{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T16:46:04Z","timestamp":1770482764321,"version":"3.49.0"},"publisher-location":"Berlin, Heidelberg","reference-count":21,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783662456514","type":"print"},{"value":"9783662456521","type":"electronic"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"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":[[2014]]},"DOI":"10.1007\/978-3-662-45652-1_8","type":"book-chapter","created":{"date-parts":[[2014,12,4]],"date-time":"2014-12-04T11:48:32Z","timestamp":1417693712000},"page":"71-79","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Comparative Analysis of Density Estimation Based Kernel Regression"],"prefix":"10.1007","author":[{"given":"Junying","family":"Chen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yulin","family":"He","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,12,5]]},"reference":[{"issue":"4","key":"8_CR1","first-page":"359","volume":"26","author":"GS Watson","year":"1964","unstructured":"Watson, G.S.: Smooth Regression Analysis. Sankhy\u0101: The Indian Journal of Statistics. Series A 26(4), 359\u2013372 (1964)","journal-title":"Sankhy\u0101: The Indian Journal of Statistics. Series A"},{"issue":"403","key":"8_CR2","doi-asserted-by":"publisher","first-page":"596","DOI":"10.1080\/01621459.1988.10478639","volume":"83","author":"WS Clevelanda","year":"1988","unstructured":"Clevelanda, W.S., Devlin, S.J.: Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting. Journal of the American Statistical Association 83(403), 596\u2013610 (1988)","journal-title":"Journal of the American Statistical Association"},{"key":"8_CR3","doi-asserted-by":"crossref","unstructured":"Chatterjee, S., Hadi, A.S.: Regression Analysis by Example. John Wiley & Sons (2006)","DOI":"10.1002\/0470055464"},{"key":"8_CR4","unstructured":"Montgomery, D.C., Peck, E.A., Vining, G.G.: Introduction to Linear Regression Analysis. John Wiley & Sons (2012)"},{"key":"8_CR5","unstructured":"Seber, G.A.F., Lee, A.J.: Linear Regression Analysis. John Wiley & Sons (2012)"},{"issue":"3","key":"8_CR6","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1016\/S1004-4132(07)60136-4","volume":"18","author":"ZX Liu","year":"2007","unstructured":"Liu, Z.X., Liu, J.H.: Chaotic Time Series Multi-step Direct Prediction with Partial Least Squares Regression. Journal of Systems Engineering and Electronics 18(3), 611\u2013615 (2007)","journal-title":"Journal of Systems Engineering and Electronics"},{"issue":"2","key":"8_CR7","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1109\/TSMCA.2010.2064301","volume":"41","author":"F Murtagh","year":"2011","unstructured":"Murtagh, F., Spagat, M., Restrepo, J.A.: Ultrametric Wavelet Regression of Multivariate Time Series: Application to Colombian Conflict Analysis. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 41(2), 254\u2013263 (2011)","journal-title":"IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"Zhang, X.R., Hu, L.Y., Wang, Z.S.: Multiple Kernel Support Vector Regression for Economic Forecasting. In: Proceedings of ICMSE 2010, pp. 129\u2013134 (2010)","DOI":"10.1109\/ICMSE.2010.5719795"},{"key":"8_CR9","doi-asserted-by":"crossref","unstructured":"Zhang, S., Wu, Y.: The Application of Regression Analysis in Correlation Research of Economic Growth in Jilin Province and Regional Income Distribution Gap. In: Proceedings of WKDD 2009, pp. 500\u2013503 (2009)","DOI":"10.1109\/WKDD.2009.207"},{"issue":"429","key":"8_CR10","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1080\/01621459.1995.10476496","volume":"90","author":"JQ Fan","year":"1995","unstructured":"Fan, J.Q., Heckman, N.E., Wand, M.P.: Local Polynomial Kernel Regression for Generalized Linear Models and Quasi-Likelihood Functions. Journal of the American Statistical Association 90(429), 141\u2013150 (1995)","journal-title":"Journal of the American Statistical Association"},{"issue":"4","key":"8_CR11","first-page":"359","volume":"26","author":"GS Watson","year":"1964","unstructured":"Watson, G.S.: Smooth Regression Analysis. Sankhy: The Indian Journal of Statistics, Series A (1961\u20132002) 26(4), 359\u2013372 (1964)","journal-title":"Sankhy: The Indian Journal of Statistics, Series A (1961\u20132002)"},{"issue":"3","key":"8_CR12","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1111\/j.2517-6161.1972.tb00916.x","volume":"34","author":"MB Priestley","year":"1972","unstructured":"Priestley, M.B., Chao, M.T.: Non-Parametric Function Fitting. Journal of the Royal Statistical Society Series B (Methodological) 34(3), 385\u2013392 (1972)","journal-title":"Journal of the Royal Statistical Society Series B (Methodological)"},{"key":"8_CR13","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1007\/BFb0098489","volume":"757","author":"T Gasser","year":"1979","unstructured":"Gasser, T., M\u00fcller, H.G.: Kernel estimation of regression functions. Smoothing Techniques for Curve Estimation, Lecture Notes in Mathematics 757, 23\u201368 (1979)","journal-title":"Smoothing Techniques for Curve Estimation, Lecture Notes in Mathematics"},{"issue":"3","key":"8_CR14","doi-asserted-by":"publisher","first-page":"1065","DOI":"10.1214\/aoms\/1177704472","volume":"33","author":"E Parzen","year":"1962","unstructured":"Parzen, E.: On Estimation of a Probability Density Function and Mode. Annals of Mathematical Statistics 33(3), 1065\u20131076 (1962)","journal-title":"Annals of Mathematical Statistics"},{"key":"8_CR15","doi-asserted-by":"crossref","unstructured":"Wang, X.Z., He, Y.L., Wang, D.D.: Non-Naive Bayesian Classifiers for Classification Problems with Continuous Attributes. IEEE Transactions on Cybernetics (2013),doi: 10.1109\/TCYB.2013.2245891","DOI":"10.1109\/TCYB.2013.2245891"},{"key":"8_CR16","doi-asserted-by":"crossref","unstructured":"Scott, D.W.: Multivariate Density Estimation: Theory, Practice, and Visualization. John Wiley and Sons, Inc. (1992)","DOI":"10.1002\/9780470316849"},{"key":"8_CR17","doi-asserted-by":"crossref","unstructured":"Wand, M.P., Jones, M.C.: Kernel Smoothing. Chapman and Hall (1995)","DOI":"10.1007\/978-1-4899-4493-1"},{"key":"8_CR18","doi-asserted-by":"crossref","unstructured":"Liu, J.N.K., He, Y.L., Wang, X.Z., Hu, Y.X.: A Comparative Study among Different Kernel Functions in Flexible Naive Bayesian Classification. In: Proceedings of ICMLC 2011, pp. 638\u2013643 (2011)","DOI":"10.1109\/ICMLC.2011.6016813"},{"key":"8_CR19","doi-asserted-by":"crossref","unstructured":"Liu, J.N.K., He, Y.L., Wang, X.Z.: Improving Kernel Incapability by Equivalent Probability in Flexible Naive Bayesian. In: Proceedings of FUZZ-IEEE 2012, pp. 1\u20138 (2012)","DOI":"10.1109\/FUZZ-IEEE.2012.6250811"},{"issue":"5","key":"8_CR20","doi-asserted-by":"publisher","first-page":"1321","DOI":"10.1109\/TSMCB.2007.901375","volume":"37","author":"ZL Sun","year":"2007","unstructured":"Sun, Z.L., Au, K.F., Choi, T.M.M.: A Neuro-Fuzzy Inference System Through Integration of Fuzzy Logic and Extreme Learning Machines. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 37(5), 1321\u20131331 (2007)","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics"},{"key":"8_CR21","doi-asserted-by":"crossref","unstructured":"H\u00e4rdle, W.: Applied Nonparametric Regression. Cambridge University Press (1994)","DOI":"10.1016\/S1573-4412(05)80007-8"}],"container-title":["Communications in Computer and Information Science","Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-662-45652-1_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T23:01:41Z","timestamp":1747177301000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-662-45652-1_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783662456514","9783662456521"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-662-45652-1_8","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"5 December 2014","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}