Report Reducing the Dimensionality of Data with Neural Networks G. E. Hinton*, R. R. SalakhutdinovDepartment of Computer Science, University of Toronto, 6 King's College Road, Toronto, Ontario M5S 3G4, Canada.↵* To whom correspondence should be addressed; E-mail: hinton{at}cs.toronto.edu See allHide authors and affiliations Science 28 Jul 2006:Vol. 313, Issue 5786, pp. 504-507DOI: 10.1126/science.1127647 G. E. Hinton Department of Computer Science, University of Toronto, 6 King's College Road, Toronto, Ontario M5S 3G4, Canada.Find this author on Google Scholar Find this author on PubMed Search for this author on this site For correspondence: hinton@cs.toronto.edu R. R. Salakhutdinov Department of Computer Science, University of Toronto, 6 King's College Road, Toronto, Ontario M5S 3G4, Canada.Find this author on Google Scholar Find this author on PubMed Search for this author on this site Article Figures & Data Info & Metrics eLetters PDF Article Information vol. 313 no. 5786 504-507 DOI: https://doi.org/10.1126/science.1127647 PubMed: 16873662 Published By: American Association for the Advancement of Science Print ISSN: 0036-8075 Online ISSN: 1095-9203 History: Received for publication March 20, 2006Accepted for publication June 1, 2006 . Copyright & Usage: American Association for the Advancement of Science Author Information G. E. Hinton*, R. R. SalakhutdinovDepartment of Computer Science, University of Toronto, 6 King's College Road, Toronto, Ontario M5S 3G4, Canada.↵* To whom correspondence should be addressed; E-mail: hinton{at}cs.toronto.edu Altmetric Article usage Article lifetimeLast 6 monthsThis monthArticle usage: July 2006 to January 2021 AbstractFullPdf Jul 200614375701189 Aug 200610248841140 Sep 2006398361323 Oct 20061109176238 Nov 2006389114161 Dec 200625699116 Jan 200729199117 Feb 20071926189 Mar 200721357103 Apr 20072096078 May 20072327978 Jun 20071716467 Jul 20071866967 Aug 200716511488 Sep 20071376953 Oct 200721212586 Nov 20071838570 Dec 20072065765 Jan 20082197772 Feb 20081908766 Mar 200822810363 Apr 20081877962 May 20082217872 Jun 20081886350 Jul 20082036547 Aug 20081616951 Sep 20082156858 Oct 20082088766 Nov 20083719877 Dec 200839310569 Jan 20092605938 Feb 20092559247 Mar 20092488353 Apr 200930710081 May 20092817363 Jun 20092398060 Jul 20092457969 Aug 20091976847 Sep 20091876349 Oct 20092489991 Nov 20092888890 Dec 20091736644 Jan 20102179058 Feb 20102269072 Mar 20102867661 Apr 20102728465 May 20102677699 Jun 20102637551 Jul 20101823734 Aug 20101856629 Sep 20102088039 Oct 20102527464 Nov 20103048447 Dec 20102805733 Jan 20112234336 Feb 20112525341 Mar 20113726565 Apr 20112687042 May 20112797736 Jun 20113165951 Jul 20112384742 Aug 20112415746 Sep 20112904130 Oct 20113127248 Nov 20113687065 Dec 20113047942 Jan 20122585438 Feb 20123365652 Mar 20124387566 Apr 20123236440 May 20123357052 Jun 20123508644 Jul 20123539143 Aug 20122235837 Sep 20123495958 Oct 201251610198 Nov 2012858153106 Dec 2012666161111 Jan 201364711198 Feb 20135768847 Mar 2013711125123 Apr 2013728170112 May 2013892180138 Jun 2013790237127 Jul 2013812187146 Aug 2013782188111 Sep 2013940304205 Oct 20131181345239 Nov 20131044313436 Dec 20131199249165 Jan 20141018244146 Feb 2014932241152 Mar 20141066240168 Apr 20141092299194 May 20141081356217 Jun 2014942233210 Jul 2014969209174 Aug 2014835199158 Sep 20141177281201 Oct 20141353330259 Nov 20141269324215 Dec 20141317290210 Jan 20151214278273 Feb 20151144256206 Mar 20151377301220 Apr 20151461384305 May 20151253275190 Jun 20151465306252 Jul 20151600257219 Aug 20151049182185 Sep 20151352263213 Oct 20151561322235 Nov 20151644330236 Dec 20151792304276 Jan 20161634283335 Feb 20161383226304 Mar 20162057378500 Apr 20161844465423 May 20162133400488 Jun 20161571373355 Jul 20161559379373 Aug 20161500361324 Sep 20161796388434 Oct 20162125477501 Nov 20161844537457 Dec 20161964389429 Jan 20172079381351 Feb 20172113347421 Mar 20172495442595 Apr 20172274385562 May 20172332380560 Jun 20172577397549 Jul 20172045347438 Aug 20171967299370 Sep 20172265391502 Oct 20172435546650 Nov 20172763516659 Dec 20172681452547 Jan 20183053451657 Feb 20182339251492 Mar 20182560387724 Apr 20182479411680 May 20182692397647 Jun 20182418338616 Jul 20182239390576 Aug 20181328817554 Sep 20181760822567 Oct 201817851102693 Nov 201813901126714 Dec 201812351095592 Jan 201912601137621 Feb 20191142817500 Mar 201913941388811 Apr 201913811154665 May 201914331320659 Jun 20191236861541 Jul 20191261878559 Aug 20191160676443 Sep 20191275862640 Oct 20191424874591 Nov 20191169777544 Dec 20191286713471 Jan 20201191659434 Feb 20201288543393 Mar 20201394505411 Apr 20201509417310 May 20201606472417 Jun 20201438381335 Jul 20201323295309 Aug 20201294295348 Sep 20201598467455 Oct 20201733471456 Nov 20201840508548 Dec 20202020803630 Jan 2021848355279 View Full Text
Reducing the Dimensionality of Data with Neural Networks By G. E. Hinton, R. R. Salakhutdinov Science28 Jul 2006 : 504-507 Neural networks can be used to reduce accurately high-dimensional data to lower dimensional representations for pattern recognition tasks.
Reducing the Dimensionality of Data with Neural Networks By G. E. Hinton, R. R. Salakhutdinov Science28 Jul 2006 : 504-507 Neural networks can be used to reduce accurately high-dimensional data to lower dimensional representations for pattern recognition tasks.