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All Journal JATI (Jurnal Mahasiswa Teknik Informatika) Ekonomi Syariah, Perbankan, Hukum, dan Sistem
Sulaeman, Muhammad
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Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Law, Crime, Criminology & Criminal Justice

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KLASIFIKASI KONDISI FISIK MOBIL BEKAS MENGGUNAKAN ALGORITMA NEURAL NETWORK (NN) Sulaeman, Muhammad; Arie Wijaya, Yudhistira
JATI (Jurnal Mahasiswa Teknik Informatika) Vol. 8 No. 2 (2024): JATI Vol. 8 No. 2
Publisher : Institut Teknologi Nasional Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/jati.v8i2.9020

Abstract

Penelitian ini fokus pada penilaian kinerja model Neural Network dalam membedakan kondisi fisik mobil bekas berdasarkan dataset dari Showroom Jual Beli Mobil Bekas CV. Mulya Sejahtera Motor. Metode yang digunakan dalam penelitian ini menggunakan algoritma neural network. Pengukuran dilakukan menggunakan metrik Area Under the Curve (AUC) dengan fokus khusus pada kelas "Baik". Dalam penelitian ini menghasilkan performance akurasi 98.52%. Hasil evaluasi menunjukkan tingkat keberhasilan yang sangat tinggi, dengan nilai AUC mencapai 0.992. Skor ini mendekati nilai sempurna (1), menggambarkan kemampuan model dalam membedakan antara mobil bekas dalam kondisi "Baik" dan kondisi lainnya. Model Neural Network mampu memprediksi dengan akurat kelas "Baik" dengan tingkat keakuratan yang signifikan. Meskipun AUC memberikan gambaran keseluruhan yang sangat positif, penelitian ini merekomendasikan validasi lebih lanjut menggunakan metrik lain seperti akurasi, presisi, recall, dan F1-score untuk mendapatkan gambaran komprehensif tentang kinerja model. Analisis lebih lanjut terhadap kesalahan model, pengoptimalan data untuk memastikan representasi yang seimbang dari setiap kelas, serta pertimbangan pengembangan lanjutan, diusulkan untuk memperbaiki dan meningkatkan model. Temuan ini memberikan kontribusi positif terhadap pengembangan aplikasi model Neural Network dalam mendukung industri jual beli mobil bekas. Keakuratan tinggi dalam membedakan kondisi fisik mobil dapat memberikan manfaat signifikan bagi pelanggan dan penjual, meningkatkan kepercayaan dalam proses pembelian dan penjualan kendaraan bekas.
ANALISIS PUTUSAN PENOLAKAN GUGATAN CERAI AKIBAT KETIDAKHADIRAN SAKSI DAN BUKTI PERSELISIHAN Wahyudi, Uway; Zaenudin, Muhamad; Sulaeman, Muhammad; Sarmadi, Ahmad; Susilo, Agung
Ekonomi Syariah : Perbankan, Hukum & Sistem Vol 1 No 1 (2023): Ekossistem Vol 1 Number 1 (2023)
Publisher : Yasi Learning Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17605/ege8ch91

Abstract

The ideal objective of marriage under marriage law is to form a happy and lasting family. However, in reality, the number of divorce cases in the Indonesian legal system remains high. Divorce not only requires legally justifiable grounds under statutory regulations but also demands sufficient and convincing evidence in court. This study analyzes Decision Number 926/Pdt.G/2023/PN.Tng concerning the dismissal of a divorce petition due to the absence of witnesses and lack of evidence of marital discord. The main issue is the Plaintiff's failure to prove continuous disputes and quarrels as grounds for divorce under Article 19(f) of Government Regulation No. 9 of 1975. This normative legal research adopts a case study approach and employs Gustav Radbruch's Legal Certainty Theory as the grand theory. The findings reveal: first, the Panel of Judges properly dismissed the lawsuit as the Plaintiff failed to meet the burden of proof under Article 163 HIR. Second, the position of witnesses is imperative and determinative; the absence of witnesses renders allegations of disputes unproven. Third, administrative documentary evidence is irrelevant to prove marital discord, while the Defendant's evidence actually demonstrates household harmony. Fourth, the legal consequences include the preservation of marital status, denial of child custody and support, and imposition of court costs. This decision affirms that evidentiary requirements in divorce proceedings are strict, and legal certainty necessitates the non-transferable fulfillment of the burden of proof. Legal socialization, affirmative policies ensuring access to justice, and a Supreme Court Regulation (PERMA) as guidelines for evidentiary standards in divorce cases are essential to achieve uniformity in court decisions.
Co-Authors Muhamad Zaenudin, Muhamad Sarmadi, Ahmad Susilo, Agung Wahyudi, Uway Yudhistira Arie Wijaya