Klasifikasi Topik Tugas Akhir Mahasiswa menggunakan Algoritma Particle Swarm Optimization dan K-Nearest Neighbor

Abstract

Problems the Topic of the final project is a form of scientific writing that contains the results of observations from a study of the problems that occur with the use of methods related to the particular field of science. Every student in every program of study must draw up a final project. However, before embarking on writing the final project, each student must have the topic area as a destination, the step of selection the topic of final project is an initial step before working on the final task. One way to get the final task is to see the value of general courses as well as courses, concentration majors, the value of which dominate the is is decent to scope the research topic. this research is conducted on the application of the method of K-Nearest Neighbor (KNN) for categorization of the value of the courses of concentration for the coverage of the research topic, topic the entire value in the dataset will be classified by KNN and in the optimization with the Particle swarm Optimization algorithm (PSO). The experimental categorization of the final project is built with the training data Mahasiswa Universitas Ichsan Gorontalo that has been classified previously and test data derived from the entire value of the courses is not yet known categories. The results of the experiments, the value of the resulting accuracy of algorithms KNN, namely the value of the best accuracy with K=3, K Folds = 10 has an accuracy that is 72.46% and the Algorithm of KNN-PSO best accuracy with K=3, K Folds = 10 has an accuracy that is 89.86%, shows the accuracy is better by using the optimization algorithm

Review Paper Data Mining Klasifikasi Data Mining

“…Ada banyak informasi yang bisa diambil dari pengolahan menggunakan data mining, seperti menganalisis pembelian konsumen atau penentuan terkait proses produksi (Azahari et al, 2020). Pengetahuan yang didapatkan dari pengolahan data mining berupa rumus, aturan atau model (Sumarni and Suhardi, 2020). Informasi yang dihasilkan dari data mining dengan menggunakan algoritma tertentu sering digunakan sebagai sebuah bentuk pengambilan keputusan (SPK) atau Decision Support System (DSS).…”

Classification of Final Project Titles Using Bidirectional Long Short Term Memory at the Faculty of Engineering Nurul Jadid University

“…There have been many previous studies on the use of text classification especially in classifying final project titles [14][15] [16]. Although there have been many previous studies conducted related to classifying final project titles, these studies only classify based on the research topic and have not used the latest algorithms.…”