Application of Neural Networks in Prediction of Software Effort

Zainab Rustum Mohsin
Mars: Jurnal Teknik Mesin, Industri, Elektro Dan I... 📅 2025 Vol 3, No 1 🔗 DOI: 10.61132/mars.v3i1.666
Abstract
Estimating the effort, time, and cost needed to build a software project is an important task in software engineering. Estimating software prior to development can help to reduce risk and improve the project success rate. Researchers have developed numerous traditional and machine learning models to estimate software effort, but it has always been difficult to estimate effort precisely. This paper presents a predictive model based on artificial neural networks namely ANNs to predict the software effort. The NASA dataset is applied to construct the proposed model. The system was trained using 50 data points, and the remaining 10 were used for testing. It was concluded that the ANN approach could estimate the software effort with high accuracy. A comparative study with other published equations was also performed, and it was found that ANN had less error and produced better results than other existing methods.
Keywords
ANN; Machine Learning; NASA; Software Effort
How to Cite

Zainab Rustum Mohsin (2025). Application of Neural Networks in Prediction of Software Effort . Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer, 3(1). https://doi.org/10.61132/mars.v3i1.666

Zainab Rustum Mohsin, "Application of Neural Networks in Prediction of Software Effort ," Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer, vol. 3, no. 1, 2025.

Zainab Rustum Mohsin. "Application of Neural Networks in Prediction of Software Effort ." Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer, vol. 3, no. 1, 2025.

Zainab Rustum Mohsin. "Application of Neural Networks in Prediction of Software Effort ." Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 3, no. 1 (2025).

Zainab Rustum Mohsin (2025) 'Application of Neural Networks in Prediction of Software Effort ', Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer, 3(1). doi: 10.61132/mars.v3i1.666.

Zainab Rustum Mohsin. Application of Neural Networks in Prediction of Software Effort . Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer. 2025;3(1).

Artikel Terkait

Perancangan Produk Sabun Cuci Piring Cair Berbahan Dasar Buah Lerak

Carla Lovely Laurisa; Shafa Dhiya Ulhaq; Rifky Rifai; Nurjannah Nurjannah

Produksi Daun Gergaji Baja 2 Sisi Tajam, Ukuran 310x30x0,8 mm, Kapasitas 20 Biji/Jam

Rismatul Hasanah; Syamsul Hadi; Gilang Febriyan Mahendra; Muhammad Ilham Sujatmiko; Ahmad Jibril Muqorrobin; Mukhamad Rony Efendi

Pengaruh Ketebalan Core dan Jumlah Layer Skin terhadap Kekuatan Bending Komposit Sandwich Skin Fiberglass dengan Core Kardus Tipe A-Flute

Pires Hanif Palarto; Hilmi Iman Firmansyah

Fabrikasi Peniti Bros Panjang 60 mm, Diameter 0,5 mm, Bahan AISI 1045, Kapasitas 40 Unit/Jam

Adib Fahrur Rozi; Syamsul Hadi; Dava Ilham Ibrahimovic; Muhammad Nashih Taufiqie; Bintang Bimantara Putra Pribadi; Mahesa Haryo Torayoga

Manufaktur Kunci Pas-Kunci Ring M14mm Baja Tempa, Ukuran 200x6,5mm, Kapasitas 20 Biji/Jam

Balena Insan Faza; Syamsul Hadi; Reynaldi Wahyu Ramadhan; Azril Ihza Fahreza; Emir Rashid Hibatullah; Shoultan Rashid Alahuddin

Pengaruh Variasi Beban dan Kecepatan terhadap Arus Motor Hub BLDC pada Sepeda Listrik

Fariz Hernanto Oktafiandri; Eko Yudiyanto
Tren Sitasi Jurnal