Analysis of Regularized Poisson GLM Spike-Train Modeling

This paper introduces a method for modeling and analyzing neural impulse sequences. In this paper, we define the response value of a scale-independent neuron and construct the correlation graph of the neuron under the response value. The minimum cut algorithm is applied continuously to obtain the ma...

Full description

Saved in:
Bibliographic Details
Published inJournal of physics. Conference series Vol. 2173; no. 1; pp. 12019 - 12026
Main Authors Fan, Yile, Li, Yuanpeng, Xue, Naiyang, Ding, Dan
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.01.2022
Subjects
Algorithms
Modelling
Neurons
Physics
Online AccessGet full text
ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/2173/1/012019

Cover

Abstract This paper introduces a method for modeling and analyzing neural impulse sequences. In this paper, we define the response value of a scale-independent neuron and construct the correlation graph of the neuron under the response value. The minimum cut algorithm is applied continuously to obtain the maximum group of neurons. According to the characteristics of the firing of neurons, a Poisson-process based model is proposed to mathematically model the neural coding, and the gradient descent method is used to optimize it. Through the modeling analysis method, information such as maximum neuron group and Inter-spike-Interval (ISI) can be effectively analyzed according to neuron impulse sequence.
AbstractList This paper introduces a method for modeling and analyzing neural impulse sequences. In this paper, we define the response value of a scale-independent neuron and construct the correlation graph of the neuron under the response value. The minimum cut algorithm is applied continuously to obtain the maximum group of neurons. According to the characteristics of the firing of neurons, a Poisson-process based model is proposed to mathematically model the neural coding, and the gradient descent method is used to optimize it. Through the modeling analysis method, information such as maximum neuron group and Inter-spike-Interval (ISI) can be effectively analyzed according to neuron impulse sequence.
Author Fan, Yile
Li, Yuanpeng
Ding, Dan
Xue, Naiyang
Author_xml – sequence: 1
  givenname: Yile
  surname: Fan
  fullname: Fan, Yile
  organization: Graduate School, Aerospace Engineering University , China
– sequence: 2
  givenname: Yuanpeng
  surname: Li
  fullname: Li, Yuanpeng
  organization: Graduate School, Aerospace Engineering University , China
– sequence: 3
  givenname: Naiyang
  surname: Xue
  fullname: Xue, Naiyang
  organization: Graduate School, Aerospace Engineering University , China
– sequence: 4
  givenname: Dan
  surname: Ding
  fullname: Ding, Dan
  organization: Department of Electronics and Optical Engineering, Aerospace Engineering University , China
BookMark eNqVkF9LwzAUxYNMcJt-Bgu-CbVJ-ifJ4xg6lQ2Hm88hTW9HZm1q4pD56W2pTARBvC_3wj2_A-eM0KC2NSB0TvAVwZxHhCU0zFKRRZSwOCIRJhQTcYSGh8_gcHN-gkbebzGO22FDxCe1qvbe-MCWwSNsdpVy5gOKYGmN97YOZvNFsGrMM4Rrp0wdLGwBlak3p-i4VJWHs689Rk831-vpbTh_mN1NJ_NQU5aIkGdZmYokyUVaCCY0BaJ5rLUAlueKpVBSnScJI-1ooHlCQes856VQogAM8Rjx3ndXN2r_rqpKNs68KLeXBMuuAdllk11O2TUgiewbaNGLHm2cfd2Bf5Nbu3NtXi9pFqc8YwJ3KtartLPeOyj_4R_3pLHNt_Xf1OUv1P1yuvoplE1Rxp_3yYkP
Cites_doi 10.1109/TAMD.2010.2053365
10.1162/neco_a_01021
10.1126/science.1100265
10.1038/nature07140
10.1109/TBME.2007.891948
10.1152/jn.00697.2004
10.1109/TAMD.2012.2211101
10.1088/0954-898X_15_4_002
10.1109/TAMD.2011.2138705
10.1088/1741-2560/9/2/026004
10.1016/j.jneumeth.2010.03.024
10.1146/annurev-statistics-041715-033733
10.1038/nature06996
10.1038/nn.3800
10.1113/jphysiol.1952.sp004764
ContentType Journal Article
Copyright Published under licence by IOP Publishing Ltd
Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: Published under licence by IOP Publishing Ltd
– notice: Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID O3W
TSCCA
AAYXX
CITATION
8FD
8FE
8FG
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
H8D
HCIFZ
L7M
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
ADTOC
UNPAY
DOI 10.1088/1742-6596/2173/1/012019
DatabaseName Institute of Physics Open Access Journal Titles
IOPscience (Open Access)
CrossRef
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni Edition)
ProQuest Central
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
ProQuest Central Korea
Aerospace Database
SciTech Premium Collection
Advanced Technologies Database with Aerospace
AAdvanced Technologies & Aerospace Database (subscription)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database (subscription)
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
Publicly Available Content Database
Advanced Technologies & Aerospace Collection
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Central China
ProQuest Central
Advanced Technologies & Aerospace Database
ProQuest One Applied & Life Sciences
Aerospace Database
ProQuest One Academic UKI Edition
ProQuest Central Korea
ProQuest Central (New)
ProQuest One Academic
Advanced Technologies Database with Aerospace
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: O3W
  name: Institute of Physics Open Access Journal Titles
  url: http://iopscience.iop.org/
  sourceTypes:
    Enrichment Source
    Publisher
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
– sequence: 3
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Physics
EISSN 1742-6596
ExternalDocumentID 10.1088/1742-6596/2173/1/012019
10_1088_1742_6596_2173_1_012019
JPCS_2173_1_012019
GroupedDBID 1JI
29L
2WC
4.4
5B3
5GY
5PX
5VS
7.Q
AAJIO
AAJKP
ABHWH
ACAFW
ACHIP
AEFHF
AEJGL
AFKRA
AFYNE
AIYBF
AKPSB
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ASPBG
ATQHT
AVWKF
AZFZN
BENPR
BGLVJ
CCPQU
CEBXE
CJUJL
CRLBU
CS3
DU5
E3Z
EBS
EDWGO
EQZZN
F5P
FRP
GROUPED_DOAJ
GX1
HCIFZ
HH5
IJHAN
IOP
IZVLO
J9A
KNG
KQ8
LAP
N5L
N9A
O3W
OK1
P2P
PIMPY
PJBAE
RIN
RNS
RO9
ROL
SY9
T37
TR2
TSCCA
UCJ
W28
XSB
~02
AAYXX
AEINN
CITATION
OVT
PHGZM
PHGZT
PQGLB
PUEGO
8FD
8FE
8FG
ABUWG
AZQEC
DWQXO
H8D
L7M
P62
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
02O
1WK
AALHV
ACARI
ADTOC
AERVB
AGQPQ
AHSEE
ARNYC
BBWZM
C1A
EJD
FEDTE
H13
HVGLF
JCGBZ
M48
Q02
S3P
UNPAY
ID FETCH-LOGICAL-c2749-866f5944b95d979c2e1c83cc9e7bba75ef2cb4471111ce2b42eccbb8f9a9de0e3
IEDL.DBID UNPAY
ISSN 1742-6588
1742-6596
IngestDate Sun Sep 07 11:23:30 EDT 2025
Mon Jul 14 07:46:24 EDT 2025
Wed Oct 01 04:16:17 EDT 2025
Tue Feb 01 23:41:10 EST 2022
Wed Aug 21 03:35:06 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2749-866f5944b95d979c2e1c83cc9e7bba75ef2cb4471111ce2b42eccbb8f9a9de0e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.1088/1742-6596/2173/1/012019
PQID 2635867909
PQPubID 4998668
PageCount 8
ParticipantIDs proquest_journals_2635867909
iop_journals_10_1088_1742_6596_2173_1_012019
unpaywall_primary_10_1088_1742_6596_2173_1_012019
crossref_primary_10_1088_1742_6596_2173_1_012019
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20220101
PublicationDateYYYYMMDD 2022-01-01
PublicationDate_xml – month: 01
  year: 2022
  text: 20220101
  day: 01
PublicationDecade 2020
PublicationPlace Bristol
PublicationPlace_xml – name: Bristol
PublicationTitle Journal of physics. Conference series
PublicationTitleAlternate J. Phys.: Conf. Ser
PublicationYear 2022
Publisher IOP Publishing
Publisher_xml – name: IOP Publishing
References Leutgeb (JPCS_2173_1_012019bib2) 2004; 305
Velliste (JPCS_2173_1_012019bib8) 2008; 453
Kass (JPCS_2173_1_012019bib1) 2018; 5
Weber (JPCS_2173_1_012019bib15) 2017; 29
So (JPCS_2173_1_012019bib4) 2012; 9
Truccolo (JPCS_2173_1_012019bib14) 2005; 93
Miao (JPCS_2173_1_012019bib7) 2010; 2
ParkI (JPCS_2173_1_012019bib13) 2014; 17
Hodgkin (JPCS_2173_1_012019bib10) 1952; 117
Panins (JPCS_2173_1_012019bib12) 2004; 15
Song (JPCS_2173_1_012019bib9) 2007; 54
Li (JPCS_2173_1_012019bib6) 2013; 5
Glaser (JPCS_2173_1_012019bib5) 2011; 3
Lawhem (JPCS_2173_1_012019bib11) 2010; 189
Pillow (JPCS_2173_1_012019bib3) 2008; 454
References_xml – volume: 2
  start-page: 196
  year: 2010
  ident: JPCS_2173_1_012019bib7
  article-title: Top–Down Gaze Movement Control in Target Search Using Population Cell Coding of Visual Context
  publication-title: IEEE Transaction s on Autonomous Mental Development
  doi: 10.1109/TAMD.2010.2053365
– volume: 29
  start-page: 3260
  year: 2017
  ident: JPCS_2173_1_012019bib15
  article-title: Capturing the Dynamical Repertoire of Single Neurons with Generalized Linear Models
  publication-title: Neural Comput
  doi: 10.1162/neco_a_01021
– volume: 305
  start-page: 1295
  year: 2004
  ident: JPCS_2173_1_012019bib2
  article-title: Distinct ensemble codes in hippocampal areas CA3 and CA1
  publication-title: Science
  doi: 10.1126/science.1100265
– volume: 454
  start-page: 995
  year: 2008
  ident: JPCS_2173_1_012019bib3
  article-title: Spatio-temporal correlations and visual signalling in a complete neuronal population
  publication-title: Nature
  doi: 10.1038/nature07140
– volume: 54
  start-page: 1053
  year: 2007
  ident: JPCS_2173_1_012019bib9
  article-title: Nonlinear Dynamic Modeling of Spike Train Transformations for Hippocampal-Cortical
  publication-title: Prostheses IEEE Transactions on Biomedical Engineering
  doi: 10.1109/TBME.2007.891948
– volume: 93
  start-page: 1074
  year: 2005
  ident: JPCS_2173_1_012019bib14
  article-title: A Point Process Framework for Relating Neural Spiking Activity to Spiking History, Neural Ensemble, and Extrinsic Covariate Effects
  publication-title: Journal of Neurophysiology
  doi: 10.1152/jn.00697.2004
– volume: 5
  start-page: 62
  year: 2013
  ident: JPCS_2173_1_012019bib6
  article-title: A Spike-Based Model of Neuronal Intrinsic Plasticity
  publication-title: IEEE Trans actions on Autonomous Mental Development
  doi: 10.1109/TAMD.2012.2211101
– volume: 15
  start-page: 243
  year: 2004
  ident: JPCS_2173_1_012019bib12
  article-title: Maximum likelihood estimation of cascade point-process neural encoding models
  publication-title: Network: Computation in Neural Systems
  doi: 10.1088/0954-898X_15_4_002
– volume: 3
  start-page: 285
  year: 2011
  ident: JPCS_2173_1_012019bib5
  article-title: Firingrate homeostasis for dynamic neural field formation
  publication-title: IEEE Transactions on Autonomous Mental Development
  doi: 10.1109/TAMD.2011.2138705
– volume: 9
  start-page: 026004
  year: 2012
  ident: JPCS_2173_1_012019bib4
  article-title: Assessing functional connectivity of neural ensembles using directed information
  publication-title: J. Neural Eng.
  doi: 10.1088/1741-2560/9/2/026004
– volume: 189
  start-page: 267
  year: 2010
  ident: JPCS_2173_1_012019bib11
  article-title: Population Decoding of Motor Cortical Activity using a Generalized Linear Model with Hidden States
  publication-title: Journal of Neuro Science Methods
  doi: 10.1016/j.jneumeth.2010.03.024
– volume: 5
  start-page: 183
  year: 2018
  ident: JPCS_2173_1_012019bib1
  article-title: Computational Neuroscience: Mathematical and Statistical Perspectives
  publication-title: Annu Rev Stat Appln
  doi: 10.1146/annurev-statistics-041715-033733
– volume: 453
  start-page: 1098
  year: 2008
  ident: JPCS_2173_1_012019bib8
  article-title: Cortical control of a prosthetic arm for self-feeding
  publication-title: Nature
  doi: 10.1038/nature06996
– volume: 17
  start-page: 1395
  year: 2014
  ident: JPCS_2173_1_012019bib13
  article-title: Encoding and decoding in parietal cortex during sensorimotor decision-making
  publication-title: Nat Neurosci
  doi: 10.1038/nn.3800
– volume: 117
  start-page: 500
  year: 1952
  ident: JPCS_2173_1_012019bib10
  article-title: Aquantitative description of membrane current and its application to conduction and excitation in nerve
  publication-title: J Physiol
  doi: 10.1113/jphysiol.1952.sp004764
SSID ssj0033337
Score 2.2843933
Snippet This paper introduces a method for modeling and analyzing neural impulse sequences. In this paper, we define the response value of a scale-independent neuron...
SourceID unpaywall
proquest
crossref
iop
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 12019
SubjectTerms Algorithms
Modelling
Neurons
Physics
SummonAdditionalLinks – databaseName: IOPscience platform
  dbid: IOP
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSwMxEA5aEb34FqtVFvTotrvZR5OjFGspVottobeweSyUlt2lD8T-eif70FYQFXPawyQkk2zyTTLfDEI3gbRxyJW-AgvAQMHSNgOhLNPCkhIJAJv7mpzcefJbA7c99IarXJg4ybf-KnxmgYIzFeYOcaQGGBqbvkf9GsBpp2bXNP9TR_7ccgjgY03ie-4Wu7EDpZ6RInUlQgofr-8bWjuhNqEXa-BzZxElwdtrMJmsnEPNfSSKEWTuJ-PqYs6rYvkluOP_hniA9nKYatxlNQ7RhoqO0HbqLipmx4gUsUyMODRe0nT209FSSaMbw0TGkfHw2DF6yWiszL7OQWHolGua-H6CBs37fqNl5jkYTAH2KjWJ74cedV1OPUnrVGBlC-IIQVWd86DuqRAL7sIJB0UozF0Ma4JzEtKASmUp5xSVojhSZ8jwpaRCgQGnAHJavgrAeAttnZgCQ7tYlpFV6J0lWagNlj6RE8K0QphWCNMKYTbLFFJGt6BClv92s5_Fr9fE291Gb12CJTIso0ox3Z-iOmaPjk1oQSP2xxL4bT_P_9bPC7SLNcsivempoNJ8ulCXgH3m_Cpd3O-we-9Z
  priority: 102
  providerName: IOP Publishing
– databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LS8NAEB5sRfQiPrFaJaBHQ5NtmmYPIipVES3FB_S27CtQLEnsA9Ff70yaWHtR9xiGJXyz2ZnZ7HwfwIk0PouVpSMwiQUKM74rtfVcjxkeGUywVUjNyQ_d8PYluOu3-kvQLXth6FpluSfmG7VJNZ2RN4g0hcjhPH6evbmkGkV_V0sJDVlIK5iznGKsAsuMmLGqsHzZ6fYey725iaM9a5FkLsbeqLzxhWVg8YyHDczSmw2_QW2lRMDzI15VBmm2kIquTpNMfrzL4fBHVLregPUinXQuZv7fhCWbbMFKfq1Tj7chKjlHnDR2HnPZ-dHg0xqnlyLgaeLc3D84T9ng1brPpBXhkDQaNajvwMt15_nq1i20ElyNdSV3ozCMWzwIFG8Z3uaaWV9HTa25bSsl2y0bM60CjEQ4tGUqYOg7paKYS26sZ5u7UE3SxO6BExrDtcVCy2Jq6IVWYpEV-yQgwXBeZmrglYiIbEaJIfJf2VEkCERBIAoCUfhiBmINThE5UXwe47_NjxfM73pXT4sWIjNxDeqlI-am82VSA__bOf99z_3fpzyANUbdD_kJTB2qk9HUHmJOMlFHxUL7AiMQ1bQ
  priority: 102
  providerName: ProQuest
Title Analysis of Regularized Poisson GLM Spike-Train Modeling
URI https://iopscience.iop.org/article/10.1088/1742-6596/2173/1/012019
https://www.proquest.com/docview/2635867909
https://doi.org/10.1088/1742-6596/2173/1/012019
UnpaywallVersion publishedVersion
Volume 2173
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVFSB
  databaseName: Free Full-Text Journals in Chemistry
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: HH5
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://abc-chemistry.org/
  providerName: ABC ChemistRy
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: KQ8
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: GX1
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVIOP
  databaseName: Institute of Physics Open Access Journal Titles
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: O3W
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVIOP
  databaseName: IOP Science Platform
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: IOP
  dateStart: 20040601
  isFulltext: true
  titleUrlDefault: https://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: BENPR
  dateStart: 20040801
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS-NAEB-05dAXPT-Oqx8loI_GJtskzT6qWD_QGtRy-rRkPwJFSYK2iP71ziSNZ4Tj1DzsQ5gdNjMb5je78wGwHWuXJdLQEViMDgrTrh0r49gO0zzUCLBlQMnJ54PgeOid3vg3M9CpcmFq9_fonCFgZnbg86CD2LnbcTuU7EllPpv00mlAcziI9m7LtEeiLDpNvs2qIrr-zalmj2ZHWV6DmnOTNI-fn-L7-3dWp78IUbXeMtjkbncylrvq5UMpxy980E9YmCJQa6_cMkswY9Jl-FFEgqrHFQirMiVWlliXRaf6h9GL0VaUoY6y1Do6O7eu8tGdsa-pvYRF3dQop30Vhv3D64Nje9pewVboinI7DILE554nua95jytmXBV2leKmJ2Xc803ClPTQeOGjDJMeQ3VLGSY85to4pvsLGmmWmt9gBVpzZdA3M4gmncDE6JclLvWcYMiX6RY4lZBFXlbREMXtdxgKEogggQgSiHBFKZAW7KAyxPSPevw_-VaN_DQ6uKpTiFwnLdiodPuXlMrxUNlBB5m4b_r-7DrXvjFnHeYZZVEUJzkb0Bg_TMwmYpuxbMNs2D9qQ3P_cBBdtsnO-DieXEQ4XnT_tKf7_RUeEuha
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEB71IVQuiKdIKbAScMOKvXYc76FCUFrSNomiNpV6W_YxliIq221aVeXH8duYcWzaXIBL92iNVvbMeGe-3Z35AN4bH8ncIm-BGQIo0keBcRgGofQq85Rg25SLk0fjdHCSHJz2TlfgV1sLw9cq2zWxXqh96XiPvMtNU7g5XKg-VecBs0bx6WpLoWEaagW_XbcYawo7DvHmmiDcfHv_K9n7g5R7u9OdQdCwDASOEJkKsjTNeypJrOp51VdOYuSy2DmFfWtNv4e5dDahNZyGQ2kTSV9tbZYrozyGGNO8q7CexIki8Lf-ZXc8OWpjQUyjvyjJlAHF-qy9YUaws3mm0i6hgrgbdbmMlRv-3ImPq7OyWkp9N66Kytxcm7OzO1Fw7zE8atJX8Xnhb09gBYun8KC-RurmzyBre5yIMhdHNc39xewnejEpycBlIb4NR-K4mv3AYMrcFIKp2Lgg_jmc3IvWXsBaURb4EkTqvXJIwA4pFQ1TNATq8ogJKyTNK30HwlYjulq04ND10XmWaVaiZiVqVqKO9EKJHfhImtPN7zj_t_i7JfGDyc7xsoSufN6BrdYQt6K3btmB6I9x_vc9N_8-5VvYGExHQz3cHx--goeSKy_q3Z8tWLu8uMLXlA9d2jeN0wn4ft9-_huwYxQR
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3JTsMwEB1BEcuFHVHWSHAkTeImqX1EQNmhYpG4WfESVIGSqLRC8PWMswBFQoDwKYexZT879ow9bwZgO1IeiYU2V2ARGihEeXYktWu7RDGqUMEWoSEnn1-ER7f-yV1wNwLtdy5MmpVbfwM_i0DBBYSlQxx1UIcmdhiw0EF1uul4juF_eszJVDwKY3m4EkPku-xUO3ITS6sgRpqKlFZ-Xt83NnRKjWJPhhTQyUGSRS_P0ePjp7OoPQP31SgKF5SHxqAvGvL1S4DH_w9zFqZLddXaLWrNwYhO5mE8dxuVTwtAq5gmVhpbV3la-173VSurk-KEpol1eHZuXWfdB23fmFwUlkm9Zgjwi3DbPrjZO7LLXAy2RLuV2TQM44D5vmCBYi0mifYkbUrJdEuIqBXomEjh40mHRWoifIJrQwgas4gp7ermEtSSNNHLYIVKManRkNOoerqhjtCIiz2ToIJgu0TVwa2w51kRcoPnT-WUcgMKN6BwAwr3eAFKHXYQRl7-fk8_i28NiZ909q6HJTiiXIe1aso_RE3sHhOj0MVGvPdl8Nt-rvytn5sw0dlv87Pji9NVmCKGeJFf_qxBrd8b6HVUh_piI1_rbyUN9Lo
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEB60RfTiW6xWCejR2GSbpNljEasUK8W2UE9L9hEoLUnQFrG_3tk81AjiI8cwO2xmNuw3uzPzAZwH0iYhV_oILMAAhUjbDISyTItI6ksE2NzTxcm9e-925HTH7ngFGkUtTOn-HoMzBMzE9FzqNRA7Nxt2Qxd76jafVf3SqkB1dN9vP2Zlj1oyZZp8H1VkdH2vqbQfrU7ipAQ11xdREry-BLPZp12nswX9Yr5Zssn0cjHnl2L5pZXjHz5oGzZzBGq0syWzAysq2oW1NBNUPO-BX7QpMeLQeEiZ6p8mSyWNfow-iiPj5q5nDJLJVJlDTS9haDY1XdO-D6PO9fDq1szpFUyBoSg1fc8LXeo4nLqStqggyhZ-UwiqWpwHLVeFRHAHNy98hCLcIehuzv2QBlQqSzUPoBLFkToEw5OSCoWxmUI0aXkqwLgstDXnBEG9RNbAKozMkqyLBktvv32faYMwbRCmDcJslhmkBhfoDJb_Uc8_i5-VxLv9q0FZgiUyrEG98O2HqG7Ho9sOWqjEfvf3b-d59I8xx7BBdBVFepJTh8r8aaFOENvM-Wm-nt8AdPbi8Q
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Analysis+of+Regularized+Poisson+GLM+Spike-Train+Modeling&rft.jtitle=Journal+of+physics.+Conference+series&rft.au=Fan%2C+Yile&rft.au=Li%2C+Yuanpeng&rft.au=Xue%2C+Naiyang&rft.au=Ding%2C+Dan&rft.date=2022-01-01&rft.issn=1742-6588&rft.eissn=1742-6596&rft.volume=2173&rft.issue=1&rft.spage=12019&rft_id=info:doi/10.1088%2F1742-6596%2F2173%2F1%2F012019&rft.externalDBID=n%2Fa&rft.externalDocID=10_1088_1742_6596_2173_1_012019
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1742-6588&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1742-6588&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1742-6588&client=summon