time":"2017-10-02T22:04:40Z","timestamp":1506981880000},"page":"66-81","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Estimating Road Surface Condition Using Crowdsourcing"],"prefix":"10.1007","author":[{"given":"Bin","family":"Piao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kenro","family":"Aihara","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Akira","family":"Kinoshita","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Atsuhiro","family":"Takasu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jun","family":"Adachi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,10,4]]},"reference":[{"key":"5_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/978-3-319-39862-4_36","volume-title":"Distributed, Ambient and Pervasive Interactions","author":"K Aihara","year":"2016","unstructured":"Aihara, K., Bin, P., Imura, H., Takasu, A., Tanaka, Y.: On feasibility of crowdsourced mobile sensing for smarter city life. In: Streitz, N., Markopoulos, P. (eds.) DAPI 2016. LNCS, vol. 9749, pp. 395\u2013404. Springer, Cham (2016). doi:\n                    10.1007\/978-3-319-39862-4_36"},{"issue":"1","key":"5_CR2","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random for. Mach. Learn. 45(1), 5\u201332 (2001)","journal-title":"Random for. Mach. Learn."},{"key":"5_CR3","doi-asserted-by":"crossref","unstructured":"Chen, K., Lu, M., Tan, G., Wu, J.: CRSM: crowdsourcing based road surface monitoring. In: 2013 IEEE 10th International Conference on High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing (HPCC_EUC), pp. 2151\u20132158. IEEE (2013)","DOI":"10.1109\/HPCC.and.EUC.2013.308"},{"key":"5_CR4","doi-asserted-by":"publisher","unstructured":"Fujino, Y., Kitagawa, K., Furukawa, T., Ishii, H.: Development of Vehicle Intelligent Monitoring System (VIMS), part 1st edn., vol. 5765, pp. 148\u2013157. SPIE (2005). doi:\n                    10.1117\/12.601727","DOI":"10.1117\/12.601727"},{"issue":"6","key":"5_CR5","doi-asserted-by":"publisher","first-page":"1780","DOI":"10.1109\/TBME.2014.2307069","volume":"61","author":"P Gupta","year":"2014","unstructured":"Gupta, P., Dallas, T.: Feature selection and activity recognition system using a single triaxial accelerometer. IEEE Trans. Biomed. Eng. 61(6), 1780\u20131786 (2014)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"5_CR6","unstructured":"He, Z., Jin, L.: Activity recognition from acceleration data based on Discrete Consine Transform and SVM. In: The 2009 IEEE International Conference on Systems, Man, and Cybernetics, pp. 5041\u20135044 (2009). \n                    http:\/\/ieeexplore.ieee.org\/xpl\/downloadCitations"},{"issue":"2","key":"5_CR7","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1109\/34.574797","volume":"19","author":"A Jain","year":"1997","unstructured":"Jain, A., Zongker, D.: Feature selection: evaluation, application, and small sample performance. IEEE Trans. Pattern Anal. Mach. Intel. 19(2), 153\u2013158 (1997)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intel."},{"key":"5_CR8","doi-asserted-by":"publisher","DOI":"10.1007\/b98835","volume-title":"Principal Component Analysis","author":"I Jolliffe","year":"1986","unstructured":"Jolliffe, I.: Principal Component Analysis. Springer, New York (1986). doi:\n                    10.1007\/b98835"},{"key":"5_CR9","doi-asserted-by":"crossref","unstructured":"Jonsson, P.: Classification of road conditions: from camera images and weather data. In: 2011 IEEE International Conference on Computational Intelligence for Measurement Systems and Applications (CIMSA), pp. 1\u20136. IEEE (2011)","DOI":"10.1109\/CIMSA.2011.6059917"},{"key":"5_CR10","doi-asserted-by":"crossref","unstructured":"Kawai, S., Takeuchi, K., Shibata, K., Horita, Y.: A method to distinguish road surface conditions for car-mounted camera images at night-time. In: 012 12th International Conference on ITS Telecommunications (ITST), vol. 2, pp. 668\u2013672. IEEE (2012)","DOI":"10.1109\/ITST.2012.6425265"},{"key":"5_CR11","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1016\/B978-1-55860-247-2.50037-1","volume-title":"Machine Learning Proceedings 1992","author":"Kenji Kira","year":"1992","unstructured":"Kira, K., Rendell, L.A.: A practical approach to feature selection. In: Proceedings of the ninth international workshop on Machine learning, pp. 249\u2013256 (1992)"},{"key":"5_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1007\/3-540-57868-4_57","volume-title":"Machine Learning: ECML-94","author":"I Kononenko","year":"1994","unstructured":"Kononenko, I.: Estimating attributes: analysis and extensions of RELIEF. In: Bergadano, F., De Raedt, L. (eds.) ECML 1994. LNCS, vol. 784, pp. 171\u2013182. Springer, Heidelberg (1994). doi:\n                    10.1007\/3-540-57868-4_57"},{"key":"5_CR13","doi-asserted-by":"crossref","unstructured":"Korpela, J., Maekawa, T., Eberle, J., Chakraborty, D., Aberer, K.: Tree-structured classifier for acceleration-based activity and gesture recognition on smartwatches. In: 2016 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops), pp. 1\u20134. IEEE (2016)","DOI":"10.1109\/PERCOMW.2016.7457053"},{"issue":"1","key":"5_CR14","first-page":"29","volume":"7","author":"T Nomura","year":"2015","unstructured":"Nomura, T., Shiraishi, Y.: A method for estimating road surface conditions with a smartphone. Int. J. Inform. Soc. 7(1), 29\u201336 (2015)","journal-title":"Int. J. Inform. Soc."},{"key":"5_CR15","doi-asserted-by":"crossref","unstructured":"Omer, R., Fu, L.: An automatic image recognition system for winter road surface condition classification. In: 2010 13th International IEEE Conference on Intelligent Transportation Systems (ITSC), pp. 1375\u20131379. IEEE (2010)","DOI":"10.1109\/ITSC.2010.5625290"},{"key":"5_CR16","doi-asserted-by":"crossref","unstructured":"Qian, Y., Almazan, E.J., Elder, J.H.: Evaluating features and classifiers for road weather condition analysis. In: 2016 IEEE International Conference on Image Processing (ICIP), pp. 4403\u20134407. IEEE (2016)","DOI":"10.1109\/ICIP.2016.7533192"},{"key":"5_CR17","first-page":"1","volume":"1501","author":"M Sayers","year":"1995","unstructured":"Sayers, M.: On the calculation of international roughness index from longitudinal road profile. Transp. Res. Rec. 1501, 1\u201312 (1995)","journal-title":"Transp. Res. Rec."},{"key":"5_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1007\/978-3-642-02830-4_4","volume-title":"Ubiquitous Intelligence and Computing","author":"J Wu","year":"2009","unstructured":"Wu, J., Pan, G., Zhang, D., Qi, G., Li, S.: Gesture recognition with a 3-D accelerometer. In: Zhang, D., Portmann, M., Tan, A.-H., Indulska, J. (eds.) UIC 2009. LNCS, vol. 5585, pp. 25\u201338. Springer, Heidelberg (2009). doi:\n                    10.1007\/978-3-642-02830-4_4"},{"issue":"3","key":"5_CR19","doi-asserted-by":"publisher","first-page":"I_1-I_7","DOI":"10.2208\/jscejpe.69.I_1","volume":"69","author":"Koichi YAGI","year":"2013","unstructured":"Yagi, K.: A measuring method of road surface longitudinal profile from sprung acceleration, and verification with road profiler. J. Japan Soc. Civ. Eng. Ser. E1 (Pavement Eng.) 69(3) (2013)","journal-title":"Journal of Japan Society of Civil Engineers, Ser. E1 (Pavement Engineering)"},{"issue":"3","key":"5_CR20","doi-asserted-by":"publisher","first-page":"753","DOI":"10.1541\/ieejeiss.124.753","volume":"124","author":"M Yamada","year":"2004","unstructured":"Yamada, M., Ueda, K., Horiba, I., Tsugawa, S., Yamamoto, S.: A study of the road surface condition detection technique based on the image information for deployment on a vehicle. IEEE Trans. Electr. Inform. Syst. 124(3), 753\u2013760 (2004). doi:\n                    10.1541\/ieejeiss.124.753","journal-title":"IEEE Trans. Electr. Inform. Syst."}],"container-title":["Communications in Computer and Information Science","Information Search, Integration, and Personlization"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-68282-2_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T23:28:22Z","timestamp":1558394902000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-68282-2_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319682815","9783319682822"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-68282-2_5","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"4 October 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}