{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T19:47:18Z","timestamp":1771703238073,"version":"3.50.1"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2003,2,1]],"date-time":"2003-02-01T00:00:00Z","timestamp":1044057600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2003,2,1]],"date-time":"2003-02-01T00:00:00Z","timestamp":1044057600000},"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":["Neural Processing Letters"],"published-print":{"date-parts":[[2003,2]]},"DOI":"10.1023\/a:1022919300793","type":"journal-article","created":{"date-parts":[[2003,4,7]],"date-time":"2003-04-07T22:16:51Z","timestamp":1049753811000},"page":"55-68","source":"Crossref","is-referenced-by-count":7,"title":["A New Learning Algorithm Using Simultaneous Perturbation with Weight Initialization"],"prefix":"10.1007","volume":"17","author":[{"given":"T.","family":"Kathirvalavakumar","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P.","family":"Thangavel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"5105694_CR1","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/BF02551274","volume":"2","author":"G. Cybenko","year":"1989","unstructured":"Cybenko, G.: Approximation by superpositions of a sigmoidal function, Mathematical Control Signal Systems, 2 (1989), 303\u2013314.","journal-title":"Mathematical Control Signal Systems"},{"key":"5105694_CR2","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1109\/72.737492","volume":"10","author":"P. R. Chowdhury","year":"1999","unstructured":"Chowdhury, P. R., Singh, Y. P. and Chansarkar, R. A.: Dynamic tunneling technique for efficient training of multiplayer perceptrons, IEEE Trans. on Neural Networks, 10 (1999), 48\u201355.","journal-title":"IEEE Trans. on Neural Networks"},{"key":"5105694_CR3","doi-asserted-by":"crossref","unstructured":"Hinton, G. E.: How neural networks learn from experience, Sc. Amer., (1992), 145\u2013151.","DOI":"10.1038\/scientificamerican0992-144"},{"key":"5105694_CR4","doi-asserted-by":"publisher","first-page":"278","DOI":"10.1109\/72.485631","volume":"7","author":"J. Hwang","year":"1996","unstructured":"Hwang, J., You, S., Lay, S. and Jou, I.: The cascade-correlation learning: a projection pursuit learning perspective, IEEE Trans. Neural Networks, 7 (1996), 278\u2013289.","journal-title":"IEEE Trans. Neural Networks"},{"key":"5105694_CR5","doi-asserted-by":"publisher","first-page":"1285","DOI":"10.1016\/S0893-6080(99)00072-6","volume":"12","author":"S. V. Kamarthi","year":"1999","unstructured":"Kamarthi, S. V. and Pittner, S.: Accelerating neural network training using weight extrapolations, Neural Networks, 12 (1999), 1285\u20131299.","journal-title":"Neural Networks"},{"key":"5105694_CR6","doi-asserted-by":"publisher","first-page":"1135","DOI":"10.1088\/0305-4470\/25\/5\/020","volume":"25","author":"A. Krogh","year":"1992","unstructured":"Krogh, A. and Hertz, J.: Generalization in a linear perceptron in the present of noise, J. Physics. A:Math. Gen., 25 (1992), 1135\u20131147.","journal-title":"J. Physics. A:Math. Gen."},{"key":"5105694_CR7","doi-asserted-by":"crossref","unstructured":"Kushner, H.: Asymptotic global behavior for stochastic approximation and diffusions with slowly decreasing noise effects: Global minimization via Monte Carlo, SIAM J. Appl. Math., 47 (1987).","DOI":"10.1137\/0147010"},{"key":"5105694_CR8","doi-asserted-by":"publisher","first-page":"1131","DOI":"10.1109\/72.623214","volume":"8","author":"T. Kwok","year":"1997","unstructured":"Kwok, T. and Yeung, Y.: Objective functions for training new hidden units in constructive neural networks, IEEE Trans. Neural Networks, 8 (1997), 1131\u20131147.","journal-title":"IEEE Trans. Neural Networks"},{"key":"5105694_CR9","doi-asserted-by":"publisher","first-page":"1285","DOI":"10.1109\/72.750570","volume":"10","author":"M. Lehtokangas","year":"1999","unstructured":"Lehtokangas, M.: Fast initialization for cascade-correlation learning, IEEE Trans. on Neural Networks, 10 (1999), 1285\u20131299.","journal-title":"IEEE Trans. on Neural Networks"},{"key":"5105694_CR10","doi-asserted-by":"publisher","first-page":"1119","DOI":"10.1109\/72.623213","volume":"8","author":"Y. Maeda","year":"1997","unstructured":"Maeda, Y. and De Figueiredo, R. J. P.: Learning rules for neuro-controller via simultaneous perturbation, IEEE Trans. on Neural Networks, 8 (1997), 1119\u20131130.","journal-title":"IEEE Trans. on Neural Networks"},{"key":"5105694_CR11","unstructured":"Morgan, N. and Bourland, H. A.: Neural networks for statistical recognition of continuous speech, Proc. IEEE, 83, 741\u2013770."},{"key":"5105694_CR12","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1109\/ICNN.1993.298623","volume":"1","author":"M. Riedmiller","year":"1993","unstructured":"Riedmiller, M. and Braun, H.: A direct adaptive method for faster backpropagation learning: the RPROP algorithm, Proc. Int. Conference on Neural Networks, San Franscisco, CA, 1 (1993) 586\u2013591.","journal-title":"Proc. Int. Conference on Neural Networks, San Franscisco, CA"},{"key":"5105694_CR13","doi-asserted-by":"crossref","unstructured":"Riedmiller, M.: Advanced supervised learning in multiplayer perceptrons-from backpropagation to adaptive learning algorithm, Computer Standards and Interface, 16 (1994).","DOI":"10.1016\/0920-5489(94)90017-5"},{"key":"5105694_CR14","doi-asserted-by":"crossref","first-page":"916","DOI":"10.1162\/neco.1994.6.5.916","volume":"6","author":"T. Rognvaldsson","year":"1994","unstructured":"Rognvaldsson, T.: On langevin updating in multiplayer perceptrons, Neural Comput., 6 (1994), 916\u2013926.","journal-title":"Neural Comput."},{"key":"5105694_CR15","unstructured":"Spall, J. C.: A stochastic approximation technique for generating maximum likelihood parameter estimates, Proceedings of the American control conference 1987, pp.1161\u20131167."},{"key":"5105694_CR16","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1109\/9.119632","volume":"37","author":"J. C. Spall","year":"1992","unstructured":"Spall, J. C.: Multivariate stochastic approximation using a simultaneous perturbation gradient approximation, IEEE Trans. Automat. Contr., 37 (1992), 332\u2013341.","journal-title":"IEEE Trans. Automat. Contr."},{"key":"5105694_CR17","unstructured":"Thangavel, P. and Kathirvalavakumar, T.: Training feedforward networks using simultaneous perturbation with dynamic tunneling, Neurocomputing, to appear."},{"key":"5105694_CR18","doi-asserted-by":"publisher","first-page":"899","DOI":"10.1109\/72.165592","volume":"3","author":"L. F. A. Wessels","year":"1992","unstructured":"Wessels, L. F. A. and Barnard, E.: Avoiding false local minima by proper initialization of connections, IEEE Trans. on Neural Networks, 3 (1992), 899\u2013905.","journal-title":"IEEE Trans. on Neural Networks"},{"key":"5105694_CR19","doi-asserted-by":"publisher","first-page":"738","DOI":"10.1109\/72.317726","volume":"5","author":"N. Weymaere","year":"1994","unstructured":"Weymaere, N. and Martens, J. P.: On the initialization and optimization of multilayer perceptrons, IEEE Trans. on Neural Networks, 5 (1994), 738\u2013751.","journal-title":"IEEE Trans. on Neural Networks"},{"key":"5105694_CR20","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1007\/BF02312350","volume":"2","author":"Y. F. Yam","year":"1995","unstructured":"Yam, Y. F. and Chow, T. W. S.: Determining initial weights of feedforward neural networks based on least squares method, Neural Process. Lett., 2 (1995), 13\u201317.","journal-title":"Neural Process. Lett."},{"key":"5105694_CR21","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1016\/S0925-2312(96)00058-6","volume":"16","author":"Y. F. Yam","year":"1997","unstructured":"Yam, Y. F. and Chow, T. W. S.: A new method in determining the initial weights of feedforward neural networks, Neurocomputing\n                  16 (1997), 23\u201332.","journal-title":"Neurocomputing"},{"key":"5105694_CR22","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/S0893-6080(97)00111-1","volume":"11","author":"J. Zhang","year":"1998","unstructured":"Zhang, J. and Morris, A. J.: A sequential learning approach for single hidden layer neural networks, Neural Networks, 11 (1998), 65\u201380.","journal-title":"Neural Networks"}],"container-title":["Neural Processing Letters"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1022919300793.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1023\/A:1022919300793\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1022919300793.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,12]],"date-time":"2025-06-12T09:28:10Z","timestamp":1749720490000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1023\/A:1022919300793"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,2]]},"references-count":22,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2003,2]]}},"alternative-id":["5105694"],"URL":"https:\/\/doi.org\/10.1023\/a:1022919300793","relation":{},"ISSN":["1370-4621","1573-773X"],"issn-type":[{"value":"1370-4621","type":"print"},{"value":"1573-773X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2003,2]]}}}