Idea Documentation - rnagasai/Leap4.0 GitHub Wiki

CRIMINALITY REPORT

USER STORIES:


As a Police Officer,

I want a software that can predict or calculate the criminality of every person in the city on a scale of 1-10, with lowest 1 representing normal mischief acts and the highest 10 representing the possibility of being or becoming a psychopathic Killer, based on their life report and psychological test report which everyone must take atleast once a year,

so that I can catch the criminals ahead of time based on their criminality factor and admit them to a counsellor to assess if they can be corrected or can be a threat to social order, thereby preventing serious crimes beforehand and decreasing the crime rate due to increase in crime rate in recent years.

SCQ Analysis:


Situation(S):

  • Increase in the Crime Rate in Recent Years
  • Increase of Victims of the Crimes
  • Criminals getting Intelligent through their criminal history and staging "perfect(uncatchable)" crimes
  • Innocent people getting caught in place of criminals

Challenge(C):

  • Identyfing Criminality Factor of every person with above 97% accuracy
  • Getting detailed personal data of every person and their psych evaluation reports
  • Getting the Data of every past criminal
  • Writing a effective ML Algorithm to calculate Criminality Factor
  • Provide Strong Security so that no hacker can manipulate the data to change the reports

Question(Q):

  • Is the process cost effective?
  • Can accurate data of every person can be collected with accuracy?
  • Will people be repulsive of the idea of calculating their Criminality Factor?
  • What are the various Algorithms and criminal theories to be studied to write the Most Effective ML Algorithm for Criminality Factor?