Research on Personalized Location Trajectory Privacy Protection Strategy Based on Mutual Information

Research on Personalized Location Trajectory Privacy Protection Strategy Based on Mutual Information | 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 Article Research on Personalized Location Trajectory Privacy Protection Strategy Based on Mutual Information Zhihong Zhang, Yu Fu, Yaxuan Zhao, Taotao Liu, Yishuai An This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7559519/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 7 You are reading this latest preprint version Abstract Location-Based Services (LBS) provide significant convenience for daily travel, but the accompanying privacy leakage issues pose certain security risks. This paper generates a Markov transition matrix by merging user location trajectory data, implied privacy information, adds distortion perturbation, uses mutual information to measure the degree of privacy leakage, achieves a trade-off between privacy and availability, and generates personalized optimal parameter combinations and a privacy protection mechanism. The research involves sensitivity setting and redundancy processing of location trajectories, adds dynamic distortion threshold perturbation, adopts metrics such as mutual information to measure mechanism performance, and visualizes parameter combinations through 3D thermal surface plots. Comparison with differential privacy algorithms shows that the proposed algorithm performs better in privacy-utility balance, with lower mutual information leakage value, higher POI recall rate, and improved positioning accuracy, providing a high-precision, low-leakage solution for trajectory analysis. Physical sciences/Engineering Physical sciences/Mathematics and computing Markov Transition Matrix Mutual Information Location Trajectory Privacy Protection Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Under Review Version 1 posted Reviewers agreed at journal 17 May, 2026 Reviewers agreed at journal 07 May, 2026 Reviewers invited by journal 15 Oct, 2025 Editor invited by journal 12 Sep, 2025 Editor assigned by journal 11 Sep, 2025 Submission checks completed at journal 10 Sep, 2025 First submitted to journal 07 Sep, 2025 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-7559519","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":534800405,"identity":"8876defb-208a-4409-974b-c40274995026","order_by":0,"name":"Zhihong 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Information","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"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":"scientific-reports","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"scirep","sideBox":"Learn more about [Scientific Reports](http://www.nature.com/srep/)","snPcode":"","submissionUrl":"","title":"Scientific Reports","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Scientific Reports","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"Markov Transition Matrix, Mutual Information, Location Trajectory Privacy Protection","lastPublishedDoi":"10.21203/rs.3.rs-7559519/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7559519/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eLocation-Based Services (LBS) provide significant convenience for daily travel, but the accompanying privacy leakage issues pose certain security risks. This paper generates a Markov transition matrix by merging user location trajectory data, implied privacy information, adds distortion perturbation, uses mutual information to measure the degree of privacy leakage, achieves a trade-off between privacy and availability, and generates personalized optimal parameter combinations and a privacy protection mechanism. The research involves sensitivity setting and redundancy processing of location trajectories, adds dynamic distortion threshold perturbation, adopts metrics such as mutual information to measure mechanism performance, and visualizes parameter combinations through 3D thermal surface plots. Comparison with differential privacy algorithms shows that the proposed algorithm performs better in privacy-utility balance, with lower mutual information leakage value, higher POI recall rate, and improved positioning accuracy, providing a high-precision, low-leakage solution for trajectory analysis.\u003c/p\u003e","manuscriptTitle":"Research on Personalized Location Trajectory Privacy Protection Strategy Based on Mutual Information","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-10-29 13:06:46","doi":"10.21203/rs.3.rs-7559519/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"reviewerAgreed","content":"220611233719449445301477236678361043406","date":"2026-05-17T14:20:01+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"50054067961545847395797533622277270285","date":"2026-05-08T01:40:43+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2025-10-15T09:26:39+00:00","index":"","fulltext":""},{"type":"editorInvited","content":"","date":"2025-09-12T15:16:28+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2025-09-11T06:53:35+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2025-09-10T08:59:21+00:00","index":"","fulltext":""},{"type":"submitted","content":"Scientific Reports","date":"2025-09-08T03:11:23+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"scientific-reports","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"scirep","sideBox":"Learn more about [Scientific Reports](http://www.nature.com/srep/)","snPcode":"","submissionUrl":"","title":"Scientific Reports","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Scientific Reports","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"b905196f-b270-4883-8f8e-9acb0e76aef5","owner":[],"postedDate":"October 29th, 2025","published":true,"recentEditorialEvents":[{"type":"reviewerAgreed","content":"220611233719449445301477236678361043406","date":"2026-05-17T14:20:01+00:00","index":143,"fulltext":""},{"type":"reviewerAgreed","content":"50054067961545847395797533622277270285","date":"2026-05-08T01:40:43+00:00","index":102,"fulltext":""}],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[{"id":56860133,"name":"Physical sciences/Engineering"},{"id":56860134,"name":"Physical sciences/Mathematics and computing"}],"tags":[],"updatedAt":"2025-10-29T13:06:47+00:00","versionOfRecord":[],"versionCreatedAt":"2025-10-29 13:06:46","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7559519","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7559519","identity":"rs-7559519","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}