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Sentiment Analysis Of Tourist Reviews Using K-Nearest Neighbors Algorithm And Support Vector Machine Sari, Anita Wulan; Hermanto, Teguh Iman; Defriani, Meriska
Sinkron : jurnal dan penelitian teknik informatika Vol. 7 No. 3 (2023): Article Research Volume 7 Issue 3, July 2023
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/sinkron.v8i3.12447

Abstract

After Indonesia was awarded as a country with extraordinary natural charm, many foreign tourists came to Indonesia. According to the records of the Central Bureau of Statistics for 2020, approximately 5.47 million foreign tourists entered Indonesia. With the large number of foreign tourist visits, the need for tourist attractions is increasing, but finding information is now not difficult. One source of information for finding reviews of tourist attractions is TripAdvisor. On this website, there is a lot of information or reviews about various tourist attractions. However, the number of reviews makes tourists confused about identifying the quality of tourist attractions to be visited, so sentiment analysis needs to be done. Sentiment analysis itself is a technique to extract, identify, and understand sentiments or opinions contained in a text. In this research, two classification methods will be used in sentiment analysis techniques, namely K-Nearest Neighbors (K-NN) and Support Vector Machine (SVM). Besides that, the object of this research will be to focus on the most popular tourist attractions in Indonesia according to Trip Advisor, namely Waterbom Bali, Mandala Suci Wenara Wana, Teras Sawah Tegalalang, Pura Tanah Lot, and Pura Luhur Uluwatu. The purpose of the research is to find out the results of accurate sentiment analysis for the five tourist attractions and compare the two algorithms used. and after testing, it was found that the Support Vector Machine algorithm is superior to the K-Nearest Neighbors algorithm.
The Effect Of Feeding Modification On Changes In The Troponin Level Of Heart Patients In Aster Inpatient Ward Of Dr. Moewardi Regional General Hospital Surakarta Farudin, Ahmad; Sari, Anita Wulan; Fauzia, Marliana Tiwi
Indonesian Basic and Experimental Health Sciences Vol. 12 No. 2 (2024): April
Publisher : Rumah Sakit Umum Daerah Dr. Moewardi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11594/ibehs.vol12iss2pp73-77

Abstract

Background: The heart is an organ that pump blood to the entire body system and draw the blood back into the heart. The inability of the heart to perform its functions is generated by damage to the anatomy or physiology of the heart, which induces various diseases of the cardiovascular system. Cardiovascular disease is the leading cause of death in the world. (Dewanti, I.P, 2014). One in ten deaths in the world is caused by heart disease. This makes heart attacks the leading cause of death in the world every year. One of the criteria for Infarc Myocard Acute (IMA)  diagnosis by World Health Organization (WHO) is an increase in heart enzyme levels. Troponin is one of the heart enzymes that will increase if there is a myocardial cell damage. A study conducted at West Sumatra Main Branch of YJI Heart Specialist Hospital in the period of July 2013 – June 2014, discovered 81 patient data with IMA diagnosis and 37 data with Troponin and ECG examination results. (Primananda, M.L, Syafri, M, and Meinapuri, 2014) Dr. Moewardi Regional General Hospital is one of the hospitals in Surakarta City that has specialized wards for patients with heart disease, one of which is the Aster room. Food intake in heart patients is part of the therapy given. The dietary intake of heart patients treated at Dr. Moewardi Hospital is still below 80% of the target quality of the Nutrition Installation. Low food intake can be instigated by low appetite, a feeling of abdominal bloating. Small frequent feeding portions is one way to increase the feeding intake of heart patients. Based on these circumstances, it is necessary to conduct a study to determine the effect of feeding modification and eating frequency on nutrient intake and changes in troponin level of heart patients in the Aster Ward of Dr. Moewardi Regional General Hospital Surakarta. Purpose of the Study: discovering the description of the effect of feeding modification on changes in troponin level of heart patients in Aster inpatient ward of Dr. Moewardi Regional General Hospital. Method of the Study: It was an analytical description study the study design used in this study was "One Group Pretest-Posttest Design", which is a study design that contains pretest before treatment and posttest after treatment. Thus, it can be more accurately discovered, since it compares the result before and after the treatment is applied Result: The troponin level before the administration of High Protein Low Fat (HPLF) diet was higher compared to the troponin level of respondents who obtained HPLF diet. The highest Pre- and post-treatment troponin levels were > 40,000 ng/mL, while the lowest pre-treatment troponin level was 18 ng/mL, and the lowest post-treatment level was 10 ng/ml. The average difference in troponin levels was the average decrease in pre- and post-troponin tests of 1895.7 ng/ml. Conclusion: The description of the effect of feeding modification on changes in troponin level of heart patients in Aster inpatient ward of Dr. Moewardi Regional General Hospital is as follows: (a) The number of samples in this study is 21 respondents, with 17 men and 4 women. (b) The highest energy intake value of pre-treatment is 1638 calories, the highest intake on the first day of post-treatment is 1845 calories, while on the second day of post-treatment is 1843 calories (c) There is an average decrease in troponin level post-treatment of feeding modification of 1895.7 ng/ml.