000 02349nam a2200313 i 4500
003 CSPC
005 20240118142354.0
008 240118s2023 ph a b 000 0 eng d
040 _cCSPC
_aCSPC
_beng
090 _aUTH BSCS P215c 2023
100 1 _aParel, Jodan B.,
_eauthor.
245 1 _aCrime rate prediction and analysis in Iriga City using k-means algorithm /
_bJodan B. Parel, [and 3 others].
300 _a152 leaves.
336 _atext
_2rdacontent
337 _aunmediated
_2rdamedia
338 _avolume
_2rdacarrier
502 _aUndergraduate Theses (BSCS) - Computer Science
_cCamarines Sur Polytechnic Colleges, 2023.
504 _aIncludes bibliographical references.
520 3 _aCrime is the largest issue facing the entire world now and one of the greatest threats to humanity. The goal of this study is to develop a model that can be utilize in identifying and predicting the future occurrence of crime. Data on crimes committed in Iriga City between January 2018 and April 2022 was gathered and used in the study. The model employed the k-means algorithm to uncover underlying crime trends and patterns, detect crime-prone areas, and determine which barangays have the highest crime rate. The elbow method was implemented to identify the best k value in clustering. The result of the model indicates that crimes involving damage to property and physical injury had the highest rates of occurence, and of the 36 barangays im Iriga City, San Francisco (Pob.) and San Roque (Pob.) had the highest rates of crime occurrence. It was also discovered that the crime rate has been declining over time. These findings will be very useful to law enforcement and local government units in taking necessary actions to reduce crime and in crafting safety and security policies. Moreover, the developed model can be a springboard for the future development of more reliable crime prediction and analysis applications.
700 1 _aOrdinario, Jason S.,
_eauthor
700 1 _aAlcantara, Kyla Glen,
_eauthor
700 1 _aAlcantara, Nicole,
_eauthor
720 1 _aOnesa, Rosel O.,
_eadviser
720 1 _aPrianes, Freddie B.,
_epanelist, chair
720 1 _aOƱate, Joseph Jessie S.,
_epanelist
720 1 _aBenosa, Brenda Dy-Po,
_epanelist
942 _2ddc
_cUM
_n0
_hBSCS
_iP215c
_kUTH
_m2023
999 _c26849
_d26849