Analisis Perilaku Remaja Melakukan Seks Pra-Nikah Di Jawa Timur Menggunakan Cart Dengan SMOTE-N-ENN Dan ADASYN-N (Analisis Lanjut SKAP Jawa Timur 2018) [PDF]
, 2020 Pembahasan mengenai seks pra-nikah sering dianggap tabu, padahal efek yang ditimbulkan sangat besar. Di Jawa Timur, angka seks pra-nikah pada 2018 naik 1,4%, yakni dari 0,2% menjadi 1,6% (Badan Kependudukan dan Keluarga Berencana Nasional, 2018).
Wening, Kinanthi Sukma
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APAROS: A Clustering-Based Hybrid Approach for Handling Overlapped Regions in Imbalanced Datasets
IEEE AccessIn many real-world datasets, the class distribution is often highly imbalanced, and minority class samples are located within the majority regions, leading to significant overlap.
Annam Nandini +3 more
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Intelligent MedicineBackground: Bacterial vaginosis is a polymicrobial syndrome in which the homeostasis exerted by the Latobacillus species that protect the vaginal mucosa has been lost.
Freddy de la Cruz-Ruiz +3 more
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HEART DISEASE PREDICTION USING MACHINE LEARNING CLASSIFIERS WITH VARIOUS BALANCING TECHNIQUES [PDF]
Proceedings on Engineering SciencesHeart disease or Cardiovascular illness is the most prevalent cause of mortality globally. The challenge of predicting heart illness using clinical data analytics is considerable.
Uzama Sadar +4 more
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Improvement of Bank Fraud Detection Through Synthetic Data Generation with Gaussian Noise
TechnologiesBank fraud detection faces critical challenges in imbalanced datasets, where fraudulent transactions are rare, severely impairing model generalization. This study proposes a Gaussian noise-based augmentation method to address class imbalance, contrasting
Fray L. Becerra-Suarez +2 more
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Improving Vehicle Payment Method Classification Using XGBoost with SMOTE and SHAP Interpretation
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)Class imbalance in vehicle payment method classification can cause predictive models to become biased toward the majority. This study aims to build a classification model for automotive consumer payment methods using Extreme Gradient Boosting (XGBoost ...
Dedi Trisnawarman, Reza Mahendra
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A cloud‐based hybrid intrusion detection framework using XGBoost and ADASYN‐Augmented random forest for IoMT [PDF]
Internet of Medical Things have vastly increased the potential for remote patient monitoring, data‐driven care, and networked healthcare delivery. However, the connectedness lays sensitive patient data and fragile medical devices open to security threats
Karim SamadZamini +3 more
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Discover DataCoronary artery disease (CAD) is a common heart condition that leads to numerous deaths. The standard diagnostic tool for CAD, coronary angiography, is expensive, time-consuming, and carries harmful side effects.
Atiyeh Pahlevani +4 more
doaj +1 more source
Banking customer churn prediction using random forest based on Smote and Adasyn approach
Tạp chí Phát triển và Hội nhậpCustomer Churn is now becoming a significant problem in the banking sector. It is necessary to seek solutions to predict the rate of customer churn in banks; however, the dataset for customer churn prediction in banks is imbalanced.
Cong Thanh Tran
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Integration of Random Forest, ADASYN, and SHAP for Diabetes Prediction and Interpretation
Scientific Journal of InformaticsPurpose: Diabetes is a chronic disease with a globally rising prevalence. Early detection of individuals at risk is essential to prevent long-term complications. This study aims to develop a diabetes prediction model that not only achieves high classification accuracy but also provides transparent explanations of the factors influencing its predictions.
Hozana Aulia +2 more
openaire +1 more source