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All Journal Al Naqdu: Jurnal Kajian Keislaman Journal of Data Science Methods and Applications Al Naqdu: Jurnal Kajian Keislaman
EGI SAFITRI
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Religion Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Education Engineering Library & Information Science Social Sciences

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CERAI GUGAT AKIBAT PERKAWINAN PAKSA (STUDI KASUS PERKARA NOMOR. 1189/Pdt.G/2021/PA.Sbr DALAM PERSPEKTIF PSIKOLOGI KELUARGA) ESA THAHARA; EGI SAFITRI; Masyhari
Al Naqdu Vol 2 No 1 (2021): FEBRUARI 2021
Publisher : IAIC (Institut Agama Islam Cirebon)

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Abstract

Abstrack Marriage is not just a union between a man and a woman, but also unites steps and common goals so that domestic life can run well with minimal conflict. Marriage must also be carried out on the basis of the willingness of both parties without any element of coercion from anywhere. The method used in this study is qualitative, the main source of information is the related case files that the author obtained when carrying out field experience practices at the Sumber Religion Court. The results of this study indicate that this divorce occurred because the Plaintiff, who initially already had a lover, was in the end forced to marry the Defendant who was 21 years older than the Defendant. Therefore, the marriage which initially went well, then gradually worsened because the Plaintiff's heart still could not accept the Defendant. Keywords: Divorce, Forced Marriage, Psychology
CERAI GUGAT AKIBAT PERKAWINAN PAKSA (STUDI KASUS PERKARA NOMOR. 1189/Pdt.G/2021/PA.Sbr DALAM PERSPEKTIF PSIKOLOGI KELUARGA) ESA THAHARA; EGI SAFITRI; Masyhari
Al Naqdu Vol 2 No 1 (2021): FEBRUARI 2021
Publisher : UI Cirebon (Universitas Islam Cirebon)

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Abstract

Abstrack Marriage is not just a union between a man and a woman, but also unites steps and common goals so that domestic life can run well with minimal conflict. Marriage must also be carried out on the basis of the willingness of both parties without any element of coercion from anywhere. The method used in this study is qualitative, the main source of information is the related case files that the author obtained when carrying out field experience practices at the Sumber Religion Court. The results of this study indicate that this divorce occurred because the Plaintiff, who initially already had a lover, was in the end forced to marry the Defendant who was 21 years older than the Defendant. Therefore, the marriage which initially went well, then gradually worsened because the Plaintiff's heart still could not accept the Defendant. Keywords: Divorce, Forced Marriage, Psychology
Evaluasi dan Perbandingan Metode XGBoost dan LightGBM Dalam Deteksi Dini Penyakit Alzheimer Muhammad Rezky Adytama; Egi Safitri; Asmaul Dwi Akbar; Nicholas Svensons; Raka Sebastian Musin
Journal of Data Science Methods and Applications Vol. 2 No. 1 (2026)
Publisher : Program Studi Sains Data - Institut Informatika dan Bisnis Darmajaya

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Abstract

Early detection of Alzheimer’s disease is a key step in slowing disease progression and improving patients’ quality of life. This study evaluates and compares the performance of the XGBoost and LightGBM algorithms in diagnosing Alzheimer’s disease, using a longitudinal dataset comprising 2.149 subjects. The dataset underwent meticulous preprocessing, including handling missing data, feature selection, and duplicate data removal, to ensure data reliability. Model evaluation was conducted based on accuracy, precision, recall, F1-score, and Mean Squared Error (MSE) metrics. The results demonstrate that the LightGBM algorithm outperforms XGBoost, achieving an accuracy of 87%, precision of 87%, recall of 85%, F1-score of 85%, and an MSE of 0.12. The advantages of LightGBM include computational efficiency and the ability to handle large-scale data, making it more effective than XGBoost. This study provides guidance on selecting the optimal algorithm for clinical applications, enabling more effective early interventions to mitigate the adverse impacts of Alzheimer’s disease.
Co-Authors Asmaul Dwi Akbar ESA THAHARA Masyhari Muhammad Rezky Adytama Nicholas Svensons Raka Sebastian Musin