{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,15]],"date-time":"2025-07-15T03:13:50Z","timestamp":1752549230176,"version":"3.37.3"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319746890"},{"type":"electronic","value":"9783319746906"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","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":[[2018]]},"DOI":"10.1007\/978-3-319-74690-6_23","type":"book-chapter","created":{"date-parts":[[2018,1,25]],"date-time":"2018-01-25T06:48:37Z","timestamp":1516862917000},"page":"232-241","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Performance Evaluation of SVM-Based Amazighe Named Entity Recognition"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2154-4045","authenticated-orcid":false,"given":"Meryem","family":"Talha","sequence":"first","affiliation":[]},{"given":"Siham","family":"Boulaknadel","sequence":"additional","affiliation":[]},{"given":"Driss","family":"Aboutajdine","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,1,26]]},"reference":[{"key":"23_CR1","doi-asserted-by":"crossref","unstructured":"Grishman, R., Sundheim, B.: Message understanding conference-6. a brief history. In Coling, vol. 96. pp. 466\u2013471 (1996)","DOI":"10.3115\/992628.992709"},{"issue":"1","key":"23_CR2","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1075\/li.30.1.03nad","volume":"30","author":"D Nadeau","year":"2007","unstructured":"Nadeau, D., Sekine, S.: A survey of named entity recognition and classification. Lingvisticae Investig. 30(1), 3\u201326 (2007)","journal-title":"Lingvisticae Investig."},{"key":"23_CR3","unstructured":"Dilek, K., Yazici, A.: Rule-based named entity recognition from Turkish texts. In: Proceedings of the International Symposium on Innovations in Intelligent Systems and Applications. pp. 456\u2013460 (2009)"},{"issue":"8","key":"23_CR4","doi-asserted-by":"crossref","first-page":"1652","DOI":"10.1002\/asi.21090","volume":"60","author":"K Shaalan","year":"2009","unstructured":"Shaalan, K., Raza, H.: NERA: named entity recognition for Arabic. J. Am. Soc. Inform. Sci. Technol. 60(8), 1652\u20131663 (2009)","journal-title":"J. Am. Soc. Inform. Sci. Technol."},{"key":"23_CR5","doi-asserted-by":"crossref","unstructured":"Bikel, D.M., Miller, S., Schwartz, R., Weischedel, R.: Nymble: a high-performance learning name-finder. In: Proceedings of the Fifth Conference on Applied Natural Language Processing, pp. 194\u2013201. Association for Computational Linguistics (1997)","DOI":"10.3115\/974557.974586"},{"key":"23_CR6","doi-asserted-by":"crossref","unstructured":"Zhou, G., Su, J.: Named entity recognition using an HMM-based chunk tagger. In: Proceedings of the 40th Annual Meeting on Association for Computational Linguistics, pp. 473\u2013480. Association for Computational Linguistics (2002)","DOI":"10.3115\/1073083.1073163"},{"key":"23_CR7","unstructured":"Borthwick, A., Sterling, J., Agichtein, E., Grishman, R.: NYU: description of the MENE named entity system as used in MUC-7. In: Proceedings of the Seventh Message Understanding Conference (MUC-7) (1998)"},{"key":"23_CR8","doi-asserted-by":"crossref","unstructured":"Bender, O., Och, F.J., Ney, H.: Maximum entropy models for named entity recognition. In: Proceedings of the Seventh Conference on Natural Language Learning at HLT-NAACL 2003, vol. 4, pp. 148\u2013151. Association for Computational Linguistics (2003)","DOI":"10.3115\/1119176.1119196"},{"key":"23_CR9","doi-asserted-by":"crossref","unstructured":"McCallum, A., Li, W.: Early results for named entity recognition with conditional random fields, feature induction and web-enhanced lexicons. In: Proceedings of the Seventh Conference on Natural Language Learning at HLT-NAACL 2003, vol. 4, pp. 188\u2013191. Association for Computational Linguistics (2003)","DOI":"10.3115\/1119176.1119206"},{"key":"23_CR10","unstructured":"Benajiba, Y.: Arabic Named Entity Recognition. Ph.D. thesis, Techninal University of Valencia (2009)"},{"key":"23_CR11","unstructured":"Talha, M., Boulaknadel, S., Aboutajdine, D.: NERAM: named entity recognition for amazighe language. In: 21st International Conference of TALN, pp. 517\u2013524. Aix Marseille University, Marseille (2014)"},{"key":"23_CR12","doi-asserted-by":"crossref","unstructured":"Boulaknadel, S., Talha, M., Aboutajdine, D.: Amazighe named entity recognition using a rule based approach. In: 11th ACS\/IEEE International Conference on Computer Systems and Applications, Doha, Qatar, pp. 478\u2013484 (2014)","DOI":"10.1109\/AICCSA.2014.7073237"},{"key":"23_CR13","unstructured":"Talha, M., Boulaknadel, S., Aboutajdine, D.: L\u2019apport d\u2019une approche symbolique pour le rep\u00e9rage des entit\u00e9s nomm\u00e9es en langue amazighe. In: EGC, Luxembourg, pp. 29\u201334 (2015)"},{"key":"23_CR14","doi-asserted-by":"crossref","first-page":"151","DOI":"10.13053\/rcs-90-1-11","volume":"90","author":"M Talha","year":"2015","unstructured":"Talha, M., Boulaknadel, S., Aboutajdine, D.: Development of amazighe named entity recognition system using hybrid method. J. Res. Comput. Sci. 90, 151\u2013161 (2015)","journal-title":"J. Res. Comput. Sci."},{"issue":"2","key":"23_CR15","doi-asserted-by":"crossref","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 multiclass support vector machines. IEEE Trans. Neural Netw. 13(2), 415\u2013425 (2002)","journal-title":"IEEE Trans. Neural Netw."},{"key":"23_CR16","doi-asserted-by":"crossref","unstructured":"Kre\u00dfel, U.H.G.: Pairwise classification and support vector machines. In: Advances in Kernel Methods, pp. 255\u2013268. MIT Press (1999)","DOI":"10.7551\/mitpress\/1130.003.0020"}],"container-title":["Advances in Intelligent Systems and Computing","The International Conference on Advanced Machine Learning Technologies and Applications (AMLTA2018)"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-74690-6_23","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,31]],"date-time":"2023-08-31T17:59:11Z","timestamp":1693504751000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-74690-6_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319746890","9783319746906"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-74690-6_23","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2018]]}}}