Cover Image

Accelerated physical emulation of bayesian inference in spiking neural networks

The massively parallel nature of biological information processing plays an important role for its superiority to human-engineered computing devices. In particular, it may hold the key to overcoming the von Neumann bottleneck that limits contemporary computer architectures. Physical-model neuromorph...

Full description

Saved in:
Bibliographic Details
Main Authors: Kungl, Ákos Ferenc (Author) , Schmitt, Sebastian (Author) , Baumbach, Andreas (Author) , Dold, Dominik (Author) , Müller, Eric (Author) , Kleider, Mitja (Author) , Mauch, Christian (Author) , Breitwieser, Oliver (Author) , Leng, Luziwei (Author) , Güttler, Gilbert Maurice (Author) , Husmann, Dan (Author) , Karasenko, Vitali (Author) , Grübl, Andreas (Author) , Schemmel, Johannes (Author) , Petrovici, Mihai A. (Author)
Format: Article (Journal)
Language:English
Published: 14 November 2019
In: Frontiers in neuroscience
Year: 2019, Volume: 13
ISSN:1662-453X
DOI:10.3389/fnins.2019.01201
Online Access:Verlag, Volltext: https://doi.org/10.3389/fnins.2019.01201
Verlag: https://www.frontiersin.org/articles/10.3389/fnins.2019.01201/full
Get full text
Author Notes:Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Luziwei Leng, Nico Gürtler, Maurice Güttler, Dan Husmann, Kai Husmann, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier and Mihai A. Petrovici

MARC

LEADER 00000caa a2200000 c 4500
001 1686150369
003 DE-627
005 20220627083944.0
007 cr uuu---uuuuu
008 191220s2019 xx |||||o 00| ||eng c
024 7 |a 10.3389/fnins.2019.01201  |2 doi 
035 |a (DE-627)1686150369 
035 |a (DE-599)KXP1686150369 
035 |a (OCoLC)1264283328 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 33  |2 sdnb 
100 1 |a Kungl, Ákos Ferenc  |d 1991-  |e VerfasserIn  |0 (DE-588)1187260193  |0 (DE-627)1666373842  |4 aut 
245 1 0 |a Accelerated physical emulation of bayesian inference in spiking neural networks  |c Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Luziwei Leng, Nico Gürtler, Maurice Güttler, Dan Husmann, Kai Husmann, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier and Mihai A. Petrovici 
264 1 |c 14 November 2019 
300 |a 15 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Gesehen am 20.12.2019 
520 |a The massively parallel nature of biological information processing plays an important role for its superiority to human-engineered computing devices. In particular, it may hold the key to overcoming the von Neumann bottleneck that limits contemporary computer architectures. Physical-model neuromorphic devices seek to replicate not only this inherent parallelism, but also aspects of its microscopic dynamics in analog circuits emulating neurons and synapses. However, these machines require network models that are not only adept at solving particular tasks, but that can also cope with the inherent imperfections of analog substrates. We present a spiking network model that performs Bayesian inference through sampling on the BrainScaleS neuromorphic platform, where we use it for generative and discriminative computations on visual data. By illustrating its functionality on this platform, we implicitly demonstrate its robustness to various substrate-specific distortive effects, as well as its accelerated capability for computation. These results showcase the advantages of brain-inspired physical computation and provide important building blocks for large-scale neuromorphic applications. 
650 4 |a massively parallel computing 
650 4 |a neural sampling 
650 4 |a neuromorphic engineering 
650 4 |a physical models 
650 4 |a Probabilistic inference 
650 4 |a recurrent neural networks 
650 4 |a spiking neurons 
700 1 |a Schmitt, Sebastian  |d 1983-  |e VerfasserIn  |0 (DE-588)1028090927  |0 (DE-627)730337332  |0 (DE-576)375620486  |4 aut 
700 1 |a Baumbach, Andreas  |d 1992-  |e VerfasserIn  |0 (DE-588)1169784216  |0 (DE-627)1035890704  |0 (DE-576)512249334  |4 aut 
700 1 |a Dold, Dominik  |d 1990-  |e VerfasserIn  |0 (DE-588)1125027908  |0 (DE-627)879345179  |0 (DE-576)483278009  |4 aut 
700 1 |a Müller, Eric  |e VerfasserIn  |0 (DE-588)1068657049  |0 (DE-627)820573108  |0 (DE-576)427988543  |4 aut 
700 1 |a Kleider, Mitja  |e VerfasserIn  |0 (DE-588)1148013296  |0 (DE-627)1008915262  |0 (DE-576)496142313  |4 aut 
700 1 |a Mauch, Christian  |d 1986-  |e VerfasserIn  |0 (DE-588)1187261696  |0 (DE-627)166637914X  |4 aut 
700 1 |a Breitwieser, Oliver  |d 1987-  |e VerfasserIn  |0 (DE-588)1163617652  |0 (DE-627)1027933408  |0 (DE-576)508090997  |4 aut 
700 1 |a Leng, Luziwei  |d 1990-  |e VerfasserIn  |0 (DE-588)1163617431  |0 (DE-627)1027932908  |0 (DE-576)508090601  |4 aut 
700 1 |a Güttler, Gilbert Maurice  |e VerfasserIn  |0 (DE-588)1147863423  |0 (DE-627)100726828X  |0 (DE-576)496076337  |4 aut 
700 1 |a Husmann, Dan  |e VerfasserIn  |0 (DE-588)1201899761  |0 (DE-627)1686156626  |4 aut 
700 1 |a Karasenko, Vitali  |d 1987-  |e VerfasserIn  |0 (DE-588)1201900832  |0 (DE-627)1686158548  |4 aut 
700 1 |a Grübl, Andreas  |e VerfasserIn  |0 (DE-588)133198456  |0 (DE-627)538271450  |0 (DE-576)299688208  |4 aut 
700 1 |a Schemmel, Johannes  |e VerfasserIn  |0 (DE-588)1025834607  |0 (DE-627)72488291X  |0 (DE-576)370821440  |4 aut 
700 1 |a Petrovici, Mihai A.  |e VerfasserIn  |0 (DE-588)1072021005  |0 (DE-627)826788823  |0 (DE-576)433488700  |4 aut 
773 0 8 |i Enthalten in  |t Frontiers in neuroscience  |d Lausanne : Frontiers Research Foundation, 2007  |g 13(2019) Artikel-Nummer 1201, 15 Seiten  |h Online-Ressource  |w (DE-627)55908109X  |w (DE-600)2411902-7  |w (DE-576)281378959  |x 1662-453X  |7 nnas  |a Accelerated physical emulation of bayesian inference in spiking neural networks 
773 1 8 |g volume:13  |g year:2019  |g extent:15  |a Accelerated physical emulation of bayesian inference in spiking neural networks 
856 4 0 |u https://doi.org/10.3389/fnins.2019.01201  |x Verlag  |x Resolving-System  |3 Volltext 
856 4 0 |u https://www.frontiersin.org/articles/10.3389/fnins.2019.01201/full  |x Verlag 
951 |a AR 
992 |a 20191220 
993 |a Article 
994 |a 2019 
998 |g 1072021005  |a Petrovici, Mihai A.  |m 1072021005:Petrovici, Mihai A.  |d 130000  |d 130700  |e 130000PP1072021005  |e 130700PP1072021005  |k 0/130000/  |k 1/130000/130700/  |p 23  |y j 
998 |g 1025834607  |a Schemmel, Johannes  |m 1025834607:Schemmel, Johannes  |d 130000  |d 130700  |e 130000PS1025834607  |e 130700PS1025834607  |k 0/130000/  |k 1/130000/130700/  |p 21 
998 |g 133198456  |a Grübl, Andreas  |m 133198456:Grübl, Andreas  |d 130000  |d 130700  |e 130000PG133198456  |e 130700PG133198456  |k 0/130000/  |k 1/130000/130700/  |p 20 
998 |g 1201900832  |a Karasenko, Vitali  |m 1201900832:Karasenko, Vitali  |d 130000  |d 130700  |e 130000PK1201900832  |e 130700PK1201900832  |k 0/130000/  |k 1/130000/130700/  |p 19 
998 |g 1201899761  |a Husmann, Dan  |m 1201899761:Husmann, Dan  |d 130000  |d 130700  |e 130000PH1201899761  |e 130700PH1201899761  |k 0/130000/  |k 1/130000/130700/  |p 16 
998 |g 1147863423  |a Güttler, Gilbert Maurice  |m 1147863423:Güttler, Gilbert Maurice  |d 130000  |d 130700  |e 130000PG1147863423  |e 130700PG1147863423  |k 0/130000/  |k 1/130000/130700/  |p 15 
998 |g 1163617431  |a Leng, Luziwei  |m 1163617431:Leng, Luziwei  |d 130000  |d 130700  |e 130000PL1163617431  |e 130700PL1163617431  |k 0/130000/  |k 1/130000/130700/  |p 13 
998 |g 1163617652  |a Breitwieser, Oliver  |m 1163617652:Breitwieser, Oliver  |d 130000  |d 130700  |e 130000PB1163617652  |e 130700PB1163617652  |k 0/130000/  |k 1/130000/130700/  |p 12 
998 |g 1187261696  |a Mauch, Christian  |m 1187261696:Mauch, Christian  |d 130000  |d 130700  |e 130000PM1187261696  |e 130700PM1187261696  |k 0/130000/  |k 1/130000/130700/  |p 11 
998 |g 1148013296  |a Kleider, Mitja  |m 1148013296:Kleider, Mitja  |d 130000  |e 130000PK1148013296  |k 0/130000/  |p 10 
998 |g 1068657049  |a Müller, Eric  |m 1068657049:Müller, Eric  |d 130000  |d 130700  |e 130000PM1068657049  |e 130700PM1068657049  |k 0/130000/  |k 1/130000/130700/  |p 8 
998 |g 1125027908  |a Dold, Dominik  |m 1125027908:Dold, Dominik  |d 130000  |d 130700  |e 130000PD1125027908  |e 130700PD1125027908  |k 0/130000/  |k 1/130000/130700/  |p 6 
998 |g 1169784216  |a Baumbach, Andreas  |m 1169784216:Baumbach, Andreas  |d 130000  |d 130700  |e 130000PB1169784216  |e 130700PB1169784216  |k 0/130000/  |k 1/130000/130700/  |p 5 
998 |g 1028090927  |a Schmitt, Sebastian  |m 1028090927:Schmitt, Sebastian  |d 130000  |d 130700  |e 130000PS1028090927  |e 130700PS1028090927  |k 0/130000/  |k 1/130000/130700/  |p 2 
998 |g 1187260193  |a Kungl, Ákos Ferenc  |m 1187260193:Kungl, Ákos Ferenc  |d 130000  |d 130700  |e 130000PK1187260193  |e 130700PK1187260193  |k 0/130000/  |k 1/130000/130700/  |p 1  |x j 
999 |a KXP-PPN1686150369  |e 3567673726 
BIB |a Y 
SER |a journal 
JSO |a {"origin":[{"dateIssuedDisp":"14 November 2019","dateIssuedKey":"2019"}],"note":["Gesehen am 20.12.2019"],"recId":"1686150369","name":{"displayForm":["Akos F. Kungl, Sebastian Schmitt, Johann Klähn, Paul Müller, Andreas Baumbach, Dominik Dold, Alexander Kugele, Eric Müller, Christoph Koke, Mitja Kleider, Christian Mauch, Oliver Breitwieser, Luziwei Leng, Nico Gürtler, Maurice Güttler, Dan Husmann, Kai Husmann, Andreas Hartel, Vitali Karasenko, Andreas Grübl, Johannes Schemmel, Karlheinz Meier and Mihai A. Petrovici"]},"title":[{"title_sort":"Accelerated physical emulation of bayesian inference in spiking neural networks","title":"Accelerated physical emulation of bayesian inference in spiking neural networks"}],"relHost":[{"origin":[{"dateIssuedDisp":"2007-","publisher":"Frontiers Research Foundation","publisherPlace":"Lausanne","dateIssuedKey":"2007"}],"recId":"55908109X","id":{"eki":["55908109X"],"zdb":["2411902-7"],"issn":["1662-453X"]},"type":{"bibl":"periodical","media":"Online-Ressource"},"pubHistory":["1.2007 -"],"part":{"extent":"15","year":"2019","volume":"13","text":"13(2019) Artikel-Nummer 1201, 15 Seiten"},"name":{"displayForm":["Frontiers Research Foundation"]},"note":["Gesehen am 04.06.20"],"disp":"Accelerated physical emulation of bayesian inference in spiking neural networksFrontiers in neuroscience","physDesc":[{"extent":"Online-Ressource"}],"title":[{"title":"Frontiers in neuroscience","title_sort":"Frontiers in neuroscience"}],"language":["eng"]}],"physDesc":[{"extent":"15 S."}],"type":{"bibl":"article-journal","media":"Online-Ressource"},"id":{"doi":["10.3389/fnins.2019.01201"],"eki":["1686150369"]},"person":[{"given":"Ákos Ferenc","family":"Kungl","role":"aut","display":"Kungl, Ákos Ferenc"},{"display":"Schmitt, Sebastian","role":"aut","family":"Schmitt","given":"Sebastian"},{"family":"Baumbach","given":"Andreas","display":"Baumbach, Andreas","role":"aut"},{"role":"aut","display":"Dold, Dominik","given":"Dominik","family":"Dold"},{"family":"Müller","given":"Eric","display":"Müller, Eric","role":"aut"},{"family":"Kleider","given":"Mitja","display":"Kleider, Mitja","role":"aut"},{"family":"Mauch","given":"Christian","display":"Mauch, Christian","role":"aut"},{"role":"aut","display":"Breitwieser, Oliver","given":"Oliver","family":"Breitwieser"},{"role":"aut","display":"Leng, Luziwei","given":"Luziwei","family":"Leng"},{"given":"Gilbert Maurice","family":"Güttler","role":"aut","display":"Güttler, Gilbert Maurice"},{"given":"Dan","family":"Husmann","role":"aut","display":"Husmann, Dan"},{"role":"aut","display":"Karasenko, Vitali","given":"Vitali","family":"Karasenko"},{"given":"Andreas","family":"Grübl","role":"aut","display":"Grübl, Andreas"},{"role":"aut","display":"Schemmel, Johannes","given":"Johannes","family":"Schemmel"},{"given":"Mihai A.","family":"Petrovici","role":"aut","display":"Petrovici, Mihai A."}],"language":["eng"]} 
SRT |a KUNGLAKOSFACCELERATE1420 

Similar Items