{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T23:44:35Z","timestamp":1767311075236,"version":"3.48.0"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032108265","type":"print"},{"value":"9783032108272","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-10827-2_20","type":"book-chapter","created":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T23:40:04Z","timestamp":1767310804000},"page":"251-262","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Predictive Crime Analytics: A Model Comparison for Offense Classification Using Spatio-Temporal and Demographic Features"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9922-0318","authenticated-orcid":false,"given":"Jannie Fleur V.","family":"Ora\u00f1o","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-8590-6680","authenticated-orcid":false,"given":"Czarina Ancella G.","family":"Gabi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3161-9597","authenticated-orcid":false,"given":"Francis Ann R.","family":"Sy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-7641-8398","authenticated-orcid":false,"given":"Gerald L.","family":"Ceniza","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,1,2]]},"reference":[{"key":"20_CR1","doi-asserted-by":"publisher","DOI":"10.4324\/9780429431562","volume-title":"The Costs of Crime and Justice","author":"MA Cohen","year":"2020","unstructured":"Cohen, M.A.: The Costs of Crime and Justice. Routledge (2020)"},{"issue":"2","key":"20_CR2","doi-asserted-by":"publisher","first-page":"285","DOI":"10.59324\/ejaset.2024.2(2).20","volume":"2","author":"OZ Apene","year":"2024","unstructured":"Apene, O.Z., Blamah, N.V., Aimufua, G.I.O.: Advancements in crime prevention and detection: from traditional approaches to artificial intelligence solutions. European J. Appl. Sci. Eng. Technol. 2(2), 285\u2013297 (2024)","journal-title":"European J. Appl. Sci. Eng. Technol."},{"key":"20_CR3","volume-title":"Transforming Law Enforcement: Exploiting Big Data Science and Data Analytics for Precision Decision-Making and Crime Pattern Anticipation in Police Operations","author":"S Syed","year":"2024","unstructured":"Syed, S., & Albalawi, E. M. (2024). Transforming Law Enforcement: Exploiting Big Data Science and Data Analytics for Precision Decision-Making and Crime Pattern Anticipation in Police Operations."},{"key":"20_CR4","volume-title":"Crime Category Classification in San Francisco Using Machine Learning Techniques","author":"J Eldho","year":"2023","unstructured":"Eldho, J. (2023). Crime Category Classification in San Francisco Using Machine Learning Techniques. Doctoral dissertation, Dublin, National College of Ireland."},{"key":"20_CR5","volume":"3","author":"F Ekundayo","year":"2024","unstructured":"Ekundayo, F.: Big data and machine learning in digital forensics: predictive technology for proactive crime prevention. Complexity. 3, 4 (2024)","journal-title":"Complexity"},{"key":"20_CR6","volume-title":"Crime Prediction Using Machine Learning and Deep Learning","author":"S Venkatesh","year":"2024","unstructured":"Venkatesh, S. (2024). Crime Prediction Using Machine Learning and Deep Learning."},{"key":"20_CR7","doi-asserted-by":"publisher","unstructured":"Kalpana, P., Kodati, S., Sreekanth, N., Ali, H.M., C, R.A.: Predictive analytics for crime prevention in smart cities using machine learning. In: 2024 International conference on intelligent algorithms for computational intelligence systems (IACIS), pp. 1\u20134, Hassan, India (2024). https:\/\/doi.org\/10.1109\/IACIS61494.2024.10721948","DOI":"10.1109\/IACIS61494.2024.10721948"},{"key":"20_CR8","first-page":"36","volume":"10","author":"JS Kumar","year":"2024","unstructured":"Kumar, J.S., Amiruzzaman, M., Bhuiyan, A.A., Bhati, D.: Predictive analytics in law enforcement: unveiling patterns in NYPD crime through machine learning and data mining. Research Briefs on Information and Communication Technology Evolution. 10, 36\u201359 (2024)","journal-title":"Research Briefs on Information and Communication Technology Evolution"},{"issue":"1","key":"20_CR9","doi-asserted-by":"publisher","first-page":"61","DOI":"10.53378\/352875","volume":"2","author":"J Asor","year":"2022","unstructured":"Asor, J., et al.: Building model for crime pattern analysis through machine learning using predictive analytics. International Journal of Science, Technology, Engineering and Mathematics. 2(1), 61\u201373 (2022)","journal-title":"International Journal of Science, Technology, Engineering and Mathematics"},{"key":"20_CR10","doi-asserted-by":"publisher","unstructured":"Saini, I.S., Kaur, N.: The Power of Predictive Analytics: Forecasting Crime Trends in High-Risk Areas for Crime Prevention Using Machine Learning. In: 2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT), pp. 1\u201310, Delhi, India (2023). https:\/\/doi.org\/10.1109\/ICCCNT56998.2023.10306731","DOI":"10.1109\/ICCCNT56998.2023.10306731"},{"key":"20_CR11","first-page":"1","volume-title":"RK University\u2019s First International Conference on Research & Entrepreneurship","author":"T Chauhan","year":"2016","unstructured":"Chauhan, T., Aluvalu, R.: Using big data analytics for developing crime predictive model. In: RK University\u2019s First International Conference on Research & Entrepreneurship, pp. 1\u20136 (2016)"},{"issue":"10","key":"20_CR12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0205151","volume":"13","author":"S Towers","year":"2018","unstructured":"Towers, S., Chen, S., Malik, A., Ebert, D.: Factors influencing temporal patterns in crime in a large American city: a predictive analytics perspective. PLoS One. 13(10), e0205151 (2018)","journal-title":"PLoS One"},{"key":"20_CR13","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1007\/978-3-030-33467-3_5","volume-title":"Geographies of Behavioural Health, Crime, and Disorder: The Intersection of Social Problems and Place","author":"TC Hart","year":"2020","unstructured":"Hart, T.C.: Hot spots of crime: methods and predictive analytics. In: Geographies of Behavioural Health, Crime, and Disorder: The Intersection of Social Problems and Place, pp. 87\u2013103 (2020)"},{"key":"20_CR14","first-page":"57","volume-title":"Intelligent Data Analytics for Terror Threat Prediction: Architectures, Methodologies, Techniques and Applications","author":"HK Bhuyan","year":"2021","unstructured":"Bhuyan, H.K., Pani, S.K.: Crime Predictive Model Using Big Data Analytics. In: Intelligent Data Analytics for Terror Threat Prediction: Architectures, Methodologies, Techniques and Applications, pp. 57\u201378 (2021)"},{"key":"20_CR15","doi-asserted-by":"publisher","unstructured":"Rajareddy, G.N., Lakshmeeswari, G., Pradhan, P.P.: Predictive analytics in crime: A machine learning approach. In: 2024 OITS International Conference on Information Technology (OCIT), pp. 223\u2013227, Vijayawada, India (2024). https:\/\/doi.org\/10.1109\/OCIT65031.2024.00047","DOI":"10.1109\/OCIT65031.2024.00047"},{"key":"20_CR16","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1007\/978-3-030-00563-4_59","volume-title":"Advances in Brain Inspired Cognitive Systems: 9th International Conference, BICS 2018, Xi'an, China, July 7-8, 2018, Proceedings 9","author":"M Feng","year":"2018","unstructured":"Feng, M., Zheng, J., Han, Y., Ren, J., Liu, Q.: Big data analytics and mining for crime data analysis, visualization and prediction. In: Advances in Brain Inspired Cognitive Systems: 9th International Conference, BICS 2018, Xi'an, China, July 7-8, 2018, Proceedings 9, pp. 605\u2013614. Springer International Publishing. (2018)"}],"container-title":["Lecture Notes in Networks and Systems","Novel and Intelligent Digital Systems: Proceedings of the 5th International Conference (NiDS 2025)"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-10827-2_20","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T23:40:06Z","timestamp":1767310806000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-10827-2_20"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032108265","9783032108272"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-10827-2_20","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2 January 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"NiDS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Novel & Intelligent Digital Systems Conferences","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Athens","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Greece","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"nids2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/nids2025.uniwa.gr\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}