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All Journal Journal of World Future Medicine, Health and Nursing Rechtsnormen: Journal of Law
Busatto Marilia
Nanjing Normal University

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Prediction Model for Diagnosing Heart Disease Using Classification Algorithm Risqy Siwi Pradini; Mochammad Anshori; M. Syauqi Haris; Busatto Marilia; Tostes Geraldo
Journal of World Future Medicine, Health and Nursing Vol. 1 No. 2 (2023)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55849/health.v1i2.347

Abstract

Heart disease often causes death if not treated quickly and appropriately. Early diagnosis can prevent more serious complications and treat heart disease patients best. The existence of a disease prediction model can help health workers to diagnose diseases more quickly and accurately. The heart disease prediction model using a classification algorithm is a system built using machine learning techniques. The classification algorithm chosen is NN, Naive Bayes, Random Forest, and SVM because it is the best algorithm for predicting heart disease. This study makes a comparison of the four algorithms using a dataset of 918 instances with 11 features. The result is that the Random Forest algorithm produces the highest accuracy, with 86.8%, and has the best ability to distinguish classes based on the ROC curve.
Analysis of Commander Authorities to Punish subordinate in the Implementation of Disciplinary Legal Sanctions Against Soldiers Who Violate Discipline Regulations Andrew Gerard Batara; R.R. Eko Widy Astuty Sumanto; Busatto Marilia; Tostes Geraldo; Costa Rita
Rechtsnormen: Journal of Law Vol. 1 No. 4 (2023)
Publisher : Yayasan Adra Karima Hubbi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55849/rjl.v1i4.465

Abstract

Background. The application of legal sanctions for soldier discipline within the Indonesian Army is an attempt to minimize the existence of violations that occur among Indonesian Army soldiers. In this case, every commander has the authority to take disciplinary action against every subordinate who violates the law on soldier discipline and immediately reports it to the Ankum concerned. Purpose. This study aims to determine the function of Ankum's (Atasan yang berhak menghukum – commander with the right to punish) authority in the application of disciplinary sanctions for TNI soldiers. To find out the effectiveness of the application of disciplinary legal sanctions to prevent the recurrence of disciplinary law violations of TNI soldiers. Method. This study uses normative research methods, by collecting primary data in the form of interviews with Ankum. And secondary data in the form of laws, books, journals, and related scientific articles. Results. The results of this study, namely Ankum's authority in applying disciplinary sanctions to TNI soldiers by imposing penalties on TNI soldiers who commit disciplinary violations and the behavior of soldier disciplinary violations are influenced by 2 (two) kinds of factors, namely internal and external factors. Ankum must implement effective leadership. Conclusion. The application of legal sanctions for soldier discipline within the Indonesian Army is an attempt to minimize the existence of violations that occur among Indonesian Army Force. In this case, every commander has the authority to take disciplinary action against every subordinate who violates the law on soldier discipline and immediately reports it to the Ankum concerned..
Co-Authors Andrew Gerard Batara Costa Rita M. Syauqi Haris Mochammad Anshori R.R. Eko Widy Astuty Sumanto Risqy Siwi Pradini Tostes Geraldo