Technology Opportunity Analysis: Combining SAO Networks and Link Prediction

Detecting the first signs of change in one's technological surroundings is a critical factor in the success of an enterprise, and technology opportunity analysis can be a crucial process in identifying those signs. However, the common keyword-based methods of analysis do not fully express the r...

Celý popis

Uložené v:

Podrobná bibliografia
Vydané v:	IEEE transactions on engineering management Ročník 68; číslo 5; s. 1288 - 1298
Hlavní autori:	Han, Xiaotong, Zhu, Donghua, Wang, Xuefeng, Li, Jia, Qiao, Yali
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	New York IEEE 01.10.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:	Algorithms Cancer Link prediction Melanoma Network analysis New technology Prediction algorithms Semantic analysis Semantics skin malignant melanoma subject–action–object (SAO) network Tech mining Technological innovation Technology assessment technology opportunity analysis Text mining
ISSN:	0018-9391, 1558-0040
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!

Abstract	Detecting the first signs of change in one's technological surroundings is a critical factor in the success of an enterprise, and technology opportunity analysis can be a crucial process in identifying those signs. However, the common keyword-based methods of analysis do not fully express the relationships between technologies. Subject-action-object (SAO) analysis offers a solution to this problem but, currently, these methods only consider the relationships that already exist. Yet, intuitively, technology opportunities are most likely to reside in potential connections. To test this notion, in this article we conduct a case study on malignant melanoma of the skin. First, we construct an SAO network of the titles and abstracts of medical documents, then use a link prediction algorithm to identify probable future links between unconnected nodes. These possible new technology combinations are further analyzed with a backtracking algorithm to reveal the most promising technology opportunities. Further analysis of the results combined with medical knowledge confirms the effectiveness of our method.
AbstractList	Detecting the first signs of change in one's technological surroundings is a critical factor in the success of an enterprise, and technology opportunity analysis can be a crucial process in identifying those signs. However, the common keyword-based methods of analysis do not fully express the relationships between technologies. Subject–action–object (SAO) analysis offers a solution to this problem but, currently, these methods only consider the relationships that already exist. Yet, intuitively, technology opportunities are most likely to reside in potential connections. To test this notion, in this article we conduct a case study on malignant melanoma of the skin. First, we construct an SAO network of the titles and abstracts of medical documents, then use a link prediction algorithm to identify probable future links between unconnected nodes. These possible new technology combinations are further analyzed with a backtracking algorithm to reveal the most promising technology opportunities. Further analysis of the results combined with medical knowledge confirms the effectiveness of our method.
Author	Qiao, Yali Wang, Xuefeng Zhu, Donghua Li, Jia Han, Xiaotong
Author_xml	– sequence: 1 givenname: Xiaotong orcidid: 0000-0003-2318-5207 surname: Han fullname: Han, Xiaotong email: 767013270@qq.com organization: School of Management and Economics, Beijing Institute of Technology, Beijing, China – sequence: 2 givenname: Donghua surname: Zhu fullname: Zhu, Donghua email: zhudh_bit@163.com organization: School of Management and Economics, Beijing Institute of Technology, Beijing, China – sequence: 3 givenname: Xuefeng orcidid: 0000-0002-4857-6944 surname: Wang fullname: Wang, Xuefeng email: wxf5122@bit.edu.cn organization: School of Management and Economics, Beijing Institute of Technology, Beijing, China – sequence: 4 givenname: Jia surname: Li fullname: Li, Jia email: 1107210296@qq.com organization: School of Management and Economics, Beijing Institute of Technology, Beijing, China – sequence: 5 givenname: Yali surname: Qiao fullname: Qiao, Yali email: qiaoyali_work@163.com organization: School of Management and Economics, Beijing Institute of Technology, Beijing, China
BookMark	eNp9kL1PwzAQxS1UJNrCjsRiiTnlHOfDYauqFhCFIlFmy0mc4ja1g-0K5b8nUSsGBqbT6d27e_cboYE2WiJ0TWBCCGR36_nLJASSTcKMZiSNz9CQxDELACIYoCEAYUGvXKCRc9uujeIQhuh5LYtPbWqzafGqaYz1B618i6da1K1T7h7PzD5XWukNfp-u8Kv038buHBa6xEuld_jNylIVXhl9ic4rUTt5dapj9LGYr2ePwXL18DSbLoOChtQHrEoySVIhS0aFiICmUFSEhYQwylIisk4tw7LIIRekiywgEaySrEqjPAWgdIxuj3sba74O0nm-NQfbBXY8jGNCkyTpDo0RHKcKa5yzsuKNVXthW06A98h4h4z3yPgJWWdJ_lgK5UX_mrdC1f8Zb45GJaX8vcNYlMRpRn8AtUR5-w
CODEN	IEEMA4
CitedBy_id	crossref_primary_10_1016_j_scaman_2024_101320 crossref_primary_10_1080_09537325_2022_2126306 crossref_primary_10_1016_j_eswa_2022_119053 crossref_primary_10_3390_e24060787 crossref_primary_10_1016_j_jclepro_2024_143850 crossref_primary_10_1016_j_technovation_2020_102196 crossref_primary_10_1016_j_techfore_2023_122353 crossref_primary_10_1016_j_cie_2025_111163 crossref_primary_10_1016_j_joi_2023_101398 crossref_primary_10_3390_ph15111357 crossref_primary_10_1016_j_aei_2023_102177 crossref_primary_10_1016_j_technovation_2023_102872 crossref_primary_10_1177_01655515231171090 crossref_primary_10_1016_j_techfore_2022_122130 crossref_primary_10_1080_10429247_2025_2542670 crossref_primary_10_1109_TEM_2022_3207376 crossref_primary_10_1109_TEM_2022_3152216 crossref_primary_10_1109_TEM_2025_3543354 crossref_primary_10_1016_j_eswa_2025_129724 crossref_primary_10_1016_j_techfore_2024_123736 crossref_primary_10_1016_j_techfore_2023_122565 crossref_primary_10_1016_j_techfore_2024_123498 crossref_primary_10_1016_j_ipm_2025_104272 crossref_primary_10_1016_j_ijhydene_2023_10_316 crossref_primary_10_1016_j_ipm_2024_103908 crossref_primary_10_1016_j_techfore_2023_122481 crossref_primary_10_1016_j_techfore_2024_123232 crossref_primary_10_1080_09537325_2021_2003773 crossref_primary_10_1109_TEM_2023_3262257
Cites_doi	10.1007/s11192-011-0543-2 10.1016/j.smim.2006.01.008 10.1038/nature22991 10.4049/jimmunol.172.10.6030 10.1007/s11135-014-0032-9 10.1007/s11192-016-2003-5 10.1016/j.techfore.2016.01.028 10.1145/956863.956972 10.1038/nature23003 10.1016/j.joi.2018.01.006 10.1016/j.eswa.2012.10.073 10.1016/0040-1625(95)00022-3 10.1007/s11192-007-1819-4 10.1080/09537325.2012.674669 10.1016/j.jbi.2014.07.011 10.1016/j.techfore.2017.02.018 10.1016/j.technovation.2008.03.009 10.1007/s11192-013-1228-9 10.1007/s11192-011-0420-z 10.1002/asi.21664 10.1007/s11192-017-2260-y 10.1016/j.techfore.2014.05.010 10.1111/j.1467-9310.2005.00408.x 10.1007/BF02289026 10.1016/S0378-7753(02)00233-1 10.1007/s10887-005-1112-4 10.1007/s11192-013-1216-0 10.1590/S0100-19651999000100002 10.1056/NEJMoa030595 10.1007/s11192-012-0830-6 10.1016/S0264-410X(99)00219-4 10.1007/s11192-011-0383-0 10.1016/S0378-8733(03)00009-1 10.1209/0295-5075/89/58007 10.1080/09537325.2012.748892 10.1016/B978-0-12-442450-0.50012-2 10.1016/S0040-1625(01)00157-3 10.1016/S0040-1625(01)00133-0 10.1007/s00436-015-4316-3
ContentType	Journal Article
Copyright	Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
Copyright_xml	– notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021
DBID	97E RIA RIE AAYXX CITATION 7SC 7SP 7TB 8FD FR3 JQ2 KR7 L7M L~C L~D
DOI	10.1109/TEM.2019.2939175
DatabaseName	IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Xplore CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database ProQuest Computer Science Collection Civil Engineering Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional
DatabaseTitle	CrossRef Civil Engineering Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional
DatabaseTitleList	Civil Engineering Abstracts
Database_xml	– sequence: 1 dbid: RIE name: IEEE Xplore url: https://ieeexplore.ieee.org/ sourceTypes: Publisher
DeliveryMethod	fulltext_linktorsrc
Discipline	Engineering
EISSN	1558-0040
EndPage	1298
ExternalDocumentID	10_1109_TEM_2019_2939175 8846579
Genre	orig-research
GrantInformation_xml	– fundername: National Natural Science Foundation of China grantid: 71774012; 71673024 funderid: 10.13039/501100001809 – fundername: Chinese Academy of Science grantid: GHJ-ZLZX-2019-42 funderid: 10.13039/501100002367
GroupedDBID	-~X .-4 .DC 0R~ 29I 4.4 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACGOD ACHQT ACIWK ACNCT ADMHC AENEX AETIX AFOGA AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV AZLTO BEFXN BFFAM BGNUA BKEBE BKOMP BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IAAWW IBMZZ ICLAB IDIHD IFIPE IFJZH IPLJI JAVBF LAI M43 MS~ O9- OCL P2P PQQKQ RIA RIE RNS TAE TN5 VH1 AAYXX CITATION 7SC 7SP 7TB 8FD FR3 JQ2 KR7 L7M L~C L~D
ID	FETCH-LOGICAL-c323t-8f69e17aed83aa40370cf1821183871a99e1d2dcb0ba1939a06a8fe8f74b70033
IEDL.DBID	RIE
ISICitedReferencesCount	39
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000674114900007&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	0018-9391
IngestDate	Sun Nov 30 04:54:51 EST 2025 Tue Nov 18 21:19:29 EST 2025 Sat Nov 29 03:42:47 EST 2025 Wed Aug 27 02:40:52 EDT 2025
IsPeerReviewed	true
IsScholarly	true
Issue	5
Language	English
License	https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c323t-8f69e17aed83aa40370cf1821183871a99e1d2dcb0ba1939a06a8fe8f74b70033
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0002-4857-6944 0000-0003-2318-5207
PQID	2551366632
PQPubID	4949
PageCount	11
ParticipantIDs	crossref_primary_10_1109_TEM_2019_2939175 crossref_citationtrail_10_1109_TEM_2019_2939175 ieee_primary_8846579 proquest_journals_2551366632
PublicationCentury	2000
PublicationDate	2021-10-01
PublicationDateYYYYMMDD	2021-10-01
PublicationDate_xml	– month: 10 year: 2021 text: 2021-10-01 day: 01
PublicationDecade	2020
PublicationPlace	New York
PublicationPlace_xml	– name: New York
PublicationTitle	IEEE transactions on engineering management
PublicationTitleAbbrev	TEM
PublicationYear	2021
Publisher	IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml	– name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References	ref35 ref13 ref12 ref37 ref15 ref14 ref30 ref33 ref11 ref10 jaccard (ref36) 1901; 37 ref2 ref1 ref39 ref17 ref38 ref16 ref19 ref18 ahlers (ref32) 2007; 2007 ref46 ref24 ref45 ref23 ref26 ref20 ref22 ref44 ref21 ref43 ref28 ref27 haneberg (ref41) 1998; 92 bai (ref34) 2012; 32 ref29 lin-yuan (ref25) 2010; 39 ref8 ref7 ref9 hong (ref31) 2011; 30 ref4 ref3 ref6 ref5 margot (ref42) 2004; 350 ref40
References_xml	– volume: 32 start-page: 1 year: 2012 ident: ref34 article-title: UMLS and its application in field of intelligent retrieval publication-title: New Technology of Library and Information Service – ident: ref19 doi: 10.1007/s11192-011-0543-2 – volume: 39 start-page: 651 year: 2010 ident: ref25 article-title: Link prediction on complex networks publication-title: J Univ Electron Sci Technol China – ident: ref39 doi: 10.1016/j.smim.2006.01.008 – ident: ref45 doi: 10.1038/nature22991 – ident: ref40 doi: 10.4049/jimmunol.172.10.6030 – ident: ref24 doi: 10.1007/s11192-011-0543-2 – ident: ref10 doi: 10.1007/s11135-014-0032-9 – ident: ref28 doi: 10.1007/s11192-016-2003-5 – volume: 30 start-page: 166 year: 2011 ident: ref31 article-title: The characteristics, process and methods of medical data mining publication-title: Journal of Value Engineering – ident: ref22 doi: 10.1016/j.techfore.2016.01.028 – ident: ref26 doi: 10.1145/956863.956972 – ident: ref46 doi: 10.1038/nature23003 – ident: ref11 doi: 10.1016/j.joi.2018.01.006 – ident: ref17 doi: 10.1016/j.eswa.2012.10.073 – ident: ref2 doi: 10.1016/0040-1625(95)00022-3 – ident: ref9 doi: 10.1007/s11192-007-1819-4 – ident: ref3 doi: 10.1080/09537325.2012.674669 – ident: ref33 doi: 10.1016/j.jbi.2014.07.011 – ident: ref4 doi: 10.1016/j.techfore.2017.02.018 – ident: ref16 doi: 10.1016/j.technovation.2008.03.009 – ident: ref29 doi: 10.1007/s11192-013-1228-9 – ident: ref5 doi: 10.1007/s11192-011-0420-z – volume: 92 start-page: 127 year: 1998 ident: ref41 article-title: Towards a nasal vaccine against meningococcal disease, and prospects for its use as a mucosal adjuvant publication-title: Dev Biol Standard – ident: ref30 doi: 10.1002/asi.21664 – ident: ref6 doi: 10.1007/s11192-017-2260-y – ident: ref7 doi: 10.1016/j.techfore.2014.05.010 – ident: ref23 doi: 10.1111/j.1467-9310.2005.00408.x – ident: ref38 doi: 10.1007/BF02289026 – ident: ref15 doi: 10.1016/S0378-7753(02)00233-1 – volume: 2007 start-page: 6 year: 2007 ident: ref32 article-title: Using the literature-based discovery paradigm to investigate drug mechanisms publication-title: AMIA Annu Symp Proc – ident: ref1 doi: 10.1007/s10887-005-1112-4 – ident: ref20 doi: 10.1007/s11192-013-1216-0 – ident: ref12 doi: 10.1590/S0100-19651999000100002 – volume: 350 start-page: 896 year: 2004 ident: ref42 article-title: Use of the inactivated intranasal influenza vaccine and the risk of Bell's palsy in Switzerland publication-title: N Engl J Med doi: 10.1056/NEJMoa030595 – ident: ref21 doi: 10.1007/s11192-012-0830-6 – ident: ref44 doi: 10.1016/S0264-410X(99)00219-4 – ident: ref18 doi: 10.1007/s11192-011-0383-0 – ident: ref37 doi: 10.1016/S0378-8733(03)00009-1 – ident: ref27 doi: 10.1209/0295-5075/89/58007 – ident: ref8 doi: 10.1080/09537325.2012.748892 – ident: ref35 doi: 10.1016/B978-0-12-442450-0.50012-2 – volume: 37 start-page: 547 year: 1901 ident: ref36 article-title: Etude comparative de la distribution florale dans une portion des Alpes et du Jura publication-title: Bulletin del la Socit Vaudoisedes Sciences Naturelles – ident: ref13 doi: 10.1016/S0040-1625(01)00157-3 – ident: ref14 doi: 10.1016/S0040-1625(01)00133-0 – ident: ref43 doi: 10.1007/s00436-015-4316-3
SSID	ssj0014520
Score	2.4844866
Snippet	Detecting the first signs of change in one's technological surroundings is a critical factor in the success of an enterprise, and technology opportunity...
SourceID	proquest crossref ieee
SourceType	Aggregation Database Enrichment Source Index Database Publisher
StartPage	1288
SubjectTerms	Algorithms Cancer Link prediction Melanoma Network analysis New technology Prediction algorithms Semantic analysis Semantics skin malignant melanoma subject–action–object (SAO) network Tech mining Technological innovation Technology assessment technology opportunity analysis Text mining
Title	Technology Opportunity Analysis: Combining SAO Networks and Link Prediction
URI	https://ieeexplore.ieee.org/document/8846579 https://www.proquest.com/docview/2551366632
Volume	68
WOSCitedRecordID	wos000674114900007&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
journalDatabaseRights	– providerCode: PRVIEE databaseName: IEEE Xplore customDbUrl: eissn: 1558-0040 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0014520 issn: 0018-9391 databaseCode: RIE dateStart: 19630101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB7a4kEPvqpYrZKDF8Ftd5PdZuOtiEUQ24IVelvyBEG2pQ_Bf2-S3a0FRfC2kASWbzKZmcxkPoBrQniEQ0UDLYUKYtFjAadGBTLWkjPJrRWMPdkEHQ7T6ZSNa3C7eQujtfbFZ7rjPn0uX83k2l2VdVNrLBPK6lCnlBZvtTYZgzgpWzBGVoEJi6qUZMi6k4dnV8PFOtgNuIrCLRPkOVV-HMTeugwO_vdfh7BfepGoX4j9CGo6P4a9rd6CTXj6vjRHo7nzstdWez9R1YXkDtmjQHh6CPTSH6FhUQ--RDxXyEWoaLxwSRwnuBN4HTxM7h-DkjkhkASTVZCaHtMR5VqlhPM4JDSUxkYSNpogNkLizI4qrKQIBbceHLMi4anRqaGxoI7e7RQa-SzXZ4Aik8qQisQImcRScC6szyGxSGRorG_AW9CtwMxk2VbcsVu8Zz68CFlm4c8c_FkJfwtuNivmRUuNP-Y2HdybeSXSLWhX8spKnVtm2HHV2GiM4PPfV13ALnYVKb4Urw2N1WKtL2FHfqzelosrv52-ABT6yFg
linkProvider	IEEE
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB5qFdSDb7FaNQcvgtvuJtlm461IS6VPsEJvS5LNgiBt6UPw35tkt7WgCN4WksDyTSYzk5nMB3BHiAiwnzBPK5l4VNa4J1iaeIpqJbgSxgpSRzbBer1oNOKDAjys38JorV3xma7YT5fLTyZqaa_KqpExliHjW7AdUoqD7LXWOmdAw7wJY2BUmPBglZT0eXXY6NoqLl7BdsDWFG4YIceq8uModvalefi_PzuCg9yPRPVM8MdQ0OMT2N_oLngK7e9rc9SfWj97afT3E636kDwicxhIRxCBXup91MsqwudIjBNkY1Q0mNk0jhXdGbw2G8OnlpdzJ3iKYLLworTGdcCETiIiBPUJ81VqYgkTTxATIwluRhOcKOlLYXw4boQiolRHKaOSWYK3cyiOJ2N9AShII-UzGaZShVRJIaTxOhSWofJT4x2IElRXYMYqbyxu-S3eYxdg-Dw28McW_jiHvwT36xXTrKnGH3NPLdzreTnSJSiv5BXnWjePsWWrMfEYwZe_r7qF3daw24k7z732FexhW5_iCvPKUFzMlvoadtTH4m0-u3Fb6wusccuf
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=Technology+Opportunity+Analysis%3A+Combining+SAO+Networks+and+Link+Prediction&rft.jtitle=IEEE+transactions+on+engineering+management&rft.au=Han%2C+Xiaotong&rft.au=Zhu%2C+Donghua&rft.au=Wang%2C+Xuefeng&rft.au=Li%2C+Jia&rft.date=2021-10-01&rft.issn=0018-9391&rft.eissn=1558-0040&rft.volume=68&rft.issue=5&rft.spage=1288&rft.epage=1298&rft_id=info:doi/10.1109%2FTEM.2019.2939175&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TEM_2019_2939175
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9391&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9391&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9391&client=summon