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Comprehensive Analysis of Criminal Careers Using Clustering Method

Explore criminal career patterns through clustering analysis; examine nature, frequency, seriousness, duration, and practical factors. Challenges in scalability and time constraints addressed.

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Comprehensive Analysis of Criminal Careers Using Clustering Method

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  1. Comparison of Criminal Careers A Clustering Method T.K. Cocx, tcocx@liacs.nl J. Laros, J. de Bruin, W. Kosters, Joost Kok.

  2. Research Area • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems Computer Science Sociology Criminal Career Study Psychology Criminology Law T.K. Cocx, tcocx@liacs.nl

  3. Criminal Careers • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems T.K. Cocx, tcocx@liacs.nl

  4. Analysis Analysis Goal • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems T.K. Cocx, tcocx@liacs.nl

  5. Practical Factors • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems Nature Frequency Seriousness Duration T.K. Cocx, tcocx@liacs.nl

  6. Combination • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems T.K. Cocx, tcocx@liacs.nl

  7. Practical Difficulty • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems • Nature categories • Frequency timeframe • Seriousness categories • Criminology • Relative importance of factors • Newbies / Prisoners • Factors between factors • Violent sexual • Other sexual • Other violent • Violent monetary • Other monetary • Destruction and Public order • Traffic • Drugs • Other T.K. Cocx, tcocx@liacs.nl

  8. Results • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems T.K. Cocx, tcocx@liacs.nl

  9. Problems • Area • Criminal Career • Goals • Practice • Structure • Difficulties • Results • Problems • Time constraints • Clustering of over 1,000,000 offenders takes too long • Research into other tools • Calculation of factors takes too long • Open question • Scalability constraints • Too many 1 time offenders • Do not use them • Allow for zoom in on other clusters T.K. Cocx, tcocx@liacs.nl

  10. Interrogation T.K. Cocx, tcocx@liacs.nl

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