{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T16:31:57Z","timestamp":1776443517121,"version":"3.51.2"},"publisher-location":"Berlin, Heidelberg","reference-count":18,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540709800","type":"print"},{"value":"9783540709817","type":"electronic"}],"license":[{"start":{"date-parts":[[2007,1,1]],"date-time":"2007-01-01T00:00:00Z","timestamp":1167609600000},"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":[[2007]]},"DOI":"10.1007\/978-3-540-70981-7_62","type":"book-chapter","created":{"date-parts":[[2007,3,23]],"date-time":"2007-03-23T13:49:52Z","timestamp":1174657792000},"page":"539-546","source":"Crossref","is-referenced-by-count":7,"title":["Foreign Exchange Trading with Support Vector Machines"],"prefix":"10.1007","author":[{"given":"Christian","family":"Ullrich","sequence":"first","affiliation":[]},{"given":"Detlef","family":"Seese","sequence":"additional","affiliation":[]},{"given":"Stephan","family":"Chalup","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"62_CR1","doi-asserted-by":"crossref","unstructured":"BOSER, B.E., GUYON, I.M. and VAPNIK, V.N. (1992): A Training Algorithm for Optimal Margin Classifiers. In: D. Haussler (Ed.): Proceedings of the 5th Annual ACM Workshop on Computational Learning Theory. ACM Press, 144\u2013152.","DOI":"10.1145\/130385.130401"},{"key":"62_CR2","volume-title":"Time Series Analysis: Forecasting and Control","author":"G.E.P. Box","year":"1976","unstructured":"BOX, G.E.P. and JENKINS, G.M. (1976): Time Series Analysis: Forecasting and Control. Holden-Day, San Francisco."},{"key":"62_CR3","volume-title":"Knowledge-based Analysis of Microarray Gene Expression Data Using Support Vector Machines","author":"M. Brown","year":"1999","unstructured":"BROWN, M., GRUNDY, W., LIN, D., CRISTIANINI, N., SUGNET, C., FUREY, T., ARES, M. and HAUSSLER, D. (1999): Knowledge-based Analysis of Microarray Gene Expression Data Using Support Vector Machines. Technical Report. University of California, Santa Cruz."},{"key":"62_CR4","volume-title":"LIBSVM: A Library for Support Vector Machines","author":"C.C. Chang","year":"2001","unstructured":"CHANG, C.C. and LIN, C.J. (2001): LIBSVM: A Library for Support Vector Machines (Version 2.31). Technical Report. Department of Computer Sciences and Information Engineering, National Taiwan University, Taipei, Taiwan."},{"key":"62_CR5","first-page":"273","volume":"20","author":"C. Cortes","year":"1995","unstructured":"CORTES, C. and VAPNIK, V. (1995): Support Vector Network. Machine Learning, 20, 273\u2013297.","journal-title":"Machine Learning"},{"key":"62_CR6","unstructured":"FRANCOIS, D., WERTZ, V. and VERLEYSEN, M. (2005): About the Locality of Kernels in High-dimensional Spaces. ASMDA 2005-International Symposium on Applied Stochastic Models and Data Analysis. Brest, France, 238\u2013245."},{"key":"62_CR7","doi-asserted-by":"publisher","first-page":"424","DOI":"10.2307\/1912791","volume":"37","author":"C.W.J. Granger","year":"1969","unstructured":"GRANGER, C.W.J. (1969): Investigating Causal Relations by Econometric Models and Cross-spectral Methods. Econometrica, 37, 424\u2013438.","journal-title":"Econometrica"},{"key":"62_CR8","doi-asserted-by":"crossref","unstructured":"JOACHIMS, T. (1998): Text Categorization with Support Vector Machines. Proceedings of European Conference on Machine Learning (ECML).","DOI":"10.1007\/BFb0026683"},{"key":"62_CR9","doi-asserted-by":"crossref","unstructured":"KAMRUZZAMAN, J. and SARKER, R.A. (2003a): Forecasting of Currency Exchange Rate: A Case Study. Proceedings of the IEEE International Conference on Neural Networks & Signal Processing (ICNNSP). Nanjing.","DOI":"10.1109\/ICNNSP.2003.1279395"},{"key":"62_CR10","unstructured":"KAMRUZZAMAN, J. and SARKER, R.A. (2003b): Application of Support Vector Machine to Forex Monitoring. Third International Conference On Hybrid Intelligent Systems (HIS). Melbourne."},{"key":"62_CR11","doi-asserted-by":"crossref","unstructured":"KAMRUZZAMAN, J., SARKER, R.A. and AHMAD, I. (2003): SVM Based Models for Predicting Foreign Currency Exchange Rates. Proceedings of the Third IEEE International Conference on Data Mining (ICDM).","DOI":"10.1109\/ICDM.2003.1250976"},{"key":"62_CR12","doi-asserted-by":"publisher","first-page":"9","DOI":"10.18637\/jss.v011.i09","volume":"11","author":"A. Karatzoglou","year":"2004","unstructured":"KARATZOGLOU, A., HORNIK, K., SMOLA, A. and ZEILEIS, A. (2004): Kernlab-An S4 Package for Kernel Methods in R. Journal of Statistical Software, 11, 9.","journal-title":"Journal of Statistical Software"},{"key":"62_CR13","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1002\/jae.3950100403","volume":"10","author":"C.M. Kuan","year":"1995","unstructured":"KUAN, C.M. and LIU, T. (1995): Forecasting Exchange Rates Using Feedforward and Recurrent Neural Networks. Journal of Applied Econometrics, 10, 347\u2013364.","journal-title":"Journal of Applied Econometrics"},{"key":"62_CR14","unstructured":"M\u00dcLLER, K.R., SMOLA, A., R\u00c4TSCH, G., SCH\u00d6LKOPF, B., KOHLMORGEN, J. and VAPNIK, V. (1999): Using Support Vector Machines for Time Series Prediction. In: B. Sch\u00f6lkopf, C.J.C. Burges and A.J. Smola (Eds.): Advances in Kernel Methods. MIT Press, 242\u2013253."},{"key":"62_CR15","unstructured":"PLATT, J.C. (1998): Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines. Technical Report. Microsoft Research."},{"key":"62_CR16","first-page":"635","volume":"16","author":"M.J. Quinlan","year":"2004","unstructured":"QUINLAN, M.J., CHALUP, S.K. and MIDDLETON, R.H. (2004): Application of SVMs for Colour Classification and Collision Detection with AIBO Robots. Advances in Neural Information Processing Systems, 16, 635\u2013642.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"62_CR17","series-title":"Technical Report","volume-title":"The Kernel Trick for Distances","author":"B. Sch\u00f6lkopf","year":"2001","unstructured":"SCH\u00d6LKOPF, B. (2001): The Kernel Trick for Distances. Technical Report, MSR 2000-51. Microsoft Research, Redmond, WA."},{"key":"62_CR18","volume-title":"Statistical Learning Theory","author":"V. Vapnik","year":"1998","unstructured":"VAPNIK, V. (1998): Statistical Learning Theory. Wiley, New York."}],"container-title":["Studies in Classification, Data Analysis, and Knowledge Organization","Advances in Data Analysis"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-70981-7_62","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,4,26]],"date-time":"2019-04-26T16:50:17Z","timestamp":1556297417000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-70981-7_62"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007]]},"ISBN":["9783540709800","9783540709817"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-70981-7_62","relation":{},"ISSN":["1431-8814","2198-3321"],"issn-type":[{"value":"1431-8814","type":"print"},{"value":"2198-3321","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007]]}}}