{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,24]],"date-time":"2025-04-24T14:43:17Z","timestamp":1745505797104},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319336176"},{"type":"electronic","value":"9783319336183"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"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":[[2016]]},"DOI":"10.1007\/978-3-319-33618-3_5","type":"book-chapter","created":{"date-parts":[[2016,5,6]],"date-time":"2016-05-06T08:48:44Z","timestamp":1462524524000},"page":"40-50","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["A Hybrid Combination of Multiple SVM Classifiers for Automatic Recognition of the Damages and Symptoms on Plant Leaves"],"prefix":"10.1007","author":[{"given":"Ismail","family":"El Massi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Youssef","family":"Es-saady","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mostafa","family":"El Yassa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Driss","family":"Mammass","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdeslam","family":"Benazoun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,5,7]]},"reference":[{"issue":"2","key":"5_CR1","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.compag.2009.01.003","volume":"66","author":"A Camargo","year":"2009","unstructured":"Camargo, A., Smith, J.S.: An image pattern classification for the identification of disease causing agents in plants. Comput. Electron. Agric. 66(2), 121\u2013125 (2009)","journal-title":"Comput. Electron. Agric."},{"key":"5_CR2","doi-asserted-by":"crossref","unstructured":"Wang, H., Li, G., Ma, Z., Li, X.: Image recognition of plant diseases based on back propagation networks. In: IEEE International Congress Image and Signal Processing (CISP), pp. 894\u2013900. IEEE (2012)","DOI":"10.1109\/CISP.2012.6469998"},{"key":"5_CR3","doi-asserted-by":"crossref","unstructured":"El Massi, I., Es-Saady, Y., El Yassa, M., Mammass, D., Benazoun, A.: Serial combination of two classifiers for automatic recognition of the damages and symptoms on plant leaves. In: 3th IEEE World Conference on Complex System (WCCS). IEEE, Marrakech (2015)","DOI":"10.1109\/ICoCS.2015.7483300"},{"issue":"2","key":"5_CR4","doi-asserted-by":"publisher","first-page":"267","DOI":"10.3923\/itj.2011.267.275","volume":"10","author":"D Al Bashish","year":"2011","unstructured":"Al Bashish, D., Braik, M., Bani-Ahmad, S.: Detection and classification of leaf diseases using k-means clustering based segmentation and neural networks based classification. Inf. Technol. J. 10(2), 267\u2013275 (2011)","journal-title":"Inf. Technol. J."},{"key":"5_CR5","unstructured":"Tian, Y., Zhao, C., Lu, S., Guo, X.: SVM-based multiple classifier system for recognition of wheat leaf diseases. In: IEEE Conference on Dependable Computing (CDC), pp. 189\u2013193. IEEE (2010)"},{"key":"5_CR6","doi-asserted-by":"crossref","unstructured":"El Massi, I., Es-saady, Y., El Yassa, M., Mammass, D., Benazoun, A.: Automatic recognition of the damages and symptoms on plants leaves using parallel combination of two classifiers. In: 13th IEEE International Conference Computer Graphics, Imaging and Visualization (CGIV). IEEE, Beni Mellal (2016)","DOI":"10.1109\/CGiV.2016.34"},{"issue":"6","key":"5_CR7","first-page":"129","volume":"3","author":"MJ Vipinadas","year":"2015","unstructured":"Vipinadas, M.J., Thamizharasi, A.: A survey on plant disease identification. Int. J. Comput. Sci. Trends Technol. 3(6), 129\u2013135 (2015)","journal-title":"Int. J. Comput. Sci. Trends Technol."},{"key":"5_CR8","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.inffus.2013.04.006","volume":"16","author":"M Woniak","year":"2014","unstructured":"Woniak, M., Graa, M., Corchado, E.: A survey of multiple classifier systems as hybrid systems. Inf. Fusion 16, 3\u201317 (2014)","journal-title":"Inf. Fusion"},{"key":"5_CR9","unstructured":"MacQueenn, J.B.: Some methods for classification and analysis of multivariate observations. In: Proceedings of 5th Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, no.14, pp. 281\u2013297 (1967)"},{"issue":"2","key":"5_CR10","first-page":"72","volume":"2","author":"JK Patil","year":"2011","unstructured":"Patil, J.K., Kumar, R.: Color feature extraction of tomato leaf diseases. Int. J. Eng. Trends Technol. 2(2), 72\u201374 (2011)","journal-title":"Int. J. Eng. Trends Technol."},{"key":"5_CR11","doi-asserted-by":"crossref","unstructured":"Sannakki, S.S., Rajpurohit, V.S., Nargund, V.B., Kulkarni, P.: Diagnosis and classification of grape leaf diseases using neural network. In: 4th IEEE International Conference on Computing, Communications and Networking Technologies (ICCCNT), pp. 1\u20135. IEEE (2013)","DOI":"10.1109\/ICCCNT.2013.6726616"},{"key":"5_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/978-3-642-31254-0_3","volume-title":"Image and Signal Processing","author":"A Bekkari","year":"2012","unstructured":"Bekkari, A., Idbraim, S., Elhassouny, A., Mammass, D., El yassa, M., Ducrot, D.: SVM and haralick features for classification of high resolution satellite images from urban areas. In: Elmoataz, A., Mammass, D., Lezoray, O., Nouboud, F., Aboutajdine, D. (eds.) ICISP 2012. LNCS, vol. 7340, pp. 17\u201326. Springer, Heidelberg (2012)"},{"issue":"2","key":"5_CR13","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1109\/72.991427","volume":"13","author":"CW Hsu","year":"2002","unstructured":"Hsu, C.W., Lin, C.J.: A comparison of methods for multi-class support vector machines. IEEE Trans. Neural Netw. 13(2), 415\u2013425 (2002)","journal-title":"IEEE Trans. Neural Netw."},{"key":"5_CR14","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1214\/09-SS054","volume":"4","author":"A Sylvain","year":"2010","unstructured":"Sylvain, A.: A survey of cross-validation procedures for model selection. Stat. Surv. 4, 40\u201379 (2010)","journal-title":"Stat. Surv."}],"container-title":["Lecture Notes in Computer Science","Image and Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-33618-3_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,6]],"date-time":"2020-05-06T00:02:57Z","timestamp":1588723377000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-33618-3_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319336176","9783319336183"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-33618-3_5","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"7 May 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}