{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T05:56:50Z","timestamp":1771912610271,"version":"3.50.1"},"publisher-location":"Cham","reference-count":8,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030304836","type":"print"},{"value":"9783030304843","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-30484-3_13","type":"book-chapter","created":{"date-parts":[[2019,9,8]],"date-time":"2019-09-08T19:02:47Z","timestamp":1567969367000},"page":"153-164","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Singular Value Decomposition and Neural Networks"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2524-1850","authenticated-orcid":false,"given":"Bernhard","family":"Bermeitinger","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tomas","family":"Hrycej","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siegfried","family":"Handschuh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,9,9]]},"reference":[{"key":"13_CR1","unstructured":"Chollet, F., et al.: Keras (2015). \n                      https:\/\/keras.io"},{"key":"13_CR2","unstructured":"Jones, E., Oliphant, T., Peterson, P., et al.: SciPy: open source scientific tools for Python (2001). \n                      http:\/\/www.scipy.org\/"},{"key":"13_CR3","series-title":"Springer Series in Information Sciences","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-88163-3","volume-title":"Self-Organization and Associative Memory","author":"T Kohonen","year":"1989","unstructured":"Kohonen, T.: Self-Organization and Associative Memory. SSINF, vol. 8, 3rd edn. Springer, Heidelberg (1989). \n                      https:\/\/doi.org\/10.1007\/978-3-642-88163-3\n                      \n                    . \n                      https:\/\/www.springer.com\/de\/book\/9783540513872","edition":"3"},{"issue":"4","key":"13_CR4","doi-asserted-by":"publisher","first-page":"669","DOI":"10.1109\/72.701180","volume":"9","author":"S McLoone","year":"1998","unstructured":"McLoone, S., Brown, M.D., Irwin, G., Lightbody, A.: A hybrid linear\/nonlinear training algorithm for feedforward neural networks. IEEE Trans. Neural Networks 9(4), 669\u2013684 (1998). \n                      https:\/\/doi.org\/10\/dwvsrs","journal-title":"IEEE Trans. Neural Networks"},{"key":"13_CR5","unstructured":"Saxe, A.M., McClelland, J.L., Ganguli, S.: Exact solutions to the nonlinear dynamics of learning in deep linear neural networks. arXiv 1312.6120 (2013). \n                      http:\/\/arxiv.org\/abs\/1312.6120"},{"key":"13_CR6","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv 1409.1556, September 2014. \n                      http:\/\/arxiv.org\/abs\/1409.1556"},{"key":"13_CR7","unstructured":"Trefethen, L.N., Bau III, D.: Numerical Linear Algebra, vol. 50. SIAM (1997). ISBN 978-0-898713-61-9"},{"key":"13_CR8","unstructured":"Xue, J., Li, J., Gong, Y.: Restructuring of deep neural network acoustic models with singular value decomposition. In: Bimbot, F., et al. (eds.) INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25\u201329 August 2013, pp. 2365\u20132369. ISCA (2013). \n                      https:\/\/isca-speech.org\/archive\/interspeech_2013\/i13_2365.html"}],"container-title":["Lecture Notes in Computer Science","Artificial Neural Networks and Machine Learning \u2013 ICANN 2019: Deep Learning"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-30484-3_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,8]],"date-time":"2019-09-08T19:03:55Z","timestamp":1567969435000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-30484-3_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030304836","9783030304843"],"references-count":8,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-30484-3_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"9 September 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICANN","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Artificial Neural Networks","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 September 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 September 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icann2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/e-nns.org\/icann2019\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}