STUDENTS GRADUATION PREDICTION BASED ON ACADEMIC DATA RECORD USING THE DECISION TREE ALGORITHM C4.5 METHOD

نویسندگان

چکیده

Abstract: An application can assist organizations in achieving the goals to be achieved by facilitating ongoing work processes. This happened Information Systems Study Program at one of best private universities, namely Telkom University, where SI has a website called PIPE and feature able predict student graduation. However, this is currently being developed with an easy flow, so it requires development implementation graduation achievements. Researchers solve these problems building assessment model based on academic data effect choosing specialization. Data mining needed study form predictive patterns, then groups classification using machine learning perform automated assessments that they sustainably performed. In determining time delay, decision tree method C4.5 algorithm. The accuracy results obtained algorithm are 94.11%, factor becomes root node Jumlah SKS Lulus have influence selection So applied application. Keyword: algorithm; classification; tree; prediction Abstrak: Sebuah aplikasi dapat membantu organisasi dalam mencapai tujuan yang ingin dicapai dengan memudahkan proses kerja sedang berlangsung. Seperti terjadi pada Prodi Sistem Informasi ada salah satu Perguruan Tinggi Swasta terbaik yaitu Universitas Telkom, dimana memiliki bernama dan fitur untuk melakukan prediksi kelulusan mahasiswa. Namun tersebut saat ini dikembangkan alur penentuan sederhana, sehingga memerlukan pengembangan hal implementasi algoritma kelulusan. Peneliti penyelesaian masalah membangun berdasarkan rekam akademik terhadap pengaruh pemilihan peminatan. dibutuhkan penelitian membentuk pola prediksi, kemudian pengelompokan tugasnya adalah klasifikasi menggunakan secara otomatis baru agar dilakukan berkelanjutan. Dalam tepat waktu terlambat, metode C4.5. Hasil akurasi didapat sebesar 94,11%, faktor menjadi hasil Sehingga diterapkan PIPE. Kata kunci: C4.5; klasifikasi;

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Modelling Customer Attraction Prediction in Customer Relation Management using Decision Tree: A Data Mining Approach

In Today’s quality- based competitive world, known as knowledge age, customer attraction is of ultimate importance. In respect to the slogan “customer is always right”, customer relation management is the core of an organizational strategy playing an important role in four aspects of customer identification, customer attraction, customer retaining, and customer satisfaction. Commercial organiza...

متن کامل

An Approach of Improving Students Academic Performance by using k means clustering algorithm and Decision tree

Improving student’s academic performance is not an easy task for the academic community of higher learning. The academic performance of engineering and science students during their first year at university is a turning point in their educational path and usually encroaches on their General Point Average (GPA) in a decisive manner. The students evaluation factors like class quizzes mid and fina...

متن کامل

Medical Data Mining Based on Decision Tree Algorithm

Detailed elaborations are presented for the idea on ID3 algorithm of Decision Tree. An improved method called Improved ID3 algorithm that can improve the speed of generation is brought forward owing to the disadvantages of ID3 algorithm. Moreover, based on Improved ID3 algorithm, data mining for breast-cancers is carried out for primarily predicting the relationship between recurrence and other...

متن کامل

Prediction of prostate cancer using decision tree algorithm

Results: The analysis indicated that following five nodes had different levels of cancer possibility: (1) PSA > 5.98 ng/mL; (2) PSA ≤ 5.98 ng/mL and Digital Rectal Examination (DRE) is suspicious or positive; (3) PSA ≤5 .98 ng/mL and DRE is negative and free PSA > 0.81; (4) PSA ≤ 5.98 ng/mL and DRE is negative and free PSA ≤ 0.81 and age ≤ 57 years; (5) PSA ≤ 5.98 ng/mL and DRE is negative and ...

متن کامل

A hybrid decision tree/genetic algorithm method for data mining

This paper addresses the well-known classification task of data mining, where the objective is to predict the class which an example belongs to. Discovered knowledge is expressed in the form of high-level, easy-to-interpret classification rules. In order to discover classification rules, we propose a hybrid decision tree/genetic algorithm method. The central idea of this hybrid method involves ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: JURTEKSI (Jurnal Teknologi dan Sistem Informasi)

سال: 2022

ISSN: ['2550-0201', '2407-1811']

DOI: https://doi.org/10.33330/jurteksi.v8i3.1680