{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,16]],"date-time":"2024-09-16T13:22:59Z","timestamp":1726492979754},"reference-count":4,"publisher":"MIT Press - Journals","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Computation"],"published-print":{"date-parts":[[1991,12]]},"abstract":" An important feature of radial basis function neural networks is the existence of a fast, linear learning algorithm in a network capable of representing complex nonlinear mappings. Satisfactory generalization in these networks requires that the network mapping be sufficiently smooth. We show that a modification to the error functional allows smoothing to be introduced explicitly without significantly affecting the speed of training. A simple example is used to demonstrate the resulting improvement in the generalization properties of the network. <\/jats:p>","DOI":"10.1162\/neco.1991.3.4.579","type":"journal-article","created":{"date-parts":[[2008,3,13]],"date-time":"2008-03-13T16:37:12Z","timestamp":1205426232000},"page":"579-588","source":"Crossref","is-referenced-by-count":244,"title":["Improving the Generalization Properties of Radial Basis Function Neural Networks"],"prefix":"10.1162","volume":"3","author":[{"given":"Chris","family":"Bishop","sequence":"first","affiliation":[{"name":"Neural Networks Group, AEA Technology, Harwell Laboratory, Oxfordshire OX11 0RA, United Kingdom"}]}],"member":"281","reference":[{"key":"p_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-009-0643-3_66"},{"key":"p_3","first-page":"321","volume":"2","author":"Broomhead D. S.","year":"1988","journal-title":"Complex Syst."},{"key":"p_4","first-page":"205","volume":"2","author":"Golub G.","year":"1965","journal-title":"Anal. Ser."},{"key":"p_6","doi-asserted-by":"publisher","DOI":"10.1007\/BF01893414"}],"container-title":["Neural Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mitpressjournals.org\/doi\/pdf\/10.1162\/neco.1991.3.4.579","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:31:34Z","timestamp":1615584694000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/neco\/article\/3\/4\/579-588\/5608"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1991,12]]},"references-count":4,"journal-issue":{"issue":"4","published-print":{"date-parts":[[1991,12]]}},"alternative-id":["10.1162\/neco.1991.3.4.579"],"URL":"https:\/\/doi.org\/10.1162\/neco.1991.3.4.579","relation":{},"ISSN":["0899-7667","1530-888X"],"issn-type":[{"value":"0899-7667","type":"print"},{"value":"1530-888X","type":"electronic"}],"subject":[],"published":{"date-parts":[[1991,12]]}}}