Advanced search
Publication Cover
International Journal of Geographical Information Science Volume 34, 2020 - Issue 9
Submit an article Journal homepage
1,446
Views
22
CrossRef citations to date
0
Altmetric
Research Articles

A spatio-temporal method for crime prediction using historical crime data and transitional zones identified from nightlight imagery

Bo Yanga Department of Sociology, University of Central Florida, Orlando, FL, USA;b Department of Geography and GIS, University of Cincinnati, Cincinnati, OH, USAORCID Iconhttps://orcid.org/0000-0001-7439-192XView further author information
ORCID Icon,
Lin Liub Department of Geography and GIS, University of Cincinnati, Cincinnati, OH, USACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-7202-3418View further author information
ORCID Icon,
Minxuan Lanb Department of Geography and GIS, University of Cincinnati, Cincinnati, OH, USAORCID Iconhttps://orcid.org/0000-0002-4528-9544View further author information
ORCID Icon,
Zengli Wangb Department of Geography and GIS, University of Cincinnati, Cincinnati, OH, USA;c College of Civil Engineering, Nanjing Forestry University, Nanjing, ChinaORCID Iconhttps://orcid.org/0000-0002-1447-6689View further author information
ORCID Icon,
Hanlin Zhoub Department of Geography and GIS, University of Cincinnati, Cincinnati, OH, USAORCID Iconhttps://orcid.org/0000-0003-0334-5322View further author information
ORCID Icon &
Hongjie Yud Center of Integrated Geographic Information Analysis, School of Geography and Planning, Sun Yat-Sen University, Guangzhou, ChinaView further author information
Pages 1740-1764 | Received 16 Sep 2019, Accepted 28 Feb 2020, Published online: 13 Mar 2020

Citations (22)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (2)

Subham Roy & Indrajit Roy Chowdhury. (2023) Three Decades of GIS Application in Spatial Crime Analysis: Present Global Status and Emerging Trends. The Professional Geographer 0:0, pages 1-23.
Read now
Ling Li, Jianquan Cheng, Jon Bannister & Xiongfa Mai. (2022) Geographically and temporally weighted co-location quotient: an analysis of spatiotemporal crime patterns in greater Manchester. International Journal of Geographical Information Science 36:5, pages 918-942.
Read now

Articles from other publishers (20)

Kaixi Hu, Lin Li, Xiaohui Tao, Juan D. Velásquez & Patrick Delaney. (2023) Information fusion in crime event analysis: A decade survey on data, features and models. Information Fusion 100, pages 101904.
Crossref
J.R. Nelson, E. Helderop, T.H. Grubesic & R. Wei. (2023) Examining the relationship between contested edges and intergroup crime dynamics. Cities 136, pages 104260.
Crossref
Qifen Dong, Ruihui Ye & Yingsheng Fan. (2022) Impact of Spatial Correlation on Crime Prediction in Communities with Different Crime Densities. Impact of Spatial Correlation on Crime Prediction in Communities with Different Crime Densities.
Lala Septem Riza, Ahmad Izzuddin, Judhistira Aria Utama, Khyrina Airin Fariza Abu Samah, Dhani Herdiwijaya, Taufiq Hidayat, Rinto Anugraha & Emanuel Sungging Mumpuni. (2022) Data analysis techniques in light pollution: A survey and taxonomy. New Astronomy Reviews 95, pages 101663.
Crossref
Cesar Guevara & Matilde Santos. (2022) Smart Patrolling Based on Spatial-Temporal Information Using Machine Learning. Mathematics 10:22, pages 4368.
Crossref
Qifen Dong, Yu Li, Ziwan Zheng, Xun Wang & Guojun Li. (2022) ST3DNetCrime: Improved ST-3DNet Model for Crime Prediction at Fine Spatial Temporal Scales. ISPRS International Journal of Geo-Information 11:10, pages 529.
Crossref
Jean Gomes Turet & Ana Paula Cabral Seixas Costa. (2022) Hybrid methodology for analysis of structured and unstructured data to support decision-making in public security. Data & Knowledge Engineering 141, pages 102056.
Crossref
Junhao Zhang, Kaicun Zhang & Weiping Li. (2022) An Improved Transition Probability Matrix for Crime Distribution Prediction. Computational Intelligence and Neuroscience 2022, pages 1-10.
Crossref
Tao Wan & Buhai Shi. (2022) Exploring the Interactive Associations between Urban Built Environment Features and the Distribution of Offender Residences with a GeoDetector Model. ISPRS International Journal of Geo-Information 11:7, pages 369.
Crossref
Zhihai Nie, Xue Bai, Lihai Nie & Jin Wu. (2022) Optimization of the Economic and Trade Management Legal Model Based on the Support Vector Machine Algorithm and Logistic Regression Algorithm. Mathematical Problems in Engineering 2022, pages 1-9.
Crossref
Qifen Dong, Ruihui Ye & Guojun Li. (2022) Crime amount prediction based on 2D convolution and long short‐term memory neural network. ETRI Journal 44:2, pages 208-219.
Crossref
Lin Liu, Minxuan Lan, John E. Eck, Bo Yang & Hanlin Zhou. (2020) Assessing the Intraday Variation of the Spillover Effect of Tweets-Derived Ambient Population on Crime. Social Science Computer Review 40:2, pages 512-533.
Crossref
Timothy L. Hawthorne, Kayla R. Toohy, Bo Yang, Lain Graham, Elise M. Lorenzo, Hannah Torres, Morgan McDonald, Fernando Rivera, Kirsten Bouck & Linda J. Walters. (2022) Mapping Emotional Attachment as a Measure of Sense of Place to Identify Coastal Restoration Priority Areas. Applied Geography 138, pages 102608.
Crossref
Cesar Guevara & Diego Bonilla. (2021) Algorithm for Preventing the Spread of COVID-19 in Airports and Air Routes by Applying Fuzzy Logic and a Markov Chain. Mathematics 9:23, pages 3040.
Crossref
Gabriel I. Cotlier, Yoav Lehahn & Doron Chelouche. (2021) Patterns of exposure to SARS-CoV-2 carriers manifest multiscale association between urban landscape morphology and human activity. Scientific Reports 11:1.
Crossref
Hong Zhang, Jie Zhang, Zengli Wang & Hao Yin. (2021) An Adaptive Spatial Resolution Method Based on the ST-ResNet Model for Hourly Property Crime Prediction. ISPRS International Journal of Geo-Information 10:5, pages 314.
Crossref
Hongjie Yu, Lin Liu, Bo Yang & Minxuan Lan. (2020) Crime Prediction with Historical Crime and Movement Data of Potential Offenders Using a Spatio-Temporal Cokriging Method. ISPRS International Journal of Geo-Information 9:12, pages 732.
Crossref
Disheng Yi, Yusi Liu, Jiahui Qin & Jing Zhang. (2020) Identifying Urban Traveling Hotspots Using an Interaction-Based Spatio-Temporal Data Field and Trajectory Data: A Case Study within the Sixth Ring Road of Beijing. Sustainability 12:22, pages 9662.
Crossref
Jean Turet & Ana Paula Cabral Seixas Costa. (2022) Hybrid Methodology for Analysis of Structured and Unstructured Data to Support Decision-Making in Public Security. SSRN Electronic Journal.
Crossref
Huang Qiaojuan & Xudong Luo. (2021) Notmetoo: An Autonomous Agent of Preventing Sexual Harassment and Crime. SSRN Electronic Journal.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.