{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,6]],"date-time":"2025-11-06T05:48:53Z","timestamp":1762408133867,"version":"3.30.1"},"reference-count":29,"publisher":"Elsevier BV","issue":"1-4","license":[{"start":{"date-parts":[[2002,10,1]],"date-time":"2002-10-01T00:00:00Z","timestamp":1033430400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neurocomputing"],"published-print":{"date-parts":[[2002,10]]},"DOI":"10.1016\/s0925-2312(01)00674-9","type":"journal-article","created":{"date-parts":[[2002,10,11]],"date-time":"2002-10-11T21:02:29Z","timestamp":1034370149000},"page":"807-818","source":"Crossref","is-referenced-by-count":14,"title":["An independent component analysis based weight initialization method for multilayer perceptrons"],"prefix":"10.1016","volume":"48","author":[{"given":"Yat-Fung","family":"Yam","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chi-Tat","family":"Leung","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peter K.S.","family":"Tam","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wan-Chi","family":"Siu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/S0925-2312(01)00674-9_BIB1","doi-asserted-by":"crossref","first-page":"3327","DOI":"10.1016\/S0042-6989(97)00121-1","article-title":"The \u2018independent components\u2019 of natural scenes are edge filters","volume":"37","author":"Bell","year":"1997","journal-title":"Vision Res."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB2","unstructured":"L.-Y. Bottou, Reconnaissance de la parole par reseaux multi-couches, in: Proceedings of the International Workshop on Neural Networks Application Neuro-Nimes\u201988, EC2 and Chambre de Commerce et d'Industrie de Nimes, 1988, pp. 197\u2013217."},{"issue":"10","key":"10.1016\/S0925-2312(01)00674-9_BIB3","doi-asserted-by":"crossref","first-page":"2009","DOI":"10.1109\/5.720250","article-title":"Blind signal separation: statistical principles","volume":"86","author":"Cardoso","year":"1998","journal-title":"IEEE Proc."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB4","doi-asserted-by":"crossref","unstructured":"C.-L. Chen, R.S. Nutter, Improving the training speed of three-layer feedforward neural nets by optimal estimation of the initial weights, in: Proceedings of the International Joint Conference on Neural Networks 1991, IJCNN\u201991, Vol. 3, 1991, pp. 2063\u20132068.","DOI":"10.1109\/IJCNN.1991.170691"},{"issue":"4","key":"10.1016\/S0925-2312(01)00674-9_BIB5","doi-asserted-by":"crossref","first-page":"1039","DOI":"10.1109\/72.508947","article-title":"Performance enhancement using nonlinear preprocessing","volume":"7","author":"Chow","year":"1996","journal-title":"IEEE Trans. Neural Networks"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB6","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1016\/0165-1684(94)90029-9","article-title":"Independent component analysis \u2014 a new concept?","volume":"36","author":"Comon","year":"1994","journal-title":"Signal Process."},{"issue":"2","key":"10.1016\/S0925-2312(01)00674-9_BIB7","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1109\/72.143378","article-title":"Statistically controlled activation weight initialization (SCAWI)","volume":"3","author":"Drago","year":"1992","journal-title":"IEEE Trans. Neural Networks"},{"issue":"2","key":"10.1016\/S0925-2312(01)00674-9_BIB8","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1142\/S0129065799000101","article-title":"An experimental comparison of neural algorithms for independent component analysis and blind separation","volume":"9","author":"Giannakopoulos","year":"1999","journal-title":"Int. J. Neural Systems"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB9","doi-asserted-by":"crossref","unstructured":"D. Goryn, M. Kaveh, Conjugate gradient learning algorithms for multilayer perceptrons, Proceedings of the 32nd Midwest Symposium on Circuits and Systems 1989, Vol. 2, 1990, pp. 736\u2013739.","DOI":"10.1109\/MWSCAS.1989.101960"},{"issue":"6","key":"10.1016\/S0925-2312(01)00674-9_BIB10","doi-asserted-by":"crossref","first-page":"989","DOI":"10.1109\/72.329697","article-title":"Training feedforward networks with the Marquardt algorithm","volume":"5","author":"Hagan","year":"1994","journal-title":"IEEE Trans. Neural Networks"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB11","doi-asserted-by":"crossref","unstructured":"A. Hyv\u00e4rinen, E. Oja, P. Hoyer, J. Hurri, Image feature extraction by sparse coding and independent component analysis, in: Proceedings of the International Conference on Pattern Recognition (ICPR\u201998), Brisbane, Australia, 1998, pp. 1268\u20131273.","DOI":"10.1109\/ICPR.1998.711932"},{"issue":"3","key":"10.1016\/S0925-2312(01)00674-9_BIB12","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1016\/S0165-1684(97)00197-7","article-title":"Independent component analysis by general nonlinear Hebbian-like learning rules","volume":"64","author":"Hyv\u00e4rinen","year":"1998","journal-title":"Signal Process."},{"issue":"3","key":"10.1016\/S0925-2312(01)00674-9_BIB13","doi-asserted-by":"crossref","first-page":"626","DOI":"10.1109\/72.761722","article-title":"Fast and robust fixed-point algorithms for independent component analysis","volume":"10","author":"Hyv\u00e4rinen","year":"1999","journal-title":"IEEE Trans. Neural Networks"},{"issue":"10","key":"10.1016\/S0925-2312(01)00674-9_BIB14","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1002\/scj.4690221009","article-title":"A study on initial value setting of the back propagation learning algorithm","volume":"22","author":"Jia","year":"1991","journal-title":"Systems Comput. Jpn."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0165-1684(91)90079-X","article-title":"Blind separation of sources, Part I: an adaptive algorithm based on neuromimetic architecture","volume":"24","author":"Jutten","year":"1991","journal-title":"Signal Process."},{"issue":"3","key":"10.1016\/S0925-2312(01)00674-9_BIB16","doi-asserted-by":"crossref","first-page":"486","DOI":"10.1109\/72.572090","article-title":"A class of neural networks for independent component analysis","volume":"8","author":"Karhunen","year":"1997","journal-title":"IEEE Trans. Neural Networks"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB17","unstructured":"C. Merz, P. Murphy, UCI repository of machine learning databases, 1998. Available at http:\/\/www.ics.uci.edu\/\u223cmlearn\/MLRepository.html."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB18","doi-asserted-by":"crossref","unstructured":"D. Nguyen, B. Widrow, Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights, in: Proceedings of the International Joint Conference on Neural Networks, San Diego, CA, 1990, Vol. 3, 1990, pp. 21\u201326.","DOI":"10.1109\/IJCNN.1990.137819"},{"issue":"3","key":"10.1016\/S0925-2312(01)00674-9_BIB19","doi-asserted-by":"crossref","first-page":"508","DOI":"10.1109\/72.286927","article-title":"Effect of nonlinear transformation on correlation between weighted sums in multilayer perceptrons","volume":"5","author":"Oh","year":"1994","journal-title":"IEEE Trans. Neural Networks"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB20","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1049\/el:19930214","article-title":"New approach to selection of initial values of weights in neural function approximation","volume":"29","author":"Osowski","year":"1993","journal-title":"Electron. Lett."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB21","unstructured":"D.E. Rumelhart, G.E. Hinton, R.J. Williams, Learning internal representations by error propagation, in: D.E. Rumelhart, J.L. McClelland (Eds.), Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Vol. 1, MIT Press, Cambridge, MA, 1986 (Chapter 8)."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB22","doi-asserted-by":"crossref","unstructured":"H. Shimodaira, A weight value initialization method for improving learning performance of the back propagation algorithm in neural networks, in: Proceedings of the International Conference on Tools with Artificial Intelligence, New Orleans, LA, 1994, pp. 672\u2013675.","DOI":"10.1109\/TAI.1994.346429"},{"issue":"2","key":"10.1016\/S0925-2312(01)00674-9_BIB23","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1109\/72.125875","article-title":"Designing multilayer perceptrons from nearest neighbor systems","volume":"3","author":"Smyth","year":"1992","journal-title":"IEEE Trans. Neural Networks"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB24","series-title":"Advances in Neural Information Processing III","first-page":"875","article-title":"Generalization by weight elimination with application to forecasting","author":"Weigend","year":"1991"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB25","unstructured":"Q. Xue, Y. Hu, W.J. Tompkins, Analyses of the hidden units of back-propagation model by singular value decomposition, in: Proceedings of the International Joint Conference on Neural Network 1990, IJCNN\u201990, Vol. I, 1990, pp. 739\u2013742."},{"key":"10.1016\/S0925-2312(01)00674-9_BIB26","doi-asserted-by":"crossref","unstructured":"Q. Xue, Y.H. Hu, P. Milenkovic, Analyses of the hidden units of the multi-layer perceptron and its application in acoustic-to-articulatory mapping, in: Proceedings of the International Conference on Acoustics, Speech, and Signal Processing 1990, ICASSP-90, Vol. 2, 1990, pp. 869\u2013872.","DOI":"10.1109\/ICASSP.1990.115977"},{"issue":"1","key":"10.1016\/S0925-2312(01)00674-9_BIB27","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/S0925-2312(96)00058-6","article-title":"A new method in determining the initial weights of feedforward neural networks","volume":"16","author":"Yam","year":"1997","journal-title":"Neurocomputing"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB28","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1016\/S0925-2312(99)00127-7","article-title":"A weight initialization method for improving training speed in feedforward neural network","volume":"30","author":"Yam","year":"2000","journal-title":"Neurocomputing"},{"key":"10.1016\/S0925-2312(01)00674-9_BIB29","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1007\/BF02312350","article-title":"Determining initial weights of feedforward neural networks based on least squares method","volume":"2","author":"Yam","year":"1995","journal-title":"Neural Process Lett."}],"container-title":["Neurocomputing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0925231201006749?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0925231201006749?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,12,4]],"date-time":"2024-12-04T06:57:36Z","timestamp":1733295456000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0925231201006749"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2002,10]]},"references-count":29,"journal-issue":{"issue":"1-4","published-print":{"date-parts":[[2002,10]]}},"alternative-id":["S0925231201006749"],"URL":"https:\/\/doi.org\/10.1016\/s0925-2312(01)00674-9","relation":{},"ISSN":["0925-2312"],"issn-type":[{"type":"print","value":"0925-2312"}],"subject":[],"published":{"date-parts":[[2002,10]]}}}