{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T03:12:52Z","timestamp":1648955572581},"reference-count":8,"publisher":"MIT Press - Journals","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Computation"],"published-print":{"date-parts":[[2004,2,1]]},"abstract":"<jats:p> \u201cJacobian Conditioning Analysis for Model Validation\u201d by Rivals and Personnaz in this issue is a comment on Monari and Dreyfus (2002). In this reply, we disprove their claims. We point to flawed reasoning in the theoretical comments and to errors and inconsistencies in the numerical examples. Our replies are substantiated by seven counterexamples, inspired by actual data, which show that the comments on the accuracy of the computation of the leverages are unsupported and that following the approach they advocate leads to discarding valid models or validating overfitted models. <\/jats:p>","DOI":"10.1162\/089976604322742092","type":"journal-article","created":{"date-parts":[[2004,2,4]],"date-time":"2004-02-04T06:12:11Z","timestamp":1075875131000},"page":"419-443","source":"Crossref","is-referenced-by-count":9,"title":["Reply to the Comments on \u201cLocal Overfitting Control via Leverages\u201d in \u201cJacobian Conditioning Analysis for Model Validation\u201d by I. Rivals and L. Personnaz"],"prefix":"10.1162","volume":"16","author":[{"given":"Yacine","family":"Oussar","sequence":"first","affiliation":[{"name":"ESPCI, Laboratoire d'Electronique, F-75005 Paris, France,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ga\u00e9tan","family":"Monari","sequence":"additional","affiliation":[{"name":"ESPCI, Laboratoire d'Electronique, F-75005 Paris, France,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"G\u00e9rard","family":"Dreyfus","sequence":"additional","affiliation":[{"name":"ESPCI, Laboratoire d'Electronique, F-75005 Paris, France,"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"281","reference":[{"key":"p_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0022-3093(02)01859-8"},{"key":"p_3","doi-asserted-by":"publisher","DOI":"10.1007\/BF02124747"},{"key":"p_4","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(01)00092-2"},{"key":"p_6","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-2312(00)00325-8"},{"key":"p_7","doi-asserted-by":"publisher","DOI":"10.1162\/089976602753713025"},{"key":"p_9","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(99)00080-5"},{"key":"p_10","doi-asserted-by":"publisher","DOI":"10.1162\/153244303322753724"},{"key":"p_13","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1996.8.1.152"}],"container-title":["Neural Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mitpressjournals.org\/doi\/pdf\/10.1162\/089976604322742092","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:50:50Z","timestamp":1615585850000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/neco\/article\/16\/2\/419-443\/6815"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004,2,1]]},"references-count":8,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2004,2,1]]}},"alternative-id":["10.1162\/089976604322742092"],"URL":"https:\/\/doi.org\/10.1162\/089976604322742092","relation":{},"ISSN":["0899-7667","1530-888X"],"issn-type":[{"value":"0899-7667","type":"print"},{"value":"1530-888X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004,2,1]]}}}