Designing Simple Nonlinear Filters Using Hysteresis of Single Recurrent Neurons for Acoustic Signal Recognition in Robots View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2010

AUTHORS

David Hutchison , Takeo Kanade , Josef Kittler , Jon M. Kleinberg , Friedemann Mattern , John C. Mitchell , Moni Naor , Oscar Nierstrasz , C. Pandu Rangan , Bernhard Steffen , Madhu Sudan , Demetri Terzopoulos , Doug Tygar , Moshe Y. Vardi , Gerhard Weikum , Poramate Manoonpong , Frank Pasemann , Christoph Kolodziejski , Florentin Wörgötter

ABSTRACT

In this article we exploit the discrete-time dynamics of a single neuron with self-connection to systematically design simple signal filters. Due to hysteresis effects and transient dynamics, this single neuron behaves as an adjustable low-pass filter for specific parameter configurations. Extending this neuro-module by two more recurrent neurons leads to versatile high- and band-pass filters. The approach presented here helps to understand how the dynamical properties of recurrent neural networks can be used for filter design. Furthermore, it gives guidance to a new way of implementing sensory preprocessing for acoustic signal recognition in autonomous robots. More... »

PAGES

374-383

Book

TITLE

Artificial Neural Networks – ICANN 2010

ISBN

978-3-642-15818-6
978-3-642-15819-3

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-642-15819-3_50

DOI

http://dx.doi.org/10.1007/978-3-642-15819-3_50

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1006582031


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/1109", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Neurosciences", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/11", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Medical and Health Sciences", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "familyName": "Hutchison", 
        "givenName": "David", 
        "id": "sg:person.012636622347.55", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012636622347.55"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Kanade", 
        "givenName": "Takeo", 
        "id": "sg:person.010127272557.31", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010127272557.31"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Kittler", 
        "givenName": "Josef", 
        "id": "sg:person.010622266176.73", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010622266176.73"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Kleinberg", 
        "givenName": "Jon M.", 
        "id": "sg:person.011522233557.04", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011522233557.04"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Mattern", 
        "givenName": "Friedemann", 
        "id": "sg:person.012317614157.00", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012317614157.00"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Mitchell", 
        "givenName": "John C.", 
        "id": "sg:person.012713775677.86", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012713775677.86"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Naor", 
        "givenName": "Moni", 
        "id": "sg:person.07776170271.83", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07776170271.83"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Nierstrasz", 
        "givenName": "Oscar", 
        "id": "sg:person.014510135557.74", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014510135557.74"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Rangan", 
        "givenName": "C. Pandu", 
        "id": "sg:person.016366027737.61", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016366027737.61"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Steffen", 
        "givenName": "Bernhard", 
        "id": "sg:person.013270457265.00", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013270457265.00"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Sudan", 
        "givenName": "Madhu", 
        "id": "sg:person.014663420265.17", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014663420265.17"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Terzopoulos", 
        "givenName": "Demetri", 
        "id": "sg:person.016347323445.35", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016347323445.35"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Tygar", 
        "givenName": "Doug", 
        "id": "sg:person.011464452455.47", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011464452455.47"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Vardi", 
        "givenName": "Moshe Y.", 
        "id": "sg:person.011743631465.56", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011743631465.56"
        ], 
        "type": "Person"
      }, 
      {
        "familyName": "Weikum", 
        "givenName": "Gerhard", 
        "id": "sg:person.010663162237.83", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010663162237.83"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of G\u00f6ttingen", 
          "id": "https://www.grid.ac/institutes/grid.7450.6", 
          "name": [
            "Bernstein Center for Computational Neuroscience (BCCN), University of G\u00f6ttingen, D-37077\u00a0G\u00f6ttingen, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Manoonpong", 
        "givenName": "Poramate", 
        "id": "sg:person.016025530021.20", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016025530021.20"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Osnabr\u00fcck University", 
          "id": "https://www.grid.ac/institutes/grid.10854.38", 
          "name": [
            "Institute of Cognitive Science, University of Osnabr\u00fcck, D-49069\u00a0Osnabr\u00fcck, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Pasemann", 
        "givenName": "Frank", 
        "id": "sg:person.013143707545.55", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013143707545.55"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of G\u00f6ttingen", 
          "id": "https://www.grid.ac/institutes/grid.7450.6", 
          "name": [
            "Bernstein Center for Computational Neuroscience (BCCN), University of G\u00f6ttingen, D-37077\u00a0G\u00f6ttingen, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Kolodziejski", 
        "givenName": "Christoph", 
        "id": "sg:person.01315415330.02", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01315415330.02"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of G\u00f6ttingen", 
          "id": "https://www.grid.ac/institutes/grid.7450.6", 
          "name": [
            "Bernstein Center for Computational Neuroscience (BCCN), University of G\u00f6ttingen, D-37077\u00a0G\u00f6ttingen, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "W\u00f6rg\u00f6tter", 
        "givenName": "Florentin", 
        "id": "sg:person.01245746211.42", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01245746211.42"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1162/neco.1990.2.4.490", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1003959523"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/s0925-2312(03)00395-3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1004647625"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/s0925-2312(03)00395-3", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1004647625"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-68803-7", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1011645898", 
          "https://doi.org/10.1007/978-3-540-68803-7"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://app.dimensions.ai/details/publication/pub.1011645898", 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1080/09540090412331314795", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1014568002"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-72395-0_90", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1034585158", 
          "https://doi.org/10.1007/978-3-540-72395-0_90"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/nphys1508", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037555209", 
          "https://doi.org/10.1038/nphys1508"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-39737-3_75", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1042972627", 
          "https://doi.org/10.1007/978-3-540-39737-3_75"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-39737-3_75", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1042972627", 
          "https://doi.org/10.1007/978-3-540-39737-3_75"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s00422-007-0209-6", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1045346898", 
          "https://doi.org/10.1007/s00422-007-0209-6"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/s00422-007-0209-6", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1045346898", 
          "https://doi.org/10.1007/s00422-007-0209-6"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1177/1059712303114001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1050989912"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1177/1059712303114001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1050989912"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/79.487040", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061231954"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tnn.2003.810603", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061716561"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1142/s0218127493000210", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1062957884"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1002/047084535x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1098660987"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1002/047084535x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1098660987"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1002/047084535x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1098660987"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2010", 
    "datePublishedReg": "2010-01-01", 
    "description": "In this article we exploit the discrete-time dynamics of a single neuron with self-connection to systematically design simple signal filters. Due to hysteresis effects and transient dynamics, this single neuron behaves as an adjustable low-pass filter for specific parameter configurations. Extending this neuro-module by two more recurrent neurons leads to versatile high- and band-pass filters. The approach presented here helps to understand how the dynamical properties of recurrent neural networks can be used for filter design. Furthermore, it gives guidance to a new way of implementing sensory preprocessing for acoustic signal recognition in autonomous robots.", 
    "editor": [
      {
        "familyName": "Diamantaras", 
        "givenName": "Konstantinos", 
        "type": "Person"
      }, 
      {
        "familyName": "Duch", 
        "givenName": "Wlodek", 
        "type": "Person"
      }, 
      {
        "familyName": "Iliadis", 
        "givenName": "Lazaros S.", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-642-15819-3_50", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-642-15818-6", 
        "978-3-642-15819-3"
      ], 
      "name": "Artificial Neural Networks \u2013 ICANN 2010", 
      "type": "Book"
    }, 
    "name": "Designing Simple Nonlinear Filters Using Hysteresis of Single Recurrent Neurons for Acoustic Signal Recognition in Robots", 
    "pagination": "374-383", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-642-15819-3_50"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "1f59bc728001f298136c2d8efdaae8a4b95f8cc62bf2117e2185a82b593d99bb"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1006582031"
        ]
      }
    ], 
    "publisher": {
      "location": "Berlin, Heidelberg", 
      "name": "Springer Berlin Heidelberg", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-642-15819-3_50", 
      "https://app.dimensions.ai/details/publication/pub.1006582031"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T20:03", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000001_0000000264/records_8687_00000247.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-642-15819-3_50"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-15819-3_50'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-15819-3_50'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-15819-3_50'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-642-15819-3_50'


 

This table displays all metadata directly associated to this object as RDF triples.

235 TRIPLES      23 PREDICATES      41 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-642-15819-3_50 schema:about anzsrc-for:11
2 anzsrc-for:1109
3 schema:author Ne221327206f241828e6850614139c50b
4 schema:citation sg:pub.10.1007/978-3-540-39737-3_75
5 sg:pub.10.1007/978-3-540-68803-7
6 sg:pub.10.1007/978-3-540-72395-0_90
7 sg:pub.10.1007/s00422-007-0209-6
8 sg:pub.10.1038/nphys1508
9 https://app.dimensions.ai/details/publication/pub.1011645898
10 https://doi.org/10.1002/047084535x
11 https://doi.org/10.1016/s0925-2312(03)00395-3
12 https://doi.org/10.1080/09540090412331314795
13 https://doi.org/10.1109/79.487040
14 https://doi.org/10.1109/tnn.2003.810603
15 https://doi.org/10.1142/s0218127493000210
16 https://doi.org/10.1162/neco.1990.2.4.490
17 https://doi.org/10.1177/1059712303114001
18 schema:datePublished 2010
19 schema:datePublishedReg 2010-01-01
20 schema:description In this article we exploit the discrete-time dynamics of a single neuron with self-connection to systematically design simple signal filters. Due to hysteresis effects and transient dynamics, this single neuron behaves as an adjustable low-pass filter for specific parameter configurations. Extending this neuro-module by two more recurrent neurons leads to versatile high- and band-pass filters. The approach presented here helps to understand how the dynamical properties of recurrent neural networks can be used for filter design. Furthermore, it gives guidance to a new way of implementing sensory preprocessing for acoustic signal recognition in autonomous robots.
21 schema:editor N023d762c735a498daf2b87dc3662f7a4
22 schema:genre chapter
23 schema:inLanguage en
24 schema:isAccessibleForFree false
25 schema:isPartOf N316d8b3a81f9455797eafdc15bf7b0ab
26 schema:name Designing Simple Nonlinear Filters Using Hysteresis of Single Recurrent Neurons for Acoustic Signal Recognition in Robots
27 schema:pagination 374-383
28 schema:productId N03c62bd0b1f9473cb6a30156ef2c6ecc
29 N758437c0c54947b7b9b6fc41bf68871e
30 Nd0a4210263b148a6a3788a9457aa51cc
31 schema:publisher N447aa8b8e4c7489d957d975385f1b96a
32 schema:sameAs https://app.dimensions.ai/details/publication/pub.1006582031
33 https://doi.org/10.1007/978-3-642-15819-3_50
34 schema:sdDatePublished 2019-04-15T20:03
35 schema:sdLicense https://scigraph.springernature.com/explorer/license/
36 schema:sdPublisher Ndf29a4b9c8514be78ae48c1b4c5f6345
37 schema:url http://link.springer.com/10.1007/978-3-642-15819-3_50
38 sgo:license sg:explorer/license/
39 sgo:sdDataset chapters
40 rdf:type schema:Chapter
41 N023d762c735a498daf2b87dc3662f7a4 rdf:first N8ff26c66f13a41539bc2f77fd0d7fe9c
42 rdf:rest Nbcd2a2676f704d5394087033c9a2b5f0
43 N03c62bd0b1f9473cb6a30156ef2c6ecc schema:name dimensions_id
44 schema:value pub.1006582031
45 rdf:type schema:PropertyValue
46 N03d1821a87b144ddb30263fd592ec1ed rdf:first sg:person.012713775677.86
47 rdf:rest N4dbc3b225af1458488074931eaa3c2ba
48 N0b6035aab5e145e8ac2d65dec9c39a00 schema:familyName Duch
49 schema:givenName Wlodek
50 rdf:type schema:Person
51 N2799ac6b97ca479ca43b2a1d7afa937f rdf:first sg:person.016025530021.20
52 rdf:rest Na2ea73d1fab0454888ce04efbe7c64b8
53 N2e9cba36c06f4dddb04ac02e44a2f261 rdf:first sg:person.016347323445.35
54 rdf:rest N3e26c73c686f46d7986bd29e9d6d1bc4
55 N316d8b3a81f9455797eafdc15bf7b0ab schema:isbn 978-3-642-15818-6
56 978-3-642-15819-3
57 schema:name Artificial Neural Networks – ICANN 2010
58 rdf:type schema:Book
59 N3e26c73c686f46d7986bd29e9d6d1bc4 rdf:first sg:person.011464452455.47
60 rdf:rest N913f63f7eaf2493e92372578ea3e51d0
61 N447aa8b8e4c7489d957d975385f1b96a schema:location Berlin, Heidelberg
62 schema:name Springer Berlin Heidelberg
63 rdf:type schema:Organisation
64 N4dbc3b225af1458488074931eaa3c2ba rdf:first sg:person.07776170271.83
65 rdf:rest N9b5bb8cfda004251af53bb5cf46d82b1
66 N510aaf763ad84ef89c2f49ff5656cb44 rdf:first sg:person.010663162237.83
67 rdf:rest N2799ac6b97ca479ca43b2a1d7afa937f
68 N52d2e54295394903953044c3a62e1fa2 rdf:first sg:person.011522233557.04
69 rdf:rest Neb30453b15f4448dbacf0d331df13438
70 N593901551f0848e688d805925db217df rdf:first sg:person.010127272557.31
71 rdf:rest Nd12e30db42c04a2ca61b0c75f7a3e99f
72 N758437c0c54947b7b9b6fc41bf68871e schema:name readcube_id
73 schema:value 1f59bc728001f298136c2d8efdaae8a4b95f8cc62bf2117e2185a82b593d99bb
74 rdf:type schema:PropertyValue
75 N7cc7058223b24f0689e4af66af49aa6b rdf:first N8c270eb8f5a641ce94e44b2d2e8cda8c
76 rdf:rest rdf:nil
77 N80937727559945b2ad1414d232bd7fe7 rdf:first sg:person.016366027737.61
78 rdf:rest N8bc544b91b834ad7a0d42ba8e8cb2d2a
79 N8bc544b91b834ad7a0d42ba8e8cb2d2a rdf:first sg:person.013270457265.00
80 rdf:rest Nafb02ea9903a4d558a3cb3d36c41373a
81 N8c270eb8f5a641ce94e44b2d2e8cda8c schema:familyName Iliadis
82 schema:givenName Lazaros S.
83 rdf:type schema:Person
84 N8ff26c66f13a41539bc2f77fd0d7fe9c schema:familyName Diamantaras
85 schema:givenName Konstantinos
86 rdf:type schema:Person
87 N913f63f7eaf2493e92372578ea3e51d0 rdf:first sg:person.011743631465.56
88 rdf:rest N510aaf763ad84ef89c2f49ff5656cb44
89 N990b50a88b0144f3a7f3e110c51136fd rdf:first sg:person.01245746211.42
90 rdf:rest rdf:nil
91 N9b5bb8cfda004251af53bb5cf46d82b1 rdf:first sg:person.014510135557.74
92 rdf:rest N80937727559945b2ad1414d232bd7fe7
93 Na2ea73d1fab0454888ce04efbe7c64b8 rdf:first sg:person.013143707545.55
94 rdf:rest Nb65a24224f2948c6a29b17c5efa2fc50
95 Nafb02ea9903a4d558a3cb3d36c41373a rdf:first sg:person.014663420265.17
96 rdf:rest N2e9cba36c06f4dddb04ac02e44a2f261
97 Nb65a24224f2948c6a29b17c5efa2fc50 rdf:first sg:person.01315415330.02
98 rdf:rest N990b50a88b0144f3a7f3e110c51136fd
99 Nbcd2a2676f704d5394087033c9a2b5f0 rdf:first N0b6035aab5e145e8ac2d65dec9c39a00
100 rdf:rest N7cc7058223b24f0689e4af66af49aa6b
101 Nd0a4210263b148a6a3788a9457aa51cc schema:name doi
102 schema:value 10.1007/978-3-642-15819-3_50
103 rdf:type schema:PropertyValue
104 Nd12e30db42c04a2ca61b0c75f7a3e99f rdf:first sg:person.010622266176.73
105 rdf:rest N52d2e54295394903953044c3a62e1fa2
106 Ndf29a4b9c8514be78ae48c1b4c5f6345 schema:name Springer Nature - SN SciGraph project
107 rdf:type schema:Organization
108 Ne221327206f241828e6850614139c50b rdf:first sg:person.012636622347.55
109 rdf:rest N593901551f0848e688d805925db217df
110 Neb30453b15f4448dbacf0d331df13438 rdf:first sg:person.012317614157.00
111 rdf:rest N03d1821a87b144ddb30263fd592ec1ed
112 anzsrc-for:11 schema:inDefinedTermSet anzsrc-for:
113 schema:name Medical and Health Sciences
114 rdf:type schema:DefinedTerm
115 anzsrc-for:1109 schema:inDefinedTermSet anzsrc-for:
116 schema:name Neurosciences
117 rdf:type schema:DefinedTerm
118 sg:person.010127272557.31 schema:familyName Kanade
119 schema:givenName Takeo
120 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010127272557.31
121 rdf:type schema:Person
122 sg:person.010622266176.73 schema:familyName Kittler
123 schema:givenName Josef
124 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010622266176.73
125 rdf:type schema:Person
126 sg:person.010663162237.83 schema:familyName Weikum
127 schema:givenName Gerhard
128 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010663162237.83
129 rdf:type schema:Person
130 sg:person.011464452455.47 schema:familyName Tygar
131 schema:givenName Doug
132 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011464452455.47
133 rdf:type schema:Person
134 sg:person.011522233557.04 schema:familyName Kleinberg
135 schema:givenName Jon M.
136 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011522233557.04
137 rdf:type schema:Person
138 sg:person.011743631465.56 schema:familyName Vardi
139 schema:givenName Moshe Y.
140 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011743631465.56
141 rdf:type schema:Person
142 sg:person.012317614157.00 schema:familyName Mattern
143 schema:givenName Friedemann
144 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012317614157.00
145 rdf:type schema:Person
146 sg:person.01245746211.42 schema:affiliation https://www.grid.ac/institutes/grid.7450.6
147 schema:familyName Wörgötter
148 schema:givenName Florentin
149 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01245746211.42
150 rdf:type schema:Person
151 sg:person.012636622347.55 schema:familyName Hutchison
152 schema:givenName David
153 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012636622347.55
154 rdf:type schema:Person
155 sg:person.012713775677.86 schema:familyName Mitchell
156 schema:givenName John C.
157 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012713775677.86
158 rdf:type schema:Person
159 sg:person.013143707545.55 schema:affiliation https://www.grid.ac/institutes/grid.10854.38
160 schema:familyName Pasemann
161 schema:givenName Frank
162 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013143707545.55
163 rdf:type schema:Person
164 sg:person.01315415330.02 schema:affiliation https://www.grid.ac/institutes/grid.7450.6
165 schema:familyName Kolodziejski
166 schema:givenName Christoph
167 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01315415330.02
168 rdf:type schema:Person
169 sg:person.013270457265.00 schema:familyName Steffen
170 schema:givenName Bernhard
171 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013270457265.00
172 rdf:type schema:Person
173 sg:person.014510135557.74 schema:familyName Nierstrasz
174 schema:givenName Oscar
175 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014510135557.74
176 rdf:type schema:Person
177 sg:person.014663420265.17 schema:familyName Sudan
178 schema:givenName Madhu
179 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014663420265.17
180 rdf:type schema:Person
181 sg:person.016025530021.20 schema:affiliation https://www.grid.ac/institutes/grid.7450.6
182 schema:familyName Manoonpong
183 schema:givenName Poramate
184 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016025530021.20
185 rdf:type schema:Person
186 sg:person.016347323445.35 schema:familyName Terzopoulos
187 schema:givenName Demetri
188 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016347323445.35
189 rdf:type schema:Person
190 sg:person.016366027737.61 schema:familyName Rangan
191 schema:givenName C. Pandu
192 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016366027737.61
193 rdf:type schema:Person
194 sg:person.07776170271.83 schema:familyName Naor
195 schema:givenName Moni
196 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07776170271.83
197 rdf:type schema:Person
198 sg:pub.10.1007/978-3-540-39737-3_75 schema:sameAs https://app.dimensions.ai/details/publication/pub.1042972627
199 https://doi.org/10.1007/978-3-540-39737-3_75
200 rdf:type schema:CreativeWork
201 sg:pub.10.1007/978-3-540-68803-7 schema:sameAs https://app.dimensions.ai/details/publication/pub.1011645898
202 https://doi.org/10.1007/978-3-540-68803-7
203 rdf:type schema:CreativeWork
204 sg:pub.10.1007/978-3-540-72395-0_90 schema:sameAs https://app.dimensions.ai/details/publication/pub.1034585158
205 https://doi.org/10.1007/978-3-540-72395-0_90
206 rdf:type schema:CreativeWork
207 sg:pub.10.1007/s00422-007-0209-6 schema:sameAs https://app.dimensions.ai/details/publication/pub.1045346898
208 https://doi.org/10.1007/s00422-007-0209-6
209 rdf:type schema:CreativeWork
210 sg:pub.10.1038/nphys1508 schema:sameAs https://app.dimensions.ai/details/publication/pub.1037555209
211 https://doi.org/10.1038/nphys1508
212 rdf:type schema:CreativeWork
213 https://app.dimensions.ai/details/publication/pub.1011645898 schema:CreativeWork
214 https://doi.org/10.1002/047084535x schema:sameAs https://app.dimensions.ai/details/publication/pub.1098660987
215 rdf:type schema:CreativeWork
216 https://doi.org/10.1016/s0925-2312(03)00395-3 schema:sameAs https://app.dimensions.ai/details/publication/pub.1004647625
217 rdf:type schema:CreativeWork
218 https://doi.org/10.1080/09540090412331314795 schema:sameAs https://app.dimensions.ai/details/publication/pub.1014568002
219 rdf:type schema:CreativeWork
220 https://doi.org/10.1109/79.487040 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061231954
221 rdf:type schema:CreativeWork
222 https://doi.org/10.1109/tnn.2003.810603 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061716561
223 rdf:type schema:CreativeWork
224 https://doi.org/10.1142/s0218127493000210 schema:sameAs https://app.dimensions.ai/details/publication/pub.1062957884
225 rdf:type schema:CreativeWork
226 https://doi.org/10.1162/neco.1990.2.4.490 schema:sameAs https://app.dimensions.ai/details/publication/pub.1003959523
227 rdf:type schema:CreativeWork
228 https://doi.org/10.1177/1059712303114001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1050989912
229 rdf:type schema:CreativeWork
230 https://www.grid.ac/institutes/grid.10854.38 schema:alternateName Osnabrück University
231 schema:name Institute of Cognitive Science, University of Osnabrück, D-49069 Osnabrück, Germany
232 rdf:type schema:Organization
233 https://www.grid.ac/institutes/grid.7450.6 schema:alternateName University of Göttingen
234 schema:name Bernstein Center for Computational Neuroscience (BCCN), University of Göttingen, D-37077 Göttingen, Germany
235 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...