DEVELOPMENT OF AUTOMATIC MATURITY LEVEL ASSESSMENT APPLICATION FOR ELECTRONIC GOVERNMENT SYSTEM ON INTERNAL POLICY DOMAIN FROM TEXT SIMILARITY
Electronic-Based Government System (SPBE) is the implementation of governance that utilizes information and communication technology to provide services to SPBE Users. To ensure the maturity level of SPBE, manual assessments need to be conducted by both internal and external assessors. However,...
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| Format: | Final Project |
| Language: | Indonesia |
| Online Access: | https://digilib.itb.ac.id/gdl/view/74107 |
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| Institution: | Institut Teknologi Bandung |
| Language: | Indonesia |
| Summary: | Electronic-Based Government System (SPBE) is the implementation of
governance that utilizes information and communication technology to
provide services to SPBE Users. To ensure the maturity level of SPBE, manual
assessments need to be conducted by both internal and external assessors.
However, manual assessments are time-consuming. As a result, an Automated
Assessment Application for SPBE Maturity Level was developed. This
application is a platform that can automatically assess SPBE documents,
particularly indicators 1-10.
The Final Project will focus on the development of the Text Similarity module,
which is a module to determine the maturity level of the SPBE automation
application. The experiments conducted in the development of the Text
Similarity module utilize a combination of feature extraction techniques such
as Term Frequency-Inverse Document Frequency (TF-IDF), Latent Semantic
Analysis (LSA), and FastText. Subsequently, the model will be classified using
Support Vector Machine, Logistic Regression, and K-Nearest Neighbor
classifiers. The final outcome of this Final Project is the establishment of an
automated assessment application for SPBE documents. The developed
application will then be tested using specific testing levels. |
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