Identification of Relevant Scientific Articles using a Modified Naive Bayes Classifier

The rapid growth in the number of scientific publications increases researchers' need for systems that provide quick access to the most relevant articles on their subjects of interest. Existing solutions do not have enough flexibility to adapt to the needs of each user of the system. This study...

Full description

Saved in:
Bibliographic Details
Published in2022 2nd International Conference on Technology Enhanced Learning in Higher Education (TELE) pp. 70 - 74
Main Authors Dvornikov, Dmitrii, Ilin, Dmitry, Kotilevets, Igor, Ivanova, Irina, Stepanova, Anna
Format Conference Proceeding
LanguageEnglish
Published IEEE 26.05.2022
Subjects
Analytical models
Data models
Education
machine learning
Naive Bayes
Naive Bayes methods
ranking model
text classification
Online AccessGet full text
DOI10.1109/TELE55498.2022.9801050

Cover

Abstract The rapid growth in the number of scientific publications increases researchers' need for systems that provide quick access to the most relevant articles on their subjects of interest. Existing solutions do not have enough flexibility to adapt to the needs of each user of the system. This study presents a scientific articles recommendation mechanism which takes into account the user's individual preferences. The precision of the recommendations is 70%.
AbstractList The rapid growth in the number of scientific publications increases researchers' need for systems that provide quick access to the most relevant articles on their subjects of interest. Existing solutions do not have enough flexibility to adapt to the needs of each user of the system. This study presents a scientific articles recommendation mechanism which takes into account the user's individual preferences. The precision of the recommendations is 70%.
Author Stepanova, Anna
Ivanova, Irina
Dvornikov, Dmitrii
Ilin, Dmitry
Kotilevets, Igor
Author_xml – sequence: 1
  givenname: Dmitrii
  surname: Dvornikov
  fullname: Dvornikov, Dmitrii
  email: yndx-dvornikoff@yandex.ru
  organization: Institute for Cybersecurity and Digital Technologies, MIREA - Russian Technological University,Moscow,Russia
– sequence: 2
  givenname: Dmitry
  surname: Ilin
  fullname: Ilin, Dmitry
  email: i@dmitryilin.com
  organization: Institute for Cybersecurity and Digital Technologies, MIREA - Russian Technological University,Moscow,Russia
– sequence: 3
  givenname: Igor
  surname: Kotilevets
  fullname: Kotilevets, Igor
  email: ikotilevets@gmail.com
  organization: Institute for Cybersecurity and Digital Technologies, MIREA - Russian Technological University,Moscow,Russia
– sequence: 4
  givenname: Irina
  surname: Ivanova
  fullname: Ivanova, Irina
  email: ivanova_i@mirea.ru
  organization: Institute for Cybersecurity and Digital Technologies, MIREA - Russian Technological University,Moscow,Russia
– sequence: 5
  givenname: Anna
  surname: Stepanova
  fullname: Stepanova, Anna
  email: annaStepanova8@yandex.ru
  organization: Moscow Humanitarian Economic University, Cheboksary Institute Cheboksary,Department of Economics and Management,Russia
BookMark eNotz9FKwzAYBeAIeuGmTyBIXqD1T9KkyeUsVQdVQYu3I0v-SKCm0sbB3t6JvTpwPjhwVuQ8jQkJuWVQMgbmrm-7VsrK6JID56XRwEDCGVkxpWRVA9RwST62HlOOITqb45joGOgbDniwKdN3FxejmylHN-BMf-aYPqmlz6M_AXr6YuMB6b09nrAZ7Dz_1dMVuQh2mPF6yTXpH9q-eSq618dts-mKyJjOhRVBaC2cBmHYvjICHK-M8ggepMWgndASpUNvtKq1MpWTe2Yk47Wq0Yk1ufmfjYi4-57il52Ou-Wp-AVOkE3z
ContentType Conference Proceeding
DBID 6IE
6IL
CBEJK
RIE
RIL
DOI 10.1109/TELE55498.2022.9801050
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Xplore POP ALL
IEEE Xplore All Conference Proceedings
IEEE Electronic Library (IEL)
IEEE Proceedings Order Plans (POP All) 1998-Present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Education
EISBN 1665470070
9781665470070
EndPage 74
ExternalDocumentID 9801050
Genre orig-research
GroupedDBID 6IE
6IL
CBEJK
RIE
RIL
ID FETCH-LOGICAL-i118t-a3f3883c80391b4930c2496de0d05aef8c385e5ced98678694c5b19512767ec3
IEDL.DBID RIE
IngestDate Thu Jun 29 18:37:17 EDT 2023
IsPeerReviewed false
IsScholarly false
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-i118t-a3f3883c80391b4930c2496de0d05aef8c385e5ced98678694c5b19512767ec3
PageCount 5
ParticipantIDs ieee_primary_9801050
PublicationCentury 2000
PublicationDate 2022-May-26
PublicationDateYYYYMMDD 2022-05-26
PublicationDate_xml – month: 05
  year: 2022
  text: 2022-May-26
  day: 26
PublicationDecade 2020
PublicationTitle 2022 2nd International Conference on Technology Enhanced Learning in Higher Education (TELE)
PublicationTitleAbbrev TELE
PublicationYear 2022
Publisher IEEE
Publisher_xml – name: IEEE
Score 1.7985512
Snippet The rapid growth in the number of scientific publications increases researchers' need for systems that provide quick access to the most relevant articles on...
SourceID ieee
SourceType Publisher
StartPage 70
SubjectTerms Analytical models
Data models
Education
machine learning
Naive Bayes
Naive Bayes methods
ranking model
text classification
Title Identification of Relevant Scientific Articles using a Modified Naive Bayes Classifier
URI https://ieeexplore.ieee.org/document/9801050
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS8MwFA5zJ0_-2MTf5ODRdG3TpMlRZWOIGyJTdhtp-iIirDK6g_71vqR1onjw1JJXSHmh_fLyvu89Qi4QBTTigGIO4Zxlpc6ZkZAwECbXsS240V4oPJnK8WN2OxfzDrncaGEAIJDPIPK3IZdfVnbtj8oGWvl-jhigb-VKNlqtVvSbxHowG94NERy1J2yladQ-_KNrSgCN0Q6ZfE3XcEVeo3VdRPbjVyXG_77PLul_y_Po_QZ49kgHlvu-_XJL1eiRp0Z-69rzOFo5-uB15OhFGj7mYKNXLSmOevL7MzV0UpVogJJODf4E6bV5R2Nom-mHV30yGw1nN2PWNlBgLxg31Mxwx5XiVvky8EWmeWwx2pIlxGUsDDhluRIgLJRaIWhJnVlRJLjnSnOZg-UHpLuslnBIqOPWcMll4bhPACudQI4XowsBiPnuiPS8exZvTYmMReuZ47-HT8i2XyKfhE_lKenWqzWcIbbXxXlY1E8x2qSr
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV09T8MwELUqGGDio0V844GRpEkcO_YIqFWBpkIooG6V45wRQmpQlQ7w6zknoQjEwJTIF8nRWcnz-d67I-QcUUAhDkjPIpx7caESTwsIPeA6UYHJmVZOKJxOxOgxvp3yaYdcrLQwAFCTz8B3t3UuvyjN0h2V9ZV0_RwxQF_ncRzzRq3Vyn7DQPWzwXiA8KgcZSuK_PbxH31TatgYbpH0a8KGLfLqL6vcNx-_ajH-9422Se9boEfvV9CzQzow33UNmFuyRpc8NQJc257I0dLSB6ckRz_S-nOubfSypcVRR39_ppqmZYEGKOhE42-QXul3NNaNM93wokey4SC7HnltCwXvBSOHytPMMimZka4QfB4rFhiMt0QBQRFwDVYaJjlwA4WSCFtCxYbnIe66okQkYNgeWZuXc9gn1DKjmWAit8ylgKUKIcGLVjkHRH17QLrOPbO3pkjGrPXM4d_DZ2RjlKXj2fhmcndENt1yuZR8JI7JWrVYwgkifZWf1gv8CQCLp_g
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=proceeding&rft.title=2022+2nd+International+Conference+on+Technology+Enhanced+Learning+in+Higher+Education+%28TELE%29&rft.atitle=Identification+of+Relevant+Scientific+Articles+using+a+Modified+Naive+Bayes+Classifier&rft.au=Dvornikov%2C+Dmitrii&rft.au=Ilin%2C+Dmitry&rft.au=Kotilevets%2C+Igor&rft.au=Ivanova%2C+Irina&rft.date=2022-05-26&rft.pub=IEEE&rft.spage=70&rft.epage=74&rft_id=info:doi/10.1109%2FTELE55498.2022.9801050&rft.externalDocID=9801050