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Comparative Analysis of Classification Methods in Sentiment Analysis: The Impact of Feature Selection and Ensemble Techniques Optimization
Defit, Sarjon
; Universitas Putra Indonesia “YPTK” Padang
; Windarto, Agus Perdana
; STIKOM Tunas Bangsa
; Alkhairi, Putrama
; STIKOM Tunas Bangsa
Telematika
Vol 17
, No 1
(2024)
Optimizing classification methods (forward selection, backward elimination, and optimized selection) and ensemble techniques (AdaBoost and Bagging) are essential for accurate sentiment analysis, particularly in political contexts on social media. This research compares advanced classification models with standard ones (Decision Tree, Random Tree, Naive Bayes, Random Forest, K-NN, Neural Network, and Generalized Linear Model), analyzing 1,200 tweets from December 10-11, 2023, focusing on "Indones...
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14 Sitasi
Optuna Based Hyperparameter Tuning for Improving the Performance Prediction Mortality and Hospital Length of Stay for Stroke Patients
Tikaningsih, Ades
; Universitas Amikom Purwokerto
; Lestari, Puji
; Universitas Amikom Purwokerto
; Nurhopipah, Ade
; Universitas Amikom Purwokerto
; Tahyudin, Imam
; (Scopus ID: 56764427700, Universitas Amikom Purwokerto)
; Winarto, Eko
; RSUD Banyumas Polyclinic Neural
; Hassa, Nazwan
; RSUD Banyumas Polyclinic Neural
Telematika
Vol 17
, No 1
(2024)
Cardiovascular disease (CVD) stands as the foremost contributor to worldwide mortality, with strokes as part of significant CVD. Research on potential mortality risks and hospitalizations for stroke patients became crucial as a basis for evaluation to improve the quality and control of stroke patient services. Although machine learning technology has been widely used in health data analysis, understanding the relative performance and characteristics of machine learning (ML) models is still limit...
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Dataset Analysis and Feature Characteristics to Predict Rice Production based on eXtreme Gradient Boosting
Journal of Computing Theories and Applications
Vol 1
, No 3
(2024)
Rice plays a vital role as the main food source for almost half of the global population, contributing more than 21% of the total calories humans need. Production predictions are important for determining import-export policies. This research proposes the XGBoost method to predict rice harvests globally using FAO and World Bank datasets. Feature analysis, removal of duplicate data, and parameter tuning were carried out to support the performance of the XGBoost method. The results showed excellen...
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33 Sitasi
Pengaruh Penambahan Jamur Kuping Hitam (Auricularia Polytricha) Terhadap Sifat Kimia dan Organoleptik Nugget Ikan Tongkol Abu-Abu (Thunnus Tonggol)
Jurnal Agrifoodtech
Vol 2
, No 2
(2024)
Fish nuggets are a food that is quite popular with people because they contain high nutrition. Addition of black ear mushrooms to gray tuna nuggets to increase nutritional value and crude fiber content and acceptability. This study aims to determine the effect of the correct concentration of black ear fungus on chemical and organoleptic properties. This research was conducted using a completely randomized design method (CRD) with 4 treatments at the concentration of addition of black ear fungus...
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Identifikasi Uji Mutu Dan Sensori Kopi Bubuk
Jurnal Agrifoodtech
Vol 2
, No 2
(2024)
Coffe is one the plantation commodities that has high economic value and plays an important role as a source of foreign exchange for the country. The purpose of this study was to examine the quality test, tp determine whether there was a difference and to determine the content of water content, ash, alkalinity of the ash, coffee extract, caffeine and mineral Zinc (Zn) as well as the sensory test on ground coffe that met the requirements based on SNI 01-3542-2004. This research consisted of two r...
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Pelatihan Pembuatan Gasnish Minuman dan Tumpeng Bagi Siswa/siswi SMK
Jurnal Pengabdian Kepada Masyarakat
Vol 1
, No 1
(2024)
Learning in making food and drink garnishes has been integrated into the vocational school curriculum, but there is a problem faced by students when the learning process for making garnishes in class X takes place online due to the Covid-19 pandemic. This condition results in the minimal ability of students to make garnishes. Based on this background, the proposed training for making drink garnishes and tumpeng were really needed by these students. The methods used in training for making drink g...
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PELAKSANAAN UNDANG-UNDANG NOMER 25 TAHUN 2009 DAN UNDANG-UNDANG NO 8 TAHUN 2016 BAGI PEMENUHAN HAK AKSESBILITAS PENYANDANG DISABILITAS DALAM PENYELENGGARAAN PELAYANAN PUBLIK DI KANTOR PERTANAHAN KOTA SURAKARTA
Dinamika Hukum
Vol 14
, No 3
(2024)
The government issued Law Number 25 of 2009 and Law 8 of 2016 Law on Persons with Disabilities, in the context of services, fulfilling human rights and freedoms for persons with disabilities, efforts must be made in order to fulfill their rights by being able to organize public services inclusive and quality in accordance with the principles of public service delivery This research method uses normative and empirical research based on legal facts originating from the substance of laws and regula...
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IMPLEMENTASI PERATURAN KEPOLISIAN NEGARA REPUBLIK INDONESIA NOMOR 8 TAHUN 2021 TENTANG PENANGANAN TINDAK PIDANA BERDASARKAN KEADILAN RESTORATIVE: Studi Kasus Restorative Justice Tindak Pidana Secara Bersama-Sama Melakukakan Kekerasan Yang Dilakukan Oleh Anak Di Sat.Reskrim Polres Pati
Dinamika Hukum
Vol 14
, No 3
(2024)
JURIDICAL ANALYSIS OF THE AUTHORITY OF COMMODITIES TRADING SUPERVISORY AGENCY (BAPPEBTI) TOWARDS FUTURES TRADE CUSTOMERS IN INDONESIA
Dinamika Hukum
Vol 14
, No 3
(2024)
Futures brokers also on their sites or online platforms often commit violations by making promises that are prohibited by the regulations in the field of Futures Trading. For this, the customer needs legal protection, because the violation causes losses for the customer. This study aims to analyze the forms of authority of the Regulatory Body (BAPPEBTI) in commodity futures trading and to analyze the forms and processes of legal protection of customers in futures trading activities at Commodity...
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GREEN OPEN SPACE PLANNING OF SURAKARTA CITY: Based On Surakarta City Regional Regulation Number 4 of 2021 Concerning Surakarta City Spatial Plan 2021-2041
Dinamika Hukum
Vol 14
, No 3
(2024)
The purpose of this study is to examine and analyze the spatial planning of Surakarta City based on Surakarta City Regional Regulation Number 4 of 2021 concerning Surakarta City Spatial Plan 2021-2041 on the Procurement of Proportional Green Open Space in Surakarta. Reviewing and analyzing what obstacles occur in the spatial planning of Surakarta City based on Surakarta City Regional Regulation Number 4 of 2021 concerning Surakarta City Spatial Plan 2021-2041 on the Procurement of Proportional G...
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