An Optimized Machine Learning and Big Data Approach to Crime Detection

Algorithm 1

Identification of hotspots.

1: procedure HOTSPOT Generation

2:  ←The number of hotspot

3:  Output ←, the crime location in each hotspot

4: begin:

5:  Initialize the midpoints m⁽¹⁾={Random points}

6:  for=1 to do

7:   Add respective midpoint to the hotspot.

8:  iter=1

9:  while True do

10:   for each point do

11:    min=0

12:    Cluster=None

13:    for to do

14:     dist=

15:     if min<dist then

16:      min=dist

17:      cluster=

18:    

19:    iter=iter+1

20:    for to do

21:      

22:   break when past 2 S values are same

23:  return S