APPLYING DATA ENVELOPMENT ANALYSIS AND CLUSTERING ANALYSIS IN ENHANCING THE PERFORMANCE OF PHILIPPINE NATIONAL POLICE-DISTRICT VI IN THE PROVINCE OF CAVITE
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| Natura: | Recurso digital |
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Zenodo
2026
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| _version_ | 1866901791271026688 |
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| author | IJITCA |
| author_facet | IJITCA |
| contents | <p class="MsoNormal"><span>Data envelopment analysis is a technique or method for assessing and evaluating the relative performance of organizational entities where the manifestation of multiple inputs and outputs makes comparison difficult. Efficiency was measured through data envelopment analysis in Philippine National Police District VI in the Province of Cavite to measure the performance of decision-making units in terms of their resources. Clustering is the process of grouping and analyzing the list of objects which have similar characteristics. Clustering algorithm is used in this study to help identify crime pattern. The clustering algorithm was implemented in the application software Crime Management System (CriMS) to predict the crime pattern to help Philippine National Police District VI in the Province of Cavite in decreasing the total number of crime volume and increase the number of crimes solved to countervail security concerns of an individual, community, and the state. Further studies must be conducted to determine the usefulness of the application software by leading to an empirical study on the rule set used to determine the predictive accuracy and/or software productivity.</span></p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19588337 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | APPLYING DATA ENVELOPMENT ANALYSIS AND CLUSTERING ANALYSIS IN ENHANCING THE PERFORMANCE OF PHILIPPINE NATIONAL POLICE-DISTRICT VI IN THE PROVINCE OF CAVITE IJITCA <p class="MsoNormal"><span>Data envelopment analysis is a technique or method for assessing and evaluating the relative performance of organizational entities where the manifestation of multiple inputs and outputs makes comparison difficult. Efficiency was measured through data envelopment analysis in Philippine National Police District VI in the Province of Cavite to measure the performance of decision-making units in terms of their resources. Clustering is the process of grouping and analyzing the list of objects which have similar characteristics. Clustering algorithm is used in this study to help identify crime pattern. The clustering algorithm was implemented in the application software Crime Management System (CriMS) to predict the crime pattern to help Philippine National Police District VI in the Province of Cavite in decreasing the total number of crime volume and increase the number of crimes solved to countervail security concerns of an individual, community, and the state. Further studies must be conducted to determine the usefulness of the application software by leading to an empirical study on the rule set used to determine the predictive accuracy and/or software productivity.</span></p> |
| title | APPLYING DATA ENVELOPMENT ANALYSIS AND CLUSTERING ANALYSIS IN ENHANCING THE PERFORMANCE OF PHILIPPINE NATIONAL POLICE-DISTRICT VI IN THE PROVINCE OF CAVITE |
| url | https://doi.org/10.5281/zenodo.19588337 |