An Analysis of Motion Transition in Subtle Errors using Inductive Logic Programming: A Case Study in Approaches to Mild Cognitive Impairment

This article seeks to utilize the data collected from virtual reality (VR)-based software and a leap-motion device used for learning of subtle errors in mild cognitive impairment (MCI) cases to enable early detection of MCI by analyzing the classification rules for errors (action slips) based on fin...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:International journal of software science and computational intelligence Jg. 10; H. 1; S. 27 - 37
Hauptverfasser: Ohwada, Hayato, Martono, Niken Prasasti, Abe, Keisuke, Yamaguchi, Takehiko
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Hershey IGI Global 01.01.2018
Schlagworte:
Activities of daily living
Case studies
Classification
Cognitive ability
Dementia
Disease
Errors
Human error
Impairment
Logic programming
Machine learning
Memory
Older people
Program errors
Science
Software
Virtual reality
Japan
ISSN:1942-9045, 1942-9037
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract This article seeks to utilize the data collected from virtual reality (VR)-based software and a leap-motion device used for learning of subtle errors in mild cognitive impairment (MCI) cases to enable early detection of MCI by analyzing the classification rules for errors (action slips) based on finger-action transitions when performing instrumental activities of daily living (IADL). Finger motion was recorded as a time-series database. An induction technique known as Inductive-Logic Programming (ILP), which uses logical and clausal language to represent the training data, was then used to discover a concise classification rule using logical programming. The content within this article was able to generate rules on how action transitions of the finger in the experiments were related to the pattern of micro-errors that indicate the difference of error regarding the length of the no-motion state of the finger.
AbstractList This article seeks to utilize the data collected from virtual reality (VR)-based software and a leap-motion device used for learning of subtle errors in mild cognitive impairment (MCI) cases to enable early detection of MCI by analyzing the classification rules for errors (action slips) based on finger-action transitions when performing instrumental activities of daily living (IADL). Finger motion was recorded as a time-series database. An induction technique known as Inductive-Logic Programming (ILP), which uses logical and clausal language to represent the training data, was then used to discover a concise classification rule using logical programming. The content within this article was able to generate rules on how action transitions of the finger in the experiments were related to the pattern of micro-errors that indicate the difference of error regarding the length of the no-motion state of the finger.
Audience Academic
Author Martono, Niken Prasasti
Ohwada, Hayato
Yamaguchi, Takehiko
Abe, Keisuke
AuthorAffiliation Tokyo University of Science, Noda, Japan
Department of Industrial Administration, Tokyo University of Science, Noda, Japan
Tokyo University of Science, Suwa, Japan
AuthorAffiliation_xml – name: Department of Industrial Administration, Tokyo University of Science, Noda, Japan
– name: Tokyo University of Science, Noda, Japan
– name: Tokyo University of Science, Suwa, Japan
Author_xml – sequence: 1
  givenname: Hayato
  surname: Ohwada
  fullname: Ohwada, Hayato
  organization: Department of Industrial Administration, Tokyo University of Science, Noda, Japan
– sequence: 2
  givenname: Niken
  surname: Martono
  middlename: Prasasti
  fullname: Martono, Niken Prasasti
  organization: Tokyo University of Science, Noda, Japan
– sequence: 3
  givenname: Keisuke
  surname: Abe
  fullname: Abe, Keisuke
  organization: Tokyo University of Science, Noda, Japan
– sequence: 4
  givenname: Takehiko
  surname: Yamaguchi
  fullname: Yamaguchi, Takehiko
  organization: Tokyo University of Science, Suwa, Japan
BookMark eNp1kcFq3DAQhk1JoUnaB-hN0FOhm0oa2yv3ZkzauGxoYdOzkGXZUbAlV2MH9h360NXGS3Noi0D6Qf_8zMx3kZw570ySvGX0KqVMfKy_7vdVfcWjpiweeJGcsyLlm4LC9uyPTrNXyQXiA6V5CoydJ79KR0qnhgNaJL4jt3623pG7oBzaJ2kd2S_NPBhyHYIPSBa0rie1axc920dDdr63mnwPvg9qHOPfJ1KSSqEh-3lpD8eAcpqCV_reIJk9ubVDSyrfO_tUX4-TsmE0bn6dvOzUgObN6b1Mfny-vqtuNrtvX-qq3G00pzlsgIs8oybXTDeabzmYrIOsbTKdAVWCNYKxFhQoIaADKASoLaStaRteUM4pXCbv1tzY1c_F4Cwf_BLiFlDyAjgIzjKIrg-rq1eDkc1xbIPxQtvfz9irBVGW25yxFESRRTtb7Tp4xGA6OQU7qnCQjMojI7kyks-MYs3NWmN7-9zDCYf0nVxxyBOO_wax40zv_xH1l1NObQe_AYWYq6Q
Cites_doi 10.1212/01.wnl.0000252358.03285.9d
10.1080/09602011.2015.1094394
10.3384/diss.diva-115349
10.4018/IJSSCI.2016100102
10.1080/09602010244000084
10.4135/9788132107910.n7
10.1080/13854046.2013.852624
10.1111/j.1365-2796.2004.01380.x
ContentType Journal Article
Copyright COPYRIGHT 2018 IGI Global
Copyright © 2018, IGI Global. Copying or distributing in print or electronic forms without written permission of IGI Global is prohibited.
Copyright_xml – notice: COPYRIGHT 2018 IGI Global
– notice: Copyright © 2018, IGI Global. Copying or distributing in print or electronic forms without written permission of IGI Global is prohibited.
DBID AAYXX
CITATION
N95
7SC
8FD
8FE
8FG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
GNUQQ
HCIFZ
JQ2
K7-
L7M
L~C
L~D
P62
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
DOI 10.4018/IJSSCI.2018010103
DatabaseName CrossRef
Gale Business: Insights
Computer and Information Systems Abstracts
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
Technology collection
ProQuest One Community College
ProQuest Central
ProQuest Central Student
ProQuest SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
DatabaseTitle CrossRef
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Computer and Information Systems Abstracts – Academic
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies Database with Aerospace
Advanced Technologies & Aerospace Collection
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Computer and Information Systems Abstracts Professional
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Computer Science Database
CrossRef
Database_xml – sequence: 1
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1942-9037
EndPage 37
ExternalDocumentID A761143895
10_4018_IJSSCI_2018010103
nalysis_of_Motion_Transit10_4018_IJSSCI_201801010310
GeographicLocations Japan
GeographicLocations_xml – name: Japan
GroupedDBID 0R
ABEPT
ADEKF
ALMA_UNASSIGNED_HOLDINGS
COVLG
EBS
EJD
H13
HZ
JRD
MV1
NEEBM
O9-
RIF
0R~
4.4
AAYVP
AAYXX
ABPHS
ACOJC
AFFHD
AFKRA
ARAPS
BAAKF
BENPR
BGLVJ
BTFVE
BYHXH
CBWLS
CCPQU
CDTDJ
CIGCI
CITATION
CKMBR
CNQXE
CTSEY
HCIFZ
HZ~
IAO
ICD
IMI
ITC
IVC
K7-
N95
PHGZM
PHGZT
PQGLB
7SC
8FD
8FE
8FG
AZQEC
DWQXO
GNUQQ
JQ2
L7M
L~C
L~D
P62
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c2063-328650e6c1cbc2723e5f35db5c530a81b811d3a3a883f33983a734dedb2902203
IEDL.DBID K7-
ISSN 1942-9045
IngestDate Sun Nov 09 06:36:15 EST 2025
Sat Nov 29 08:40:13 EST 2025
Sat Nov 29 05:07:25 EST 2025
Tue Jan 05 23:30:01 EST 2021
Thu May 09 18:55:08 EDT 2019
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2063-328650e6c1cbc2723e5f35db5c530a81b811d3a3a883f33983a734dedb2902203
Notes ObjectType-Case Study-2
SourceType-Scholarly Journals-1
content type line 14
ObjectType-Feature-4
ObjectType-Report-1
ObjectType-Article-3
PQID 2932382153
PQPubID 2045812
PageCount 11
ParticipantIDs igi_journals_nalysis_of_Motion_Transit10_4018_IJSSCI_201801010310
crossref_primary_10_4018_IJSSCI_2018010103
proquest_journals_2932382153
gale_businessinsightsgauss_A761143895
PublicationCentury 2000
PublicationDate 2018-01-01T00:00:00
2018-01-00
20180101
PublicationDateYYYYMMDD 2018-01-01
PublicationDate_xml – month: 01
  year: 2018
  text: 2018-01-01T00:00:00
  day: 01
PublicationDecade 2010
PublicationPlace Hershey
PublicationPlace_xml – name: Hershey
PublicationTitle International journal of software science and computational intelligence
PublicationYear 2018
Publisher IGI Global
Publisher_xml – name: IGI Global
References IJSSCI.2018010103-7
IJSSCI.2018010103-6
IJSSCI.2018010103-5
IJSSCI.2018010103-11
IJSSCI.2018010103-4
IJSSCI.2018010103-10
IJSSCI.2018010103-9
IJSSCI.2018010103-8
IJSSCI.2018010103-3
IJSSCI.2018010103-2
IJSSCI.2018010103-1
IJSSCI.2018010103-0
References_xml – ident: IJSSCI.2018010103-0
  doi: 10.1212/01.wnl.0000252358.03285.9d
– ident: IJSSCI.2018010103-1
  doi: 10.1080/09602011.2015.1094394
– ident: IJSSCI.2018010103-6
– ident: IJSSCI.2018010103-4
  doi: 10.3384/diss.diva-115349
– ident: IJSSCI.2018010103-5
  doi: 10.4018/IJSSCI.2016100102
– ident: IJSSCI.2018010103-7
– ident: IJSSCI.2018010103-8
  doi: 10.1080/09602010244000084
– ident: IJSSCI.2018010103-10
– ident: IJSSCI.2018010103-2
– ident: IJSSCI.2018010103-3
  doi: 10.4135/9788132107910.n7
– ident: IJSSCI.2018010103-9
  doi: 10.1080/13854046.2013.852624
– ident: IJSSCI.2018010103-11
  doi: 10.1111/j.1365-2796.2004.01380.x
SSID ssj0064311
Score 2.0123382
Snippet This article seeks to utilize the data collected from virtual reality (VR)-based software and a leap-motion device used for learning of subtle errors in mild...
SourceID proquest
gale
crossref
igi
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 27
SubjectTerms Activities of daily living
Case studies
Classification
Cognitive ability
Dementia
Disease
Errors
Human error
Impairment
Logic programming
Machine learning
Memory
Older people
Program errors
Science
Software
Virtual reality
Title An Analysis of Motion Transition in Subtle Errors using Inductive Logic Programming: A Case Study in Approaches to Mild Cognitive Impairment
URI http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJSSCI.2018010103
https://www.proquest.com/docview/2932382153
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Computer Science Database
  customDbUrl:
  eissn: 1942-9037
  dateEnd: 20211231
  omitProxy: false
  ssIdentifier: ssj0064311
  issn: 1942-9045
  databaseCode: K7-
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/compscijour
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1942-9037
  dateEnd: 20211231
  omitProxy: false
  ssIdentifier: ssj0064311
  issn: 1942-9045
  databaseCode: BENPR
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Na9wwEBVN0kMvTfpFN03CUNpLwcS2YlvupTjLhm4hy9K0kJuw9bEYUntrbwL9D_3RnZFllhDaSy-6yIwFb_RGGo30GHuno9ymGd3GqXKLTZoGYrgrI_IM47VKE-3EJrLFQlxf50ufcOt9WeXIiY6odasoR36KYQmjCwYo_mn9MyDVKDpd9RIaO2wvipGE6VA2C0YmxmDr9Hdxnx4HOa5dhlNN3FGI0_mXq6vpnEq7BL2yNmpm-bjk2XmnXtUPONoFnov9_x3yAXvql5xQDD7yjD0yzXO2P8o5gJ_dL9jvooHxjRJoLVw6gR9w0cwVdkHdABINehfMuq7teqCq-RWQ_IejTSDlZgXLoebrB_Z9hAKmGCiB6hV_kYHCP2Jueti0cFnfaJiOJUwwR3KqO0pYvmTfL2bfpp8DL9YQqBiXOQGnK66hSVWkKhVnMTeJ5YmuEpXwsMTFsYgizUteCsEt57ngZcbPtNFVnNNtX_6K7TZtY14zMLhlrLgKI2PTM2Fsqa3ATwWaLEN0qQn7MEIl18ObHBL3MoSrHHCVW1wn7D2BKb2mJzY9ZT36VXnb97LI0sgJwCcT9hbRln4G9w8NybXGPxf3PvKYyNbKARPpMfnrcKJwwo5Gb9ka2rrK4b-737AnZGxIAh2x3U13a47ZY3W3qfvuhO2dzxbLryduGvwBdZsL0Q
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Nb9QwELXaggQXylfFlgIjRC9IUZN4kzhICEVLq4btriq1SL2ZxHZWkSDZJltQ_wO_hd_I2LG1QhXceuCSi61JFL-Z548ZP0LeyCCt4kRX45RphY849thQK8PSBPlaxJE0YhPJfM4uLtLTDfLL1cLotEoXE02glq3Qe-QHSEvILkhQ9MPy0tOqUfp01UloDLCYqusfuGTr3-cfcXz3w_Do8Hxy7FlVAU-EyMce1bWYvopFIEoRJiFVUUUjWUYion6BszgWBJIWtGCMVpSmjBYJHUslyzDVZakU7W6SO2PKEu1X08RzkR_J3ej9Buk49FKcKw2nqLiCYQf5p7OzSa5TyZi-1c1pdFketGywWS_qG5xgiO5o-3_7RQ_JAzulhmzwgUdkQzWPybaTqwAbvZ6Qn1kD7g4WaCuYGQEjMGxtEtegbgADKXoPHHZd2_WgqwIWoOVNDC2AVqYWcDrktH3DtneQwQQnAqDzMa-1gcxe0q56WLUwq79KmLgULcgx-Nad3pB9Sj7fyj_ZIVtN26hnBBQuiUsq_EBV8ZipqpAVw64MTRY-usyIvHXQ4MvhzhGOazWNIz7giK9xNCL7Gjzcapbio9e7Ov2iuOp7niVxYATuoxF5jejiNkL1Nw3xpcQ3Z390smPC24oPY8LtmPz1cwJ_RPYcOteG1tDc_XfzK3Lv-Hx2wk_y-fQ5ua8NDxtee2Rr1V2pF-Su-L6q--6lcT0gX24byL8BcV5kGg
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=An+Analysis+of+Motion+Transition+in+Subtle+Errors+using+Inductive+Logic+Programming%3A+A+Case+Study+in+Approaches+to+Mild+Cognitive+Impairment&rft.jtitle=International+journal+of+software+science+and+computational+intelligence&rft.au=Ohwada%2C+Hayato&rft.au=Martono%2C+Niken&rft.au=Abe%2C+Keisuke&rft.au=Yamaguchi%2C+Takehiko&rft.date=2018-01-01&rft.pub=IGI+Global&rft.issn=1942-9045&rft.eissn=1942-9037&rft.volume=10&rft.issue=1&rft.spage=27&rft.epage=37&rft_id=info:doi/10.4018%2FIJSSCI.2018010103
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1942-9045&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1942-9045&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1942-9045&client=summon