An ensemble method combining these individual models was implemented to improve the prediction performance. Through the voting ensemble method, the final \\({R}^{2}\\) score for crime rate prediction was enhanced to 0.8104.Ling, Hneah Guey...
Analysis and Prediction of Crime Using Machine Learning Techniques Crime is an exceedingly alarming factor in India and it should be regulated at all costs. We are now able to use various strategies to reduce the crime rat... S Srinivasulu Raju,G Narasimha Swamy,M Rejoice Angelina,... 被引...
Crime Prediction Using Machine Learning and Deep Learning: A Systematic Review and Future Directions 2023, IEEE Access View all citing articles on Scopus View full text Binary multi-layer classifier Information Sciences, Volume 562, 2021, pp. 220-239 ...
in Tiruchirappalli, Tamil Nadu, India had two main objectives: the prediction of crime using ML models based on emotional data and the identification of future crime hotspots using DL methods applied to crime incident data.
In keyword analysis, it has been explored that Crime prediction and analysis using machine learning is the most advanced topic of research (Roy and Chowdhury 2023). Table 1 Summary of the related studies Full size table Furthermore, Mandalpu et al. did a systematic review of crime prediction...
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Fig. 3. Machine learning algorithms type. Several techniques have been applied by research papers for crime prediction. We found 64 different techniques in the selected research papers. Moreover, most of the techniques are ML algorithms. Table 12 in the Appendix presents the techniques applied by...
Machine learning approaches have been a predominant and popular area of research interest in the crime detection domain. This section summarizes some of the interesting studies conducted in crime detection, analysis, and prediction. The overview will help highlight research gaps or limitations in this...
Policing efforts to thwart crime typically rely on criminal infraction reports, which implicitly manifest a complex relationship between crime, policing and society. As a result, crime prediction and predictive policing have stirred controversy, with the
Crime risk prediction incorporating geographical spatiotemporal dependency into machine learning models 2023, Information Sciences Citation Excerpt : In addition, there are still some issues that require further research. First, in this study, we used a grid-based approach, and different types of analys...