{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T07:52:06Z","timestamp":1742975526126,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":18,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642010439"},{"type":"electronic","value":"9783642010446"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"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":[[2009]]},"DOI":"10.1007\/978-3-642-01044-6_5","type":"book-chapter","created":{"date-parts":[[2009,10,14]],"date-time":"2009-10-14T10:11:36Z","timestamp":1255515096000},"page":"57-66","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Kernel Methods for Detecting the Direction of Time Series"],"prefix":"10.1007","author":[{"given":"Jonas","family":"Peters","sequence":"first","affiliation":[]},{"given":"Dominik","family":"Janzing","sequence":"additional","affiliation":[]},{"given":"Arthur","family":"Gretton","sequence":"additional","affiliation":[]},{"given":"Bernhard","family":"Sch\u00f6lkopf","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2009,7,31]]},"reference":[{"key":"5_CR1_5","volume-title":"From microphysics to macrophysics","author":"R Balian","year":"1992","unstructured":"Balian, R. (1992). From microphysics to macrophysics. Berlin: Springer."},{"issue":"5","key":"5_CR2_5","first-page":"379","volume":"13","author":"FJ Breidt","year":"1991","unstructured":"Breidt, F. J., & Davis, R. A. (1991). Time-reversibility, identifiability and independence of innovations for stationary time series. Journal of Time Series Analysis, 13(5), 379\u2013390.","journal-title":"Journal of Time Series Analysis"},{"key":"5_CR3_5","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4419-0320-4","volume-title":"Time series: Theory and methods","author":"PJ Brockwell","year":"1991","unstructured":"Brockwell, P. J., & Davis, R. A. (1991). Time series: Theory and methods (2nd ed.). Berlin: Springer.","edition":"2"},{"key":"5_CR4_5","unstructured":"Eichler, M., & Didelez, V. (2007). Causal reasoning in graphical time series models. In Proceedings of the 23nd Annual Conference on Uncertainty in Artifical Intelligence (pp.\u2009109\u2013116)."},{"issue":"2","key":"5_CR5_5","doi-asserted-by":"publisher","first-page":"163","DOI":"10.2307\/1403192","volume":"55","author":"CM Jarque","year":"1987","unstructured":"Jarque, C. M., & Bera, A. K. (1987). A test for normality of observations and regression residuals. International Statistical Review, 55(2), 163\u2013172.","journal-title":"International Statistical Review"},{"key":"5_CR6_5","unstructured":"Gretton, A., Borgwardt, K., Rasch, M., Sch\u00f6lkopf, B., & Smola, A. (2007). A kernel method for the two-sample-problem. In Advances in Neural Information Processing Systems (Vol.\u200919, pp.\u2009513\u2013520). Cambridge, MA: MIT Press."},{"key":"5_CR7_5","doi-asserted-by":"crossref","unstructured":"Gretton, A., Bousquet, O., Smola, A., & Sch\u00f6lkopf, B. (2005). Measuring statistical dependence with Hilbert\u2013Schmidt norms. In Algorithmic Learning Theory: 16th International Conference (pp.\u200963\u201378). Berlin: Springer.","DOI":"10.1007\/11564089_7"},{"key":"5_CR8_5","unstructured":"Hein, M., & Bousquet, O. (2005). Hilbertian metrics and positive definite kernels on probability measures. In Proceedings of AISTATS."},{"key":"5_CR9_5","unstructured":"Kankainen, A. (1995). Consistent testing of total independence based on the empirical characteristic function. Ph.D. Thesis, University of Jyv\u00e4skyl\u00e4."},{"issue":"6","key":"5_CR10_5","doi-asserted-by":"publisher","first-page":"1057","DOI":"10.1287\/opre.15.6.1057","volume":"15","author":"B Mandelbrot","year":"1967","unstructured":"Mandelbrot, B. (1967). On the distribution of stock price differences. Operations Research, 15(6), 1057\u20131062.","journal-title":"Operations Research"},{"key":"5_CR11_5","volume-title":"Causality","author":"J Pearl","year":"2002","unstructured":"Pearl, J. (2002). Causality. Cambridge: Cambridge University Press."},{"key":"5_CR12_5","unstructured":"Peters, J. (2008). Asymmetries of time series under inverting their direction. Diploma Thesis."},{"key":"5_CR13_5","volume-title":"The direction of time","author":"H Reichenbach","year":"1956","unstructured":"Reichenbach, H. (1956). The direction of time. Berkeley: University of California Press."},{"key":"5_CR14_5","first-page":"2003","volume":"7","author":"S Shimizu","year":"2006","unstructured":"Shimizu, S., Hoyer, P. O., Hyv\u00e4rinen, A., & Kerminen, A. (2006). A linear non-gaussian acyclic model for causal discovery. Journal of Machine Learning Research, 7, 2003\u20132030.","journal-title":"Journal of Machine Learning Research"},{"key":"5_CR15_5","doi-asserted-by":"crossref","unstructured":"Smola, A. J., Gretton, A., Song, L., & Sch\u00f6lkopf, B. (2007). A Hilbert space embedding for distributions. In Algorithmic Learning Theory: 18th International Conference (pp.\u200913\u201331). Berlin: Springer.","DOI":"10.1007\/978-3-540-75225-7_5"},{"key":"5_CR16_5","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4612-2748-9","volume-title":"Causation, prediction, and search","author":"P Spirtes","year":"1993","unstructured":"Spirtes, P., Glymour, C., & Scheines, R. (1993). Causation, prediction, and search. Berlin: Springer."},{"key":"5_CR17_5","unstructured":"Sriperumbudur, B., Gretton, A., Fukumizu, K., Lanckriet, G., & Sch\u00f6lkopf, B. (2008). Injective hilbert space embeddings of probability measures. In COLT, 2008."},{"key":"5_CR18_5","doi-asserted-by":"publisher","first-page":"831","DOI":"10.2307\/3212735","volume":"12","author":"G Weiss","year":"1975","unstructured":"Weiss, G. (1975). Time-reversibility of linear stochastic processes. Journal of Applied Probability, 12, 831\u2013836.","journal-title":"Journal of Applied Probability"}],"container-title":["Studies in Classification, Data Analysis, and Knowledge Organization","Advances in Data Analysis, Data Handling and Business Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-01044-6_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,18]],"date-time":"2023-02-18T01:16:42Z","timestamp":1676683002000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-642-01044-6_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642010439","9783642010446"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-01044-6_5","relation":{},"ISSN":["1431-8814"],"issn-type":[{"type":"print","value":"1431-8814"}],"subject":[],"published":{"date-parts":[[2009]]},"assertion":[{"value":"31 July 2009","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}