Design of Recommendation Decision Support System ITERA Industrial Engineering Students' Final Project Topic with Method Case-Based Reasoning and Certainty Factors
Submitted : 2025-10-15, Published : 2026-01-01.
Abstract
Design of Decision Support System (DSS) for final project topic recommendation for ITERA Industrial Engineering students by integrating Case-Based Reasoning (CBR) and Certainty Factor (CF) methods used to support this research. A common problem is when determining the final project research topic, where most students have difficulty finding a topic that is in accordance with their respective fields of expertise. This causes the final project to take longer than the estimated standard time for graduates, which is normally between 4-5 years. The purpose of this study is to assist final year students in determining the final project title that suits their preferences and academic needs. The CBR method is used to search and compare cases based on case similarities with data contained in the database, while the CF value is applied to handle uncertainty and provide a level of confidence in the resulting recommendations. The results show that the integration of these two methods improves the accuracy and relevance of recommendations, as well as providing better transparency through the presentation of Certainty Factor values. System evaluation shows a high level of user satisfaction and a decrease in the time required to determine the final project topic. The design and development of a decision support system for final project topic recommendations was successfully carried out by integrating the Case-based Reasoning and Certainty Factor methods implemented on web hosting, performance evaluation and the impact of system use on user satisfaction showed that users felt satisfied when using the decision support system.
Keywords
References
T. Parjaman and D. Akhmad, “Pendekatan Penelitian Kombinasi : Sebagai ‘Jalan Tengah’ Atas Dikotomi Kuantitatif-Kualitatif,” J. Moderat, vol. 5, no. 4, pp. 530–548, 2019, Available: https://jurnal.unigal.ac.id/index.php/moderat
T. Rahmawati, Alexander Wirapraja, and E. C. Soesilo, “Sistem Pendukung Keputusan Penentuan Dosen Pembimbing Tugas Akhir Menggunakan Fuzzy Dan Simple Additive Weighting Berbasis Android: Studi Kasus IKADO Surabaya,” KONSTELASI Konvergensi Teknol. dan Sist. Inf., vol. 2, no. 1, 2022, doi: 10.24002/konstelasi.v2i1.5632.
A. Abdullah and S. Sucipto, “Sistem Pendukung Keputusan Untuk Rekomendasi Topik Skripsi Dengan Metode Fuzzy AHP,” J. Transform., vol. 18, no. 2, pp. 231–239, 2021, doi: 10.26623/transformatika.v18i2.2708.
C. Chairunnisa and R. Roestam, “Sistem Pendukung Keputusan Penentuan Penerima Jaminan Kesehatan Masyarakat Dengan Metode SAW Pada RSUD Raden Mattaher Provinsi Jambi,” J. Manaj. Sist. Inf., vol. 7, no. 3, pp. 421–434, 2022, doi: 10.33998/jurnalmsi.2022.7.3.179.
A. Kurniawan, “Pengaruh Model Pembelajaran Berbasis Masalah Terhadap Motivasi Belajar Dan Hasil Belajar Pada Mata Pelajaran Geografi Di SMA Tahfidz Darul Ulum Banyuanyar Pamekasan,” J. Penelit. dan Pendidik. IPS, vol. 13, no. 1, pp. 1–13, 2020, doi: 10.21067/jppi.v13i1.4739.
H. Firdaus and A. S. Y. Irawan, “Sistem Pakar Untuk Mendeteksi Minat Dan Bakat : Sebuah Systematic Literature Review,” J. Ilm. Inform., vol. 7, no. 2, pp. 85–94, 2023, doi: 10.35316/jimi.v7i2.85-94.
N. L. P. Merawati and S. Hartati, “Sistem Rekomendasi Topik Skripsi Menggunakan Metode Case Based Reasoning,” J. Ilm. Teknol. Infomasi Terap., vol. 4, no. 3, pp. 174–183, 2018, doi: 10.33197/jitter.vol4.iss3.2018.164.
A. Similaritas, J. Berbasis, A. Munifatir Rizqi Aziz, and Z. Budiarso, “Sistem Pakar Penanganan Gangguan Wifi.Id Pada Pelanggan Wms Dan Wico Menggunakan Metode Case-Based Reasoning Dengan,” J. Mahajana Inf., vol. 7, no. 1, 2022.
Y. E. B. Mawartika and M. Guntur, “Implementasi Case Based Reasoning Dalam Sistem Pakar Untuk Merekomendasikan Jurusan Kuliah Implementation of Case Based Reasoning in Expert System to Recommend College Majors,” Cogito Smart J., vol. 8, no. 2, pp. 295–307, 2022.
A. G. Siregar, “Sistem pakar menentukan tingkat depresi pekerja yang di phk menggunakan metode certainty factor,” J. Ris. Komput., vol. 6, no. 1, pp. 61–69, 2019.
I. Kamil Siregar and M. Ihsan, “Application of the Certainty Factor Method for Diagnose Palm Oil Disease Web-Based,” J. Tek. Inform., vol. 3, no. 3, pp. 581–590, 2022, Available: https://doi.org/10.20884/1.jutif.2022.3.3.242
N. Putri Rizanti, L. T. Sianturi, and M. Sianturi, “Seminar Nasional Teknologi Komputer & Sains (SAINTEKS) Sistem Pendukung Keputusan Pemilihan Siswa Pertukaran Pelajar Menggunakan Metode PSI (Preference Selection Index),” Semin. Nas. Teknol. Komput. Sains, pp. 263–269, 2019, Available: https://seminar-id.com/semnas-sainteks2019.html
L. M. Hanifa and H. D. Ariessanti, “Sistem Pendukung Keputusan Perpanjangan Kontrak Karyawan Pt. Satyamitra Kemas Lestari Menggunakan Metode Simple Additive Weighting,” JIK J. Ilmu Komput., vol. 9, no. 02, pp. 36–43, 2024, doi: 10.47007/komp.v9i02.8903.
H. A. Rahman, “Sistem Pakar dalam Mendeteksi Kerusakan Laptop dengan Metode Case Based Reasoning,” J. Sistim Inf. dan Teknol., vol. 2, pp. 71–76, 2020, doi: 10.37034/jsisfotek.v2i3.25.
L. Lusiyanti, M. Yetri, F. Setiawan, E. Affandi, and J. Laia, “Implementasi Expert System Menggunakan Metode Case Based Reasoning Mendiagnosa Penyakit Typhoid Fever Pada Anak,” J. SAINTIKOM (Jurnal Sains Manaj. Inform. dan Komputer), vol. 22, no. 2, p. 517, 2023, doi: 10.53513/jis.v22i2.9403.
Y. Bismo and G. Harsanto, “Penerapan Metode Certainty Factor Dan Naïve Bayes Untuk Mendiagnosa Penyakit Akibat Gigitan Nyamuk,” Gener. J., vol. 4, no. 2, pp. 49–60, 2020, doi: 10.29407/gj.v4i2.14438.
W. Hsu, I. Mardiono, I. E. Saputro, and Y. K. Fuh, “Performance improvement for catheter ablation assembly using an effect-solving method,” J. Brazilian Soc. Mech. Sci. Eng., vol. 46, no. 3, pp. 1–16, 2024, doi: 10.1007/s40430-024-04702-7.
P. Asih and I. Mindhayani, “Penerapan Metode Economic Order Quantyti (EOQ) Dan Analisis ABC Dalam Perencanaan dan Pengendalian Persediaan Oli Perawatan Pada Bengkel Mobil (Studi Kasus di PT. Wahana Sumber Mobil Yogyakarta ),” Jumantara J. Manaj. dan Teknol. Rekayasa, vol. 2, no. 1, p. 45, 2023, doi: 10.28989/jumantara.v2i1.1414.
I. N. Izzah and U. Suyatman, “Decision Making and Organisation in the Decision Making Process from Andreas Faludi ’ s perspective,” pp. 211–224.
S. Dawadi, S. Shrestha, and R. A. Giri, “Mixed-Methods Research: A Discussion on its Types, Challenges, and Criticisms,” J. Pract. Stud. Educ., vol. 2, no. 2, pp. 25–36, 2021, doi: 10.46809/jpse.v2i2.20.
Article Metrics
Abstract view: 4 times
Download : 0 times
Download : 0 times
This work is licensed under a Creative Commons Attribution 4.0 International License.
Refbacks
- There are currently no refbacks.