{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,9]],"date-time":"2024-09-09T07:01:23Z","timestamp":1725865283318},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319463483"},{"type":"electronic","value":"9783319463490"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"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":[[2016]]},"DOI":"10.1007\/978-3-319-46349-0_1","type":"book-chapter","created":{"date-parts":[[2016,9,20]],"date-time":"2016-09-20T01:31:28Z","timestamp":1474335088000},"page":"1-13","source":"Crossref","is-referenced-by-count":5,"title":["DSCo-NG: A Practical Language Modeling Approach for Time Series Classification"],"prefix":"10.1007","author":[{"given":"Daoyuan","family":"Li","sequence":"first","affiliation":[]},{"given":"Tegawend\u00e9 F.","family":"Bissyand\u00e9","sequence":"additional","affiliation":[]},{"given":"Jacques","family":"Klein","sequence":"additional","affiliation":[]},{"given":"Yves","family":"Le Traon","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,9,21]]},"reference":[{"key":"1_CR1","doi-asserted-by":"crossref","unstructured":"Batista, G.E., Wang, X., Keogh, E.J.: A complexity-invariant distance measure for time series. In: SDM, vol. 11, pp. 699\u2013710 (2011)","DOI":"10.1137\/1.9781611972818.60"},{"issue":"11","key":"1_CR2","doi-asserted-by":"crossref","first-page":"2796","DOI":"10.1109\/TPAMI.2013.72","volume":"35","author":"MG Baydogan","year":"2013","unstructured":"Baydogan, M.G., Runger, G., Tuv, E.: A bag-of-features framework to classify time series. IEEE Trans. Pattern Anal. Mach. Intell. 35(11), 2796\u20132802 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"1_CR3","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.specom.2003.08.002","volume":"42","author":"JR Bellegarda","year":"2004","unstructured":"Bellegarda, J.R.: Statistical language model adaptation: review and perspectives. Speech Commun. 42(1), 93\u2013108 (2004)","journal-title":"Speech Commun."},{"key":"1_CR4","unstructured":"Berndt, D.J., Clifford, J.: Using dynamic time warping to find patterns in time series. In: KDD Workshop, vol. 10, pp. 359\u2013370 (1994)"},{"key":"1_CR5","unstructured":"Chen, Y., Keogh, E., Hu, B., Begum, N., Bagnall, A., Mueen, A., Batista, G.: The UCR time series classification archive, July 2015. www.cs.ucr.edu\/~eamonn\/time_series_data\/"},{"key":"1_CR6","unstructured":"Chung, F.L., Fu, T.C., Luk, R., Ng, V.: Flexible time series pattern matching based on perceptually important points. In: International Joint Conference on Artificial Intelligence Workshop on Learning from Temporal and Spatial Data, pp. 1\u20137 (2001)"},{"issue":"1","key":"1_CR7","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1016\/j.engappai.2010.09.007","volume":"24","author":"TC Fu","year":"2011","unstructured":"Fu, T.C.: A review on time series data mining. Eng. Appl. Artif. Intell. 24(1), 164\u2013181 (2011)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"1_CR8","doi-asserted-by":"crossref","unstructured":"Keogh, E.: Fast similarity search in the presence of longitudinal scaling in time series databases. In: Proceedings of the Ninth IEEE International Conference on Tools with Artificial Intelligence, pp. 578\u2013584. IEEE (1997)","DOI":"10.1109\/TAI.1997.632306"},{"issue":"3","key":"1_CR9","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1007\/PL00011669","volume":"3","author":"E Keogh","year":"2001","unstructured":"Keogh, E., Chakrabarti, K., Pazzani, M., Mehrotra, S.: Dimensionality reduction for fast similarity search in large time series databases. Knowl. Inf. Syst. 3(3), 263\u2013286 (2001)","journal-title":"Knowl. Inf. Syst."},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Keogh, E., Lonardi, S., Ratanamahatana, C.A.: Towards parameter-free data mining. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 206\u2013215. ACM (2004)","DOI":"10.1145\/1014052.1014077"},{"key":"1_CR11","doi-asserted-by":"crossref","unstructured":"Li, D., Bissyande, T.F., Klein, J., Le Traon, Y.: Time series classification with discrete wavelet transformed data: insights from an empirical study. In: The 28th International Conference on Software Engineering and Knowledge Engineering (2016)","DOI":"10.18293\/SEKE2016-067"},{"key":"1_CR12","doi-asserted-by":"crossref","unstructured":"Li, D., Bissyande, T.F., Kubler, S., Klein, J., Le Traon, Y.: Profiling household appliance electricity usage with n-gram language modeling. In: The 2016 IEEE International Conference on Industrial Technology, Taipei, pp. 604\u2013609. IEEE (2016)","DOI":"10.1109\/ICIT.2016.7474818"},{"key":"1_CR13","doi-asserted-by":"crossref","unstructured":"Li, D., Li, L., Bissyande, T.F., Klein, J., Le Traon, Y.: DSCo: a language modeling approach for time series classification. In: The 12th International Conference on Machine Learning and Data Mining, New York (2016)","DOI":"10.1007\/978-3-319-41920-6_22"},{"key":"1_CR14","doi-asserted-by":"crossref","unstructured":"Li, Y., Lin, J.: Approximate variable-length time series motif discovery using grammar inference. In: Proceedings of the Tenth International Workshop on Multimedia Data Mining, p. 10 (2010)","DOI":"10.1145\/1814245.1814255"},{"issue":"2","key":"1_CR15","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1007\/s10618-007-0064-z","volume":"15","author":"J Lin","year":"2007","unstructured":"Lin, J., Keogh, E., Wei, L., Lonardi, S.: Experiencing SAX: a novel symbolic representation of time series. Data Min. Knowl. Disc. 15(2), 107\u2013144 (2007)","journal-title":"Data Min. Knowl. Disc."},{"issue":"2","key":"1_CR16","doi-asserted-by":"crossref","first-page":"306","DOI":"10.1109\/TPAMI.2008.76","volume":"31","author":"PF Marteau","year":"2009","unstructured":"Marteau, P.F.: Time warp edit distance with stiffness adjustment for time series matching. IEEE Trans. Pattern Anal. Mach. Intell. 31(2), 306\u2013318 (2009)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"1_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"468","DOI":"10.1007\/978-3-662-44845-8_37","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"P Senin","year":"2014","unstructured":"Senin, P., et al.: GrammarViz 2.0: a tool for grammar-based pattern discovery in time series. In: Calders, T., Esposito, F., H\u00fcllermeier, E., Meo, R. (eds.) ECML PKDD 2014. LNCS, vol. 8726, pp. 468\u2013472. Springer, Heidelberg (2014). doi: 10.1007\/978-3-662-44845-8_37"},{"key":"1_CR18","doi-asserted-by":"crossref","unstructured":"Senin, P., Malinchik, S.: SAX-VSM: interpretable time series classification using SAX and vector space model. In: IEEE 13th International Conference on Data Mining, pp. 1175\u20131180. IEEE (2013)","DOI":"10.1109\/ICDM.2013.52"},{"key":"1_CR19","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1016\/j.knosys.2014.04.035","volume":"67","author":"J Serr\u00e0","year":"2014","unstructured":"Serr\u00e0, J., Arcos, J.L.: An empirical evaluation of similarity measures for time series classification. Knowl. Based Syst. 67, 305\u2013314 (2014)","journal-title":"Knowl. Based Syst."},{"key":"1_CR20","doi-asserted-by":"crossref","unstructured":"Varrette, S., Bouvry, P., Cartiaux, H., Georgatos, F.: Management of an academic HPC cluster: the UL experience. In: Proceedings of the 2014 International Conference on High Performance Computing and Simulation (HPCS 2014), Bologna, Italy, pp. 959\u2013967. IEEE, July 2014","DOI":"10.1109\/HPCSim.2014.6903792"},{"issue":"1","key":"1_CR21","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/j.is.2007.07.002","volume":"33","author":"Q Wang","year":"2008","unstructured":"Wang, Q., Megalooikonomou, V.: A dimensionality reduction technique for efficient time series similarity analysis. Inf. Syst. 33(1), 115\u2013132 (2008)","journal-title":"Inf. Syst."},{"issue":"2","key":"1_CR22","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1007\/s10618-012-0250-5","volume":"26","author":"X Wang","year":"2013","unstructured":"Wang, X., Mueen, A., Ding, H., Trajcevski, G., Scheuermann, P., Keogh, E.: Experimental comparison of representation methods and distance measures for time series data. Data Min. Knowl. Disc. 26(2), 275\u2013309 (2013)","journal-title":"Data Min. Knowl. Disc."},{"key":"1_CR23","unstructured":"Wang, X., Lin, J., Senin, P., Oates, T., Gandhi, S., Boedihardjo, A.P., Chen, C., Frankenstein, S.: RPM: representative pattern mining for efficient time series classification. In: Proceedings of the 19th International Conference on Extending Database Technology (2016)"},{"key":"1_CR24","doi-asserted-by":"crossref","unstructured":"Xi, X., Keogh, E., Shelton, C., Wei, L., Ratanamahatana, C.A.: Fast time series classification using numerosity reduction. In: Proceedings of the 23rd International Conference on Machine Learning, pp. 1033\u20131040. ACM (2006)","DOI":"10.1145\/1143844.1143974"},{"key":"1_CR25","doi-asserted-by":"crossref","unstructured":"Ye, L., Keogh, E.: Time series shapelets: a new primitive for data mining. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 947\u2013956. ACM (2009)","DOI":"10.1145\/1557019.1557122"}],"container-title":["Lecture Notes in Computer Science","Advances in Intelligent Data Analysis XV"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46349-0_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T19:12:33Z","timestamp":1498331553000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46349-0_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319463483","9783319463490"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46349-0_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]}}}