Discovering Associations Among Technologies Using Modified TFIDF

Discovering Associations Among Technologies Using Modified TFIDF | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Discovering Associations Among Technologies Using Modified TFIDF Mehdi Alaeiyan, Abolfazl Salemi, Mohammadhadi Alaeiyan This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-5371856/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract In contemporary times, the genesis of new and efficient innovative ideas necessitates a comprehensive understandingof various technologies. Given the extensive data inherent in these technologies, it is imperative to employ automatedmethods to elucidate the interconnections among them. This article endeavors to delineate the associationsbetween disparate technologies within a specific industry. To uncover these associations, we have utilized a generalizedapproach to Term Frequency-Inverse Document Frequency (TFIDF) across a broad spectrum of textual data,such as scholarly articles. These associations are represented in the guise of a weighted graph, wherein the verticescorrespond to individual technologies, and the edge weights quantify the degree of association between pairs of technologiesin percentage terms. This graphical representation, known as the ’association tech-graph,’ is instrumentalin the analysis and advancement of technological innovation within the industrial sector. Our proposed model is parameterized,engendering a variety of graphs contingent upon the values assigned to these parameters. A meticulousevaluation of these parameters, while increasing computational complexity, enhances the precision and accuracy ofthe resultant graph. association technologies association tech-graph TFIDF Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-5371856","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":373157065,"identity":"8c8bf09b-b31f-49bb-b5cc-70570700a418","order_by":0,"name":"Mehdi Alaeiyan","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA30lEQVRIiWNgGAWjYDACdiBOAGJ+ZpgIM061SApAWiSbgcQBorWAgMEBmBZCgL+Z+eGDh212ecbHeYw/f2Cwk2dg532AV4vEYTZjg8S25GKzwzxmEgcYkg0bmNkN8FtzmMFMIrGNOXEbUAvQYcwJDMxs+HXIH2b//iOxrT5xczOP8YcDDPWEtRiADE9sO5y4gZnHAOiww4S1GB7mKZZIOHc8ccZhtjKJMwbHDdsIaZE73r7x44+y6sT+/sObP1RUVMvz8x/DrwUMGOHmAsOKgB0w8Ic4ZaNgFIyCUTBCAQD0cjwiK7dwxgAAAABJRU5ErkJggg==","orcid":"","institution":"Iran University of Science and Technology","correspondingAuthor":true,"prefix":"","firstName":"Mehdi","middleName":"","lastName":"Alaeiyan","suffix":""},{"id":373157066,"identity":"556f1b1d-e243-4289-b3a9-d75b59966980","order_by":1,"name":"Abolfazl Salemi","email":"","orcid":"","institution":"Iran University of Science and Technology","correspondingAuthor":false,"prefix":"","firstName":"Abolfazl","middleName":"","lastName":"Salemi","suffix":""},{"id":373157067,"identity":"fc838ae7-d6d9-48b4-a8f2-851bcd0ad39e","order_by":2,"name":"Mohammadhadi Alaeiyan","email":"","orcid":"","institution":"K.N.Toosi University of Technology","correspondingAuthor":false,"prefix":"","firstName":"Mohammadhadi","middleName":"","lastName":"Alaeiyan","suffix":""}],"badges":[],"createdAt":"2024-11-01 08:38:20","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-5371856/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-5371856/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":69734318,"identity":"daf9c25f-7e4d-48a4-aab7-ad9502276f0c","added_by":"auto","created_at":"2024-11-24 14:31:52","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":957387,"visible":true,"origin":"","legend":"","description":"","filename":"ModifiedTFID.pdf","url":"https://assets-eu.researchsquare.com/files/rs-5371856/v1_covered_8005f701-ec04-4c2c-b58b-dfc52800e6d9.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"Discovering Associations Among Technologies Using Modified TFIDF","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"association technologies, association tech-graph, TFIDF","lastPublishedDoi":"10.21203/rs.3.rs-5371856/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-5371856/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"In contemporary times, the genesis of new and efficient innovative ideas necessitates a comprehensive understandingof various technologies. 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