{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T14:18:29Z","timestamp":1778249909663,"version":"3.51.4"},"publisher-location":"Berlin, Heidelberg","reference-count":13,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540239314","type":"print"},{"value":"9783540304999","type":"electronic"}],"license":[{"start":{"date-parts":[[2004,1,1]],"date-time":"2004-01-01T00:00:00Z","timestamp":1072915200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2004,1,1]],"date-time":"2004-01-01T00:00:00Z","timestamp":1072915200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2004]]},"DOI":"10.1007\/978-3-540-30499-9_199","type":"book-chapter","created":{"date-parts":[[2010,6,30]],"date-time":"2010-06-30T09:41:13Z","timestamp":1277890873000},"page":"1279-1284","source":"Crossref","is-referenced-by-count":0,"title":["Neural Network Classification Algorithm for the Small Size Training Set Situation in the Task of Thin-Walled Constructions Fatigue Destruction Control"],"prefix":"10.1007","author":[{"given":"A. I.","family":"Galushkin","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A. S.","family":"Katsin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"S. V.","family":"Korobkova","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"L. S.","family":"Kuravsky","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"199_CR1","doi-asserted-by":"crossref","unstructured":"Hamamoto, Y., Uchimura, S., Kanaoka, T., Tomita, S.: Evaluation of artificial neural network classifiers in small sample size situations. In: Pros. Int. It. Conf. Neural Networks, Nagoya, October 25-29, pp. 1731\u20131735 (1993)","DOI":"10.1109\/IJCNN.1993.716988"},{"issue":"9","key":"199_CR2","doi-asserted-by":"publisher","first-page":"962","DOI":"10.1109\/34.232084","volume":"15","author":"P. Archer Norman","year":"1993","unstructured":"Archer Norman, P., Shonhong, W.: Learning bias in neural networks and an approach to controlling its effects in monotonic classifications. IEEE Trans. Pattern Anal. And Mach. Intell.\u00a015(9), 962\u2013966 (1993)","journal-title":"IEEE Trans. Pattern Anal. And Mach. Intell."},{"key":"199_CR3","unstructured":"Rosenblatt, F.: The principles of neurodynamics. Mir (1965)"},{"key":"199_CR4","unstructured":"Galushkin, A.I.: The synthesis of multilayer systems for pattern recognition. M. Energy (1974)"},{"key":"199_CR5","unstructured":"Galushkin, A.I.: Neural Network Theory. M. IPRGR (2000)"},{"key":"199_CR6","unstructured":"Baranov, S.N., Kuravsky, L.S.: Acoustic vibrations in thin-walled constructions: Modeling, optimization and analysis. RusAvia (2001)"},{"key":"199_CR7","unstructured":"Galushkin, A.I.: Neural networks and the problem of small training set. In: V All-Russia conference Neurocomputers and their applications (1999)"},{"issue":"3","key":"199_CR8","first-page":"624","volume":"8","author":"M. Zador Anthony","year":"1996","unstructured":"Zador Anthony, M., Pearlmutter Barak, A.: VC dimension of an integrate-and-fireneuron model. Neural Comput.\u00a08(3), 624 (1996)","journal-title":"Neural Comput."},{"issue":"3","key":"199_CR9","doi-asserted-by":"publisher","first-page":"625","DOI":"10.1162\/neco.1996.8.3.625","volume":"8","author":"L. Bartlett Peter","year":"1996","unstructured":"Bartlett Peter, L., Williamson Robert, C.: The VC dimension and pseudo dimension of twolayer neural networks with discrete inputs. Neural Comput.\u00a08(3), 625\u2013628 (1996)","journal-title":"Neural Comput."},{"key":"199_CR10","first-page":"1","volume":"30","author":"A. Hole","year":"1995","unstructured":"Hole, A.: Some variants on a theorem of Vapnik. Prepr. Ser. Pure Math., Inst. Math. Univ. Oslo\u00a030, 1\u201311 (1995)","journal-title":"Prepr. Ser. Pure Math., Inst. Math. Univ. Oslo"},{"issue":"6","key":"199_CR11","doi-asserted-by":"publisher","first-page":"1277","DOI":"10.1162\/neco.1996.8.6.1277","volume":"8","author":"H. Arne","year":"1996","unstructured":"Arne, H.: Vapnik-Chervonenkis generalization bounds for real valued neural networks. Neural Comput.\u00a08(6), 1277\u20131299 (1996)","journal-title":"Neural Comput."},{"key":"199_CR12","doi-asserted-by":"crossref","unstructured":"Goutam, C., Norio, S., Shoichi, N.: Optimization of overtraining and overgeneralization. In: Proc. Int. Jt. Conf. Neural Networks, Nagoya, October 25-29, vol.\u00a03, pp. 2257\u20132262 (1993)","DOI":"10.1109\/IJCNN.1993.714175"},{"issue":"5-6","key":"199_CR13","doi-asserted-by":"publisher","first-page":"507","DOI":"10.1016\/0378-4754(95)00003-8","volume":"40","author":"S.G. Tzafestas","year":"1996","unstructured":"Tzafestas, S.G., Dalianis, P.J., Anthopoulos, G.C.: On the overtraining phenomenon of backpropagation neural networks. Math. and Comput. Simul.\u00a040(5-6), 507\u2013520 (1996)","journal-title":"Math. and Comput. Simul."}],"container-title":["Lecture Notes in Computer Science","Neural Information Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-30499-9_199","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T14:04:22Z","timestamp":1778249062000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-540-30499-9_199"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004]]},"ISBN":["9783540239314","9783540304999"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-30499-9_199","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004]]}}}