Stroke Prediction Using Machine Learning Method with Extreme Gradient Boosting Algorithm

Based on data obtained from WHO, stroke is a disease that ranks as the second most deadly disease. The cause of a stroke is when a blood vessel is hit or ruptured, resulting in a part of the brain not getting the blood supply that carries the oxygen it needs, leading to death. By utilizing technology in the health sciences, especially in the health sector, machine learning models can adjust and make it easier for users to predict certain diseases. Previous studies have had problems with low accuracy when used in healthcare. The purpose of this research is to increase accuracy by proposing the application of one of the ensemble learning algorithms, namely the Xtreme Gradient Boosting algorithm. This stroke prediction research uses the Xtreme Gradient Boosting Algorithm; the application of this method with split data Training data and 70/30 test data, 70% of the training data is 3582, 30% of the test data is 1536, and the results are 96% accuracy with these results having good results. This study increase accuracy in predicting stroke cases and get better accuracy than previous studies

Kajian Kebisingan dan Dampaknya terhadap Masyarakat di Jalan Basuki Rahmat Kabupaten Tabalong

This research has the purpose to know the relation among age variable, stay duration, distance between house and the road, house area , material of house wall, roof, ceiling/plafond, number of inhabitant, environment condition (patron tree), noise level about noise complaint. Analytical research method with design of Cross Sectional, implemented in three political district administration, they are Tanjung Subdistrict, Agung Subdistrict, and Hikun subdistrict. The result of research refers that there are relations among stay duration, distance between house and the road, environment condition (patron tree), traffic noise level about noise complaint for people. Patron tree and traffic noise level have a big contribution toward the complaint of people, they are easy to be angry, disturb a concentration in doing something, sleepless, disturb a rest if the door is opened. Concluded that the people in along of Basuki Rahmat street, Tanjung subdistrict, Tabalong regency have noise complaint cause of traffic