{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,26]],"date-time":"2025-07-26T09:19:11Z","timestamp":1753521551266},"publisher-location":"Berlin, Heidelberg","reference-count":27,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540653110"},{"type":"electronic","value":"9783540494300"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[1998]]},"DOI":"10.1007\/3-540-49430-8_4","type":"book-chapter","created":{"date-parts":[[2007,8,11]],"date-time":"2007-08-11T14:57:33Z","timestamp":1186844253000},"page":"71-92","source":"Crossref","is-referenced-by-count":6,"title":["A Simple Trick for Estimating the Weight Decay Parameter"],"prefix":"10.1007","author":[{"given":"Thorsteinn S.","family":"Rognvaldsson","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2002,3,28]]},"reference":[{"key":"4_CR1","first-page":"639","volume":"7","author":"Y. S. Abu-Mustafa","year":"1995","unstructured":"Y. S. Abu-Mustafa. Hints. NeuralComputation 7:639\u2013671, 1995.","journal-title":"NeuralComputation"},{"issue":"5","key":"4_CR2","doi-asserted-by":"publisher","first-page":"882","DOI":"10.1109\/72.248466","volume":"4","author":"C. M. Bishop","year":"1993","unstructured":"C. M. Bishop. Curvature-driven smoothing:A learning algorithm for feedforward networks IEEE Transactions on Neural Networks, 4(5):882\u2013884, 1993.","journal-title":"IEEE Transactions on Neural Networks"},{"key":"4_CR3","doi-asserted-by":"crossref","unstructured":"M. C. Brace, J. Schmidt, and M. Hadlin. Comparison of the forecast accuracy of neural networks with other established techniques. In Proceedings of the First International Form on Application of Neural Networks to Power System, Seattle WA., pages 31\u201335, 1991.","DOI":"10.1109\/ANN.1991.213493"},{"key":"4_CR4","first-page":"603","volume":"5","author":"W. L. Buntine","year":"1991","unstructured":"W. L. Buntine and A.S. Weigend. Bayesian back-propagation. Complex Systems 5:603\u2013643, 1991.","journal-title":"Complex Systems"},{"key":"4_CR5","doi-asserted-by":"crossref","unstructured":"P. Cheeseman. On Bayesian model selection In The Mathematics of Generalization-The Proceedings of the SFI\/CNLS Workshop on Formal Approaches to Supervised Learning, pages 315\u2013330 Reading, MA 1995. Addison-Wesley.","DOI":"10.1201\/9780429492525-9"},{"key":"4_CR6","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1007\/BF02551274","volume":"2","author":"G. Cybenko","year":"1989","unstructured":"G. Cybenko Approximation by superpositions of a sigmoidal function. Mathematics of Control, Signals and Systems, 2:304\u2013314, 1989.","journal-title":"Mathematics of Control, Signals and Systems"},{"key":"4_CR7","volume-title":"Construction of the puget sound forecasting model","author":"R. Engle","year":"1991","unstructured":"R. Engle, F. Clive, W. J. Granger, R. Ramanathan, F. Vahid, and M. Werner. Construction of the puget sound forecasting model EPRI Project # RP2919, Quantitative Economics Research Institute, San Diego, CA, 1991."},{"issue":"1","key":"4_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1162\/neco.1992.4.1.1","volume":"4","author":"S. Geman","year":"1992","unstructured":"S. Geman, E. Bienenstock, and R. Doursat. Neural networks and the bias\/variance dilemma. Neural Computation, 4(1):1\u201358, 1992.","journal-title":"Neural Computation"},{"key":"4_CR9","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1162\/neco.1995.7.2.219","volume":"7","author":"F. Girosi","year":"1995","unstructured":"F. Girosi, M. Jones, and T. Poggio. Regularization theory and neural networks architectures. Neural Computation, 7:219\u20132691995.","journal-title":"Neural Computation"},{"key":"4_CR10","doi-asserted-by":"crossref","unstructured":"L. K. Hansen, C. E. Rasmussen, C. Svarer, and J. Larsen. Adaptive regularization. In J.Vlontzos, J.-N. Hwang, and E. Wilson, editors, Proceedings of the IEEE Workshop on Neural Networks for Signal Processing IV, pages 78\u201387, Piscataway, NJ, 1994. IEEE Press.","DOI":"10.1109\/NNSP.1994.366061"},{"key":"4_CR11","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1080\/00401706.1970.10488634","volume":"12","author":"A. E. Hoerl","year":"1970","unstructured":"A. E. Hoerl and R. W. Kennard. Ridge regression: Biased estimation of nonorthogonal problems. Technometrics, 12:55\u201367, Feb. 1970.","journal-title":"Technometrics"},{"key":"4_CR12","volume-title":"Technical Report TR-90-7","author":"M. Ishikawa","year":"1990","unstructured":"M. Ishikawa. A structural learning algorithm with forgetting of link weights. Technical Report TR-90-7 Electrotechnical Laboratory, Information Science Division, 1-1-4 Umezono, Tsukuba, Ibaraki 305, Japan, 1990."},{"key":"4_CR13","volume-title":"The Advanced Theory of Statistics","author":"M. G. Kendall","year":"1972","unstructured":"M. G. Kendall and A. Stuart. The Advanced Theory of Statistics. Hofner Publishing Co, New York, third edition1972."},{"key":"4_CR14","unstructured":"J. E. Moody and T. S. Rognvaldsson. Smoothing regularizers for projective basis function networks. In Advances in Neural Information Processing Systems 9, Cambridge, MA, 1997. MIT Press."},{"key":"4_CR15","doi-asserted-by":"publisher","first-page":"473","DOI":"10.1162\/neco.1992.4.4.473","volume":"4","author":"S. Nowlan","year":"1992","unstructured":"S. Nowlan and G. Hinton. Simplifying neural networks by soft weight-sharing. Neural Computation, 4:473\u2013493, 1992.","journal-title":"Neural Computation"},{"key":"4_CR16","unstructured":"M. P. Perrone and L. C. Cooper. When networks disagree: Ensemble methods for hybrid neural networks. In Artificial Neural Networks for Speech and Vision pages 126\u2013142, London, 1993. Chapman & Hall."},{"key":"4_CR17","volume-title":"Technical Report CMU-CS-86-126","author":"D. Plaut","year":"1986","unstructured":"D. Plaut, S. Nowlan, and G. Hinton. Experiments on learning by backpropagation Technical Report CMU-CS-86-126, Carnegie Mellon University, Pittsburg, PA, 1986."},{"key":"4_CR18","doi-asserted-by":"publisher","first-page":"586","DOI":"10.1109\/ICNN.1993.298623","volume-title":"Proc. of the IEEE Intl. Conference on Neural Networks","author":"M. Riedmiller","year":"1993","unstructured":"M. Riedmiller and H. Braun. A direct adaptive method for faster backpropagation learning: The RPROP algorithm. In H. Ruspini, editor, Proc. of the IEEE Intl. Conference on Neural Networks, pages 586\u2013591, San Fransisco, California, 1993."},{"key":"4_CR19","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511812651","volume-title":"Pattern Recognition and Neural Networks","author":"B. D. Ripley","year":"1996","unstructured":"B. D. Ripley. Pattern Recognition and Neural Networks. Cambridge University Press, Cambridge, 1996."},{"issue":"6","key":"4_CR20","doi-asserted-by":"publisher","first-page":"1391","DOI":"10.1080\/00207179508921605","volume":"62","author":"J. Sjoberg","year":"1995","unstructured":"J. Sjoberg and L. Ljung. Overtraining, regularization, and searching for minimum with application to neural nets. Int. J. Control, 62(6):1391\u20131407, 1995.","journal-title":"Int. J. Control"},{"key":"4_CR21","volume-title":"Solutions of Ill-Posed problems","author":"A. N. Tikhonov","year":"1977","unstructured":"A. N. Tikhonov and V. Y. Arsenin. Solutions of Ill-Posed problems. V. H. Winston & Sons, Washington D.C., 1977."},{"key":"4_CR22","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198522249.001.0001","volume-title":"Non-linear Time Series: A Dynamical System Approach","author":"H. Tong","year":"1990","unstructured":"H. Tong. Non-linear Time Series: A Dynamical System Approach. Clarendon Press, Oxford, 1990."},{"key":"4_CR23","volume-title":"Proceedings of the First International Conference on Artificial Intelligence Applications on Wall Street","author":"J. Utans","year":"1991","unstructured":"J. Utans and J. E. Moody. Selecting neural network architectures via the prediction risk: Application to corporate bond rating prediction. In Proceedings of the First International Conference on Artificial Intelligence Applications on Wall Street. IEEE Computer Society Press, Los Alamitos, CA, 1991."},{"key":"4_CR24","doi-asserted-by":"crossref","unstructured":"G. Wahba, C. Gu, Y. Wang, and R. Chappell. Soft classification, a.k.a. risk estimation, via penalized log likelihood and smoothing spline analysis of variance. In The Mathematics of Generalization-The Proceedings of the SFI\/CNLS Workshop on Formal Approaches to Supervised Learning, pages 331\u2013359, Reading, MA, 1995. Addison-Wesley.","DOI":"10.1201\/9780429492525-10"},{"key":"4_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/03610927508827223","volume":"4","author":"G. Wahba","year":"1975","unstructured":"G. Wahba and S. Wold. A completely automatic french curve. Communications in Statistical Theory & Methods, 4:1\u201317, 1975.","journal-title":"Communications in Statistical Theory & Methods"},{"key":"4_CR26","unstructured":"A. Weigend, D. Rumelhart, and B. Hubermann. Back-propagation, weightelimination and time series prediction. In T. Sejnowski, G. Hinton, and D. Touretzky, editors, Proc. of the Connectionist Models Summer School, San Mateo, California, 1990. Morgan Kaufmann Publishers."},{"key":"4_CR27","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1162\/neco.1995.7.1.117","volume":"7","author":"P. M. Williams","year":"1995","unstructured":"P. M. Williams. Bayesian regularization and pruning using a Laplace prior. Neural Computation, 7:117\u2013143, 1995.","journal-title":"Neural Computation"}],"container-title":["Lecture Notes in Computer Science","Neural Networks: Tricks of the Trade"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-49430-8_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,17]],"date-time":"2024-02-17T10:23:59Z","timestamp":1708165439000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-49430-8_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998]]},"ISBN":["9783540653110","9783540494300"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/3-540-49430-8_4","relation":{},"ISSN":["0302-9743"],"issn-type":[{"type":"print","value":"0302-9743"}],"subject":[],"published":{"date-parts":[[1998]]}}}