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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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Optimizing Clustering of Indonesian Text Data Using Particle Swarm Optimization Algorithm: A Case Study of the Quran Translation
Telematika
Vol 17
, No 1
(2024)
The Quran considered the holy book for Muslims, contains scientific and historical facts affirming Islam's truth, beauty, and influence on human life. Consequently, the Quran text and its translations are valuable sources for text mining research, particularly for studying the interrelationship of its verses. One approach to grouping objects using certain algorithms is clustering, with K-Means Clustering being a prominent example. However, clustering results are often suboptimal due to the rando...
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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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Penyuluhan Bahaya Seks Bebas terhadap Kalangan Remaja di SMK Gelora Jaya Nusantara Medan Sumatera Utara
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 2
, No 1
(2024)
Wrong relationships influence sexual behavior, especially among teenagers. Casual sex is a relationship between a man and a woman that does not involve marriage. To prevent this from happening, the role of parents is very important. However, in reality, many parents feel that their children do not receive enough attention due to busy schedules and limited supervision time, so that many teenagers have problems. Apart from that, environmental influences (peers) can have a negative impact. The aim...
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GAMBARAN PENGGUNAAN ANTIBIOTIK DI APOTEK JAVA FARMA, TELUKAN, GROGOL, SUKOHARJO.
Jurnal Ilmiah Sains dan Teknologi
Vol 6
, No 01
(2024)
Berdasarkan laporan WHO dalam Antimicrobial resitance : Global report on Surveillance menunjukan bahwa Asia Tenggara memiliki angka tertinggi dalam kasus resistensi antibiotik di dunia, khususnya infeksi yang disebabkan oleh Staphylococcus aureus yang resisten terhadap Methicillin, sehingga mengakibatkan menurunnya fungsi antibiotik tersebut. Hasil penelitian pasien cenderung menggunakan antibiotik tanpa resep dokter dengan tingkat pengetahuan pasien yang minim dan sebagain besar pasien me...
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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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Penguatan Legalitas Produk Pangan Halal Pada UMKM Menuju Terwujudnya Ketahanan Pangan
Jurnal Agrifoodtech
Vol 2
, No 2
(2024)
The improvement of food resilience in Indonesia, especially in the context of Micro, Small, and Medium Enterprises (UMKM) household industries, is a primary focus to achieve optimal food resilience. This write-up is a literature review related to the empirical phenomenon surrounding the issue of halal food products, discussing the strengthening of the legal aspects of halal food products in MSME household industries as a strategic step towards optimal food resilience. Halal food products are an...
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The Use of Google Translate and U-Dictionary as Machine Translation for Translating Text: EFL College Student’s Preference and Perceptions
ETERNAL: English Teaching Journal
Vol 15
, No 1
(2024)
Several studies have investigated the effects of using Google Translate and U-Dictionary on translation products for English as a foreign language (EFL) student. However, students' preferences regarding these two machines’ translation for translating texts in EFL translation classes in Indonesia still seem relatively few and have not been much explored. This research aimed to determine which machine translation EFL college students prefer for translating their text. This study used a qualitative...
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Pemanfaatan Teknologi Informasi, Literasi Keuangan, Modal Usaha dan Kreativitas dalam Mencapai Business Sustainability pada Mahasiswa Wirausaha
Widiastuti, Ekaningtyas
; (SINTA ID : 6152351, Universitas Jenderal Soedirman)
; Simin, Simin
; Listiowati, Emyliana
; Nikmah, Filda Khoirun
Probisnis
Vol 17
, No 1
(2024)
Penelitian ini bertujuan untuk menguji pemanfaatan teknologi informasi, literasi keuangan, modal usaha, dan kreativitas dalam mancapai business sustainability pada Mahasiswa Wirausaha Universitas Jenderal Soedirman. Metode pengumpulan data yang digunakan berupa kuisioner. Teknik pengambilan sampel dalam penelitian ini adalah Convenience sampling. Analisis data menggunakan program SPSS dengan metode Regresi Linear Berganda. Sampel yang dihasilkan sebanyak 99 responden mahasiswa berwirausaha. Hasi...
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PERANCANGAN DAN IMPLEMENTASI ENCODER DAN DECODER CRC-16 BERBASIS TABEL LOOKUP PADA ARDUINO
IT-Explore: Jurnal Penerapan Teknologi Informasi dan Komunikasi
Vol 3
, No 1
(2024)
Deteksi kesalahan pada data yang dikirimkan melalui saluran komunikasi sangat penting untuk mendapatkan data yang akurat dan sistem komunikasi yang handal. Salah satu kode yang populer dan banyak digunakan sebagai kode pendeteksi kesalahan adalah Cyclic Redundancy Check (CRC). Penelitian ini bertujuan untuk merancang dan mengimplementasikan encoder dan decoder CRC-16 dengan polinomial 0x8005 pada platform Arduino IoT. Penghitungan nilai CRC-16 dilakukan menggunakan algoritma yang memanfaatkan ta...
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