# Searching the Title of Practical Work of the Informatics Engineering Bachelor Program with the Case Base Reasoning Method

## TL;DR

This paper presents a system that uses Case Base Reasoning combined with TF-IDF and Cosine Similarity to effectively search for practical work titles in an informatics engineering program, demonstrating high accuracy and consistency.

## Contribution

It introduces a novel application of CBR with TF-IDF and Cosine Similarity for practical work title search in education, improving retrieval accuracy.

## Key findings

- High match scores in testing phase
- Consistent results across different test stages
- Effective retrieval of relevant practical work titles

## Abstract

Case Base Reasoning (CBR) is a case solving technique based on experience in cases that have occurred before with the highest similarity. CBR is used to search for practical work titles. TF-IDF is applied to process the vectorization of each practical work title word and Cosine Similarity for the calculation of similarity values. This system can search either in the form of titles or keywords. The output of the system is the title of practical work and the match value of each title. Based on the test results using 705 practical work titles, testing was carried out with five titles and carried out in two stages. The first stage searches with existing titles and the second stage randomizes the title from the first stage. And the results obtained in the second stage are the same number of titles found and the highest average match score.

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Source: https://tomesphere.com/paper/2508.20442