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Identification of Student Academic Performance in Computer Science Based on Naive Bayes Aziz, Kevin Elmy; Crysdian, Cahyo; Imamudin, Mochamad
MATICS Vol 13, No 1 (2021): MATICS
Publisher : Department of Informatics Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18860/mat.v13i1.9726

Abstract

Jurusan Teknik Informatika is one of the study programs at UIN Maulana Malik Ibrahim. Based on the current curriculum in Jurusan Teknik Informatika, the curriculum refers to the IEEE/ACM Computer Science Curricula 2013. The IEEE/ACM Computer Science Curricula 2013 has a knowledge area classification, which is mentioned in the curriculum as having 18 knowledge areas. The curriculum used in the current technical study program is formulated and determined from the entire content or collection of knowledge in the IEEE/ACM Computer Science Curricula 2013. In the Jurusan Teknik Informatika curriculum at UIN Malik Ibrahim Malang currently there are 76 subjects, 58 of which are Teknik Informatika subjects and 18 others are general subjects. To identify the academic performance of students it is necessary to classify the curriculum in the Department of Informatics Engineering to the knowledge area in the IEEE / ACM Computer Science Curricula 2013. Classification is done using the Naïve Bayes method by calculating the probability of each course of the knowledge area, after it is done classification, data will appear in the form of subject distribution to the knowledge area. After classification, it is necessary to determine the level of contribution of each course that has spread to the knowledge area. This contribution level is entered into the Joint formula with the value of the student transcript to calculate the student's academic performance. Testing is done by comparing the output in the form of knowledge area with the highest performance produced by the program with input in the form of knowledge area from the expert for each student. This research resulted in an accuracy of 78.95% from the results of twenty times experiment.
Pengembangan Web Service Sistem Informasi Sekolah Sa’diyah, Za’imatus; Aziz, Kevin Elmy; Dardiri, Muhammad Hudan; Yaqin, M. Ainul
Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Vol 5, No 1 (2020): Edisi Februari
Publisher : STIKOM Tunas Bangsa Pematangsiantar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/jurasik.v5i1.180

Abstract

School information system is a system that provides information to support the operational, management, and decision making functions of an organization. Information sources within the information system that support day-to-day management operations such as transaction processing, status clarification, and so forth. School information systems generally consist of a variety of systems, including academic, financial, library and staffing systems. With a variety of systems in a school information system, it is necessary to integrate between systems aimed at avoiding data duplication in each system and increase system flexibility which can be achieved by utilizing web service technology. The purpose of this research is to design a web service on information systems schools that comply with the National Education Standards (SNP) use the REST web service architecture. The results of the development of an information system web service design that is by mapping class diagrams that will be made in the design of school web services by adding modules to JIBAS with the Minister of National Education Regulation in accordance with 8 BSNP standards.