SHAP Algorithm for Healthcare Data Classification

To strengthen the healthcare data privacy protecting techniques and ensure the transparency of healthcare data exchange, many data privacy-preserving methods have been introduced. This paper highlights privacy concerns and introduces techniques and research directions towards data privacy in Healthc...

Full description

Saved in:
Bibliographic Details
Published inHybrid Artificial Intelligent Systems Vol. 13469; pp. 363 - 374
Main Authors Mihirette, Samson, Tan, Qing
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 2022
Springer International Publishing
SeriesLecture Notes in Computer Science
Subjects
Data privacy
Data privacy broker
Healthcare Information System (HIS)
SHAP
Online AccessGet full text
ISBN9783031154706
3031154703
ISSN0302-9743
1611-3349
DOI10.1007/978-3-031-15471-3_31

Cover

Abstract To strengthen the healthcare data privacy protecting techniques and ensure the transparency of healthcare data exchange, many data privacy-preserving methods have been introduced. This paper highlights privacy concerns and introduces techniques and research directions towards data privacy in Healthcare Information Systems (HIS). The paper demonstrates the use and the power of the Shapley Additive exPlanations (SHAP) algorithm to identify and classify critical data elements that can put personal privacy at risk within a dataset. A conceptual patient-centric healthcare information system architecture with a data broker is proposed in this paper. The proposed architecture also includes the privacy broker that leverages application programming interface services and integration middleware in safeguarding healthcare data privacy.
AbstractList To strengthen the healthcare data privacy protecting techniques and ensure the transparency of healthcare data exchange, many data privacy-preserving methods have been introduced. This paper highlights privacy concerns and introduces techniques and research directions towards data privacy in Healthcare Information Systems (HIS). The paper demonstrates the use and the power of the Shapley Additive exPlanations (SHAP) algorithm to identify and classify critical data elements that can put personal privacy at risk within a dataset. A conceptual patient-centric healthcare information system architecture with a data broker is proposed in this paper. The proposed architecture also includes the privacy broker that leverages application programming interface services and integration middleware in safeguarding healthcare data privacy.
Author Tan, Qing
Mihirette, Samson
Author_xml – sequence: 1
  givenname: Samson
  surname: Mihirette
  fullname: Mihirette, Samson
  email: smihirette1@athabasca.edu
– sequence: 2
  givenname: Qing
  surname: Tan
  fullname: Tan, Qing
BookMark eNpVkE1OwzAUhA0URFt6Axa5gOHZz47jZVV-ilQJJGBtuYnTBkISbHMfzsLJcFs2rJ70zZuRZiZk1PWdI-SSwRUDUNdaFRQpIKNMCsUoGmRHZJYwJrhneEzGLGdJQ6FP_mmQj8gYEDjVSuAZmTAUIr0xrs7JLIQ3AOAKOefFmPDn5fwpm7eb3jdx-5HVvf_5Xjrbxm1pvctubLTZorUhNHVT2tj03QU5rW0b3OzvTsnr3e3LYklXj_cPi_mKDkxhpEIDCAuQF5XVSgtXKYm2ZpZzLapCaLmWQrsaUDJr83ViudRYuaq0TjLEKeGH3DD4pts4b9Z9_x4MA7NbyaTKBk0qbfaLmN1KySQOpsH3n18uRON2rtJ10du23NohOh-MgkLIQhuUKSOt-QvwEGXS
ContentType Book Chapter
Copyright Springer Nature Switzerland AG 2022
Copyright_xml – notice: Springer Nature Switzerland AG 2022
DBID FFUUA
DEWEY 006.3
DOI 10.1007/978-3-031-15471-3_31
DatabaseName ProQuest Ebook Central - Book Chapters - Demo use only
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISBN 9783031154713
3031154711
EISSN 1611-3349
Editor Pérez García, Hilde
Villar Flecha, José Ramón
Troncoso Lora, Alicia
de la Cal, Enrique A
García Bringas, Pablo
Psaila, Giuseppe
Martínez Álvarez, Francisco
Quintián, Héctor
Herrero, Álvaro
Martínez de Pisón, Francisco Javier
Editor_xml – sequence: 1
  fullname: Pérez García, Hilde
– sequence: 2
  fullname: Villar Flecha, José Ramón
– sequence: 3
  fullname: Troncoso Lora, Alicia
– sequence: 4
  fullname: García Bringas, Pablo
– sequence: 5
  fullname: Psaila, Giuseppe
– sequence: 6
  fullname: Martínez Álvarez, Francisco
– sequence: 7
  fullname: Quintián, Héctor
– sequence: 8
  fullname: de la Cal, Enrique A
– sequence: 9
  fullname: Herrero, Álvaro
– sequence: 10
  fullname: Martínez de Pisón, Francisco Javier
EndPage 374
ExternalDocumentID EBC7084589_358_371
GroupedDBID 38.
AABBV
AAZWU
ABSVR
ABTHU
ABVND
ACHZO
ACPMC
ADNVS
AEDXK
AEJLV
AEKFX
AHVRR
AIYYB
ALMA_UNASSIGNED_HOLDINGS
BBABE
CZZ
FFUUA
IEZ
SBO
TPJZQ
TSXQS
Z5O
Z7R
Z7S
Z7U
Z7V
Z7W
Z7X
Z7Y
Z7Z
Z81
Z82
Z83
Z84
Z85
Z87
Z88
-DT
-GH
-~X
1SB
29L
2HA
2HV
5QI
875
AASHB
ABMNI
ACGFS
ADCXD
AEFIE
EJD
F5P
FEDTE
HVGLF
LAS
LDH
P2P
RNI
RSU
SVGTG
VI1
~02
ID FETCH-LOGICAL-p173t-49004a0068da9794ed753af1a2294d8495b549ef0351aa6b4d86593dedcae5133
ISBN 9783031154706
3031154703
ISSN 0302-9743
IngestDate Wed Sep 17 04:07:51 EDT 2025
Tue Jul 22 07:48:47 EDT 2025
IsPeerReviewed true
IsScholarly true
LCCallNum Q334-342
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-p173t-49004a0068da9794ed753af1a2294d8495b549ef0351aa6b4d86593dedcae5133
OCLC 1344334127
PQID EBC7084589_358_371
PageCount 12
ParticipantIDs springer_books_10_1007_978_3_031_15471_3_31
proquest_ebookcentralchapters_7084589_358_371
PublicationCentury 2000
PublicationDate 2022
PublicationDateYYYYMMDD 2022-01-01
PublicationDate_xml – year: 2022
  text: 2022
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
– name: Cham
PublicationSeriesSubtitle Lecture Notes in Artificial Intelligence
PublicationSeriesTitle Lecture Notes in Computer Science
PublicationSeriesTitleAlternate Lect.Notes Computer
PublicationSubtitle 17th International Conference, HAIS 2022, Salamanca, Spain, September 5-7, 2022, Proceedings
PublicationTitle Hybrid Artificial Intelligent Systems
PublicationYear 2022
Publisher Springer International Publishing AG
Springer International Publishing
Publisher_xml – name: Springer International Publishing AG
– name: Springer International Publishing
RelatedPersons Hartmanis, Juris
Gao, Wen
Steffen, Bernhard
Bertino, Elisa
Goos, Gerhard
Yung, Moti
RelatedPersons_xml – sequence: 1
  givenname: Gerhard
  surname: Goos
  fullname: Goos, Gerhard
– sequence: 2
  givenname: Juris
  surname: Hartmanis
  fullname: Hartmanis, Juris
– sequence: 3
  givenname: Elisa
  surname: Bertino
  fullname: Bertino, Elisa
– sequence: 4
  givenname: Wen
  surname: Gao
  fullname: Gao, Wen
– sequence: 5
  givenname: Bernhard
  orcidid: 0000-0001-9619-1558
  surname: Steffen
  fullname: Steffen, Bernhard
– sequence: 6
  givenname: Moti
  orcidid: 0000-0003-0848-0873
  surname: Yung
  fullname: Yung, Moti
SSID ssj0002732228
ssj0002792
Score 2.0305061
Snippet To strengthen the healthcare data privacy protecting techniques and ensure the transparency of healthcare data exchange, many data privacy-preserving methods...
SourceID springer
proquest
SourceType Publisher
StartPage 363
SubjectTerms Data privacy
Data privacy broker
Healthcare Information System (HIS)
SHAP
Title SHAP Algorithm for Healthcare Data Classification
URI http://ebookcentral.proquest.com/lib/SITE_ID/reader.action?docID=7084589&ppg=371&c=UERG
http://link.springer.com/10.1007/978-3-031-15471-3_31
Volume 13469
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3PT9swFLZGd0EcgLGJX5ty2K0KIrHjxAcO1cbUIYaGKIibZScOVIIWUXOAv37vxXbTFC7sEqVWFNvvc1-e3_P3HiHfswps1lRlcV3TNGb5YRHrFMk5teaU6TIXTbLnP2d8eMlOrrPrtmZrwy6x-qB8eZNX8j-oQhvgiizZdyA7fyk0wD3gC1dAGK5Lxm_XzeryFD4j2Qq962OfBeL3PL2m7WQibyh_6IS2rhbehbqftdH3kXOBnodvmF8_F8PB3_7g7mb6OLa3981pxGF7VuynssoV1MTOW3Rx2mZ2dOojE2dT2xz46ofiEUGXLDob0nTJ2RCcjUvuytZj1tmdwtcRk_3kh3xBqVHQwLCHcUrNOKXLMZUidalLvSKlXu25bzJ1lXxeqfvFEx7QWYy9waskEutXYAA98nFwfHJ6Nfe6gbHmXF6r4bfwcSY3KmT_hFFTl5-pncUC8_KtLjt7lKWwemOtjDbIGjJYIqSWgPw2yQcz-UTWAwSRh2CLJIhxNMc4AoyjFuMIMY66GH8ml7-ORz-GsS-hET8kObUxE_B3UcgDqpQA1Wsq2J6qOlFpKlhVwO5YZ0yYGuPJSnENbTwTtDJVqQyW_vlCepPpxGyTiJc6KXItSs40Y7xUVIPprxNeq1orY3ZIHKYvm0C_P11cusnOJOgBlhVC0qyQNE92SD_ISOLjMxkyaINwJZUgXNkIV6Jwd9_19B5ZbVfvPunZxyfzFYxHq7_5FfEPDGxkBg
linkProvider Library Specific Holdings
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%3Abook&rft.genre=bookitem&rft.title=Hybrid+Artificial+Intelligent+Systems&rft.au=Mihirette%2C+Samson&rft.au=Tan%2C+Qing&rft.atitle=SHAP+Algorithm+for+Healthcare+Data+Classification&rft.series=Lecture+Notes+in+Computer+Science&rft.date=2022-01-01&rft.pub=Springer+International+Publishing&rft.isbn=9783031154706&rft.issn=0302-9743&rft.eissn=1611-3349&rft.spage=363&rft.epage=374&rft_id=info:doi/10.1007%2F978-3-031-15471-3_31
thumbnail_s http://utb.summon.serialssolutions.com/2.0.0/image/custom?url=https%3A%2F%2Febookcentral.proquest.com%2Fcovers%2F7084589-l.jpg