{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,12]],"date-time":"2026-11-12T17:09:10Z","timestamp":1794503350199,"version":"4.9.1"},"publisher-location":"Cham","reference-count":17,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319223629","type":"print"},{"value":"9783319223636","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-22363-6_13","type":"book-chapter","created":{"date-parts":[[2015,8,11]],"date-time":"2015-08-11T21:41:51Z","timestamp":1439329311000},"page":"237-254","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Using Lowly Correlated Time Series to Recover Missing Values in Time Series: A Comparison Between SVD and CD"],"prefix":"10.1007","author":[{"given":"Mourad","family":"Khayati","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michael H.","family":"B\u00f6hlen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philippe Cudr\u00e9","family":"Mauroux","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2015,8,13]]},"reference":[{"key":"13_CR1","unstructured":"Khayati, M., B\u00f6hlen, M.: Rebom: Recovery of blocks of missing values in time series. In: Proceedings of the 2012 ACM International Conference on Management of Data. COMAD 2012, pp. 44\u201355. Computer Society of India (2012)"},{"key":"13_CR2","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1109\/TNNLS.2014.2359798","volume":"26","author":"M Li","year":"2015","unstructured":"Li, M., Bi, W., Kwok, J.T., Lu, B.: Large-scale nystr\u00f6m kernel matrix approximation using randomized SVD. IEEE Trans. Neural Netw. Learn. Syst. 26, 152\u2013164 (2015)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"13_CR3","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1137\/090771806","volume":"53","author":"N Halko","year":"2011","unstructured":"Halko, N., Martinsson, P.G., Tropp, J.A.: Finding structure with randomness: probabilistic algorithms for constructing approximate matrix decompositions. SIAM Rev. 53, 217\u2013288 (2011)","journal-title":"SIAM Rev."},{"key":"13_CR4","doi-asserted-by":"crossref","unstructured":"Achlioptas, D., McSherry, F.: Fast computation of low-rank matrix approximations. J. ACM 54 (2007)","DOI":"10.1145\/1219092.1219097"},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Li, L., McCann, J., Pollard, N.S., Faloutsos, C.: Dynammo: mining and summarization of coevolving sequences with missing values. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 507\u2013516. Paris, France, 28 June\u20131 July 2009","DOI":"10.1145\/1557019.1557078"},{"key":"13_CR6","doi-asserted-by":"publisher","first-page":"1025","DOI":"10.1137\/S0895479800382555","volume":"23","author":"M Chu","year":"2001","unstructured":"Chu, M., Funderlic, R.: The centroid decomposition: relationships between discrete variational decompositions and svds. SIAM J. Matrix Anal. Appl. 23, 1025\u20131044 (2001)","journal-title":"SIAM J. Matrix Anal. Appl."},{"key":"13_CR7","doi-asserted-by":"crossref","unstructured":"Khayati, M., B\u00f6hlen, M., Gamper, J.: Memory-efficient centroid decomposition for long time series. In: ICDE. pp. 100\u2013111 (2014)","DOI":"10.1109\/ICDE.2014.6816643"},{"key":"13_CR8","doi-asserted-by":"publisher","first-page":"322","DOI":"10.1145\/291128.291131","volume":"16","author":"TG Kolda","year":"1998","unstructured":"Kolda, T.G., O\u2019Leary, D.P.: A semidiscrete matrix decomposition for latent semantic indexing information retrieval. ACM Trans. Inf. Syst. 16, 322\u2013346 (1998)","journal-title":"ACM Trans. Inf. Syst."},{"key":"13_CR9","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1145\/358407.358424","volume":"26","author":"TG Kolda","year":"2000","unstructured":"Kolda, T.G., O\u2019Leary, D.P.: Algorithm 805: computation and uses of the semidiscretematrix decomposition. ACM Trans. Math. Softw. 26, 415\u2013435 (2000)","journal-title":"ACM Trans. Math. Softw."},{"key":"13_CR10","doi-asserted-by":"crossref","unstructured":"Yu, H., Hsieh, C., Si, S., Dhillon, I.S.: Scalable coordinate descent approaches to parallel matrix factorization for recommender systems. In: 12th IEEE International Conference on Data Mining, ICDM 2012, pp. 765\u2013774. Brussels, Belgium, 10\u201313 December 2012","DOI":"10.1109\/ICDM.2012.168"},{"key":"13_CR11","doi-asserted-by":"crossref","unstructured":"Gemulla, R., Nijkamp, E., Haas, P.J., Sismanis, Y.: Large-scale matrix factorization with distributed stochastic gradient descent. In: KDD, pp. 69\u201377 (2011)","DOI":"10.1145\/2020408.2020426"},{"key":"13_CR12","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R.M., Volinsky, C.: Matrix factorization techniques for recommender systems. IEEE Comput. 42, 30\u201337 (2009)","journal-title":"IEEE Comput."},{"key":"13_CR13","doi-asserted-by":"crossref","unstructured":"Balzano, L., Nowak, R., Recht, B.: Online identification and tracking of subspaces from highly incomplete information. CoRR abs\/1006.4046 (2010)","DOI":"10.1109\/ALLERTON.2010.5706976"},{"key":"13_CR14","volume-title":"Matrix computations","author":"GH Golub","year":"1996","unstructured":"Golub, G.H., van Loan, C.F.: Matrix computations, 3rd edn. Johns Hopkins University Press, Baltimore (1996)","edition":"3"},{"key":"13_CR15","doi-asserted-by":"crossref","unstructured":"Bj\u00f6rck, A.: Numerical methods for least squares problems. SIAM (1996)","DOI":"10.1137\/1.9781611971484"},{"key":"13_CR16","doi-asserted-by":"crossref","DOI":"10.1201\/9781420010244","volume-title":"Numerical Methods for Engineers","author":"DV Griffiths","year":"2006","unstructured":"Griffiths, D.V., Smith, I.M.: Numerical Methods for Engineers. CRC Press, Boca Raton (2006)"},{"key":"13_CR17","doi-asserted-by":"publisher","first-page":"2270","DOI":"10.1016\/j.patcog.2005.01.012","volume":"38","author":"A Jain","year":"2005","unstructured":"Jain, A., Nandakumar, K., Ross, A.: Score normalization in multimodal biometric systems. Pattern Recogn. 38, 2270\u20132285 (2005)","journal-title":"Pattern Recogn."}],"container-title":["Lecture Notes in Computer Science","Advances in Spatial and Temporal Databases"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-22363-6_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,21]],"date-time":"2023-02-21T01:19:07Z","timestamp":1676942347000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-22363-6_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319223629","9783319223636"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-22363-6_13","relation":{"is-part-of":[{"id-type":"doi","id":"https:\/\/doi.org\/10.1007\/978-3-319-22363-6","asserted-by":"object"}]},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"13 August 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}