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All Journal Sinkron : Jurnal dan Penelitian Teknik Informatika SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan
Syahputra, Rahmat
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Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Nursing Public Health Social Sciences Other

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SVM and Naïve Bayes Algorithm Comparison for User Sentiment Analysis on Twitter Syahputra, Rahmat; Yanris, Gomal Juni; Irmayani, Deci
Sinkron : jurnal dan penelitian teknik informatika Vol. 6 No. 2 (2022): Articles Research Volume 6 Issue 2, April 2022
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/sinkron.v7i2.11430

Abstract

With the emergence of the Peduli Protect application, which is used by the government to monitor the spread of Covid-19 in Indonesia, it turns out to be reaping the pros and cons of public opinion on Twitter. From this phenomenon, a research was conducted by mapping the sentiment analysis of twitter users towards the Peduli Protect application. This study aims to compare two classification algorithms that are included in the supervised learning category. The two algorithms are Support Vector Machine (SVM) and Naïve Bayes. The two algorithms are implemented in analyzing the sentiment analysis of twitter user reviews on the Peduli Protect application. The dataset used in this research is tweets of twitter users with a total of 4,782 tweets. Then, compared to how much accuracy and processing time required of the two algorithms. The stages of the method in this research are: collecting data from user tweets with a crawling technique, preprocessing text, weighting words using the TF-IDF method, classification using the SVM and Naïve Bayes algorithm, k-fols cross validation test, and drawing conclusions. The results showed that the accuracy of the SMV algorithm with the k-fold test method was 86% and the split 8020 technique resulted in an accuracy of 79%. Meanwhile, the Naïve Bayes algorithm produces an accuracy of 85% with k-fold, and an accuracy of 80% with a split 8020. From these results it can be concluded that both algorithms have the same level of accuracy, only different in processing time, where Naïve Bayes algorithm is faster with time required 0.0094 seconds.
PENANAMAN SIKAP NASIONALISME MELALUI PELATIHAN PASKIBRA DAN UPACARA BENDERA 17 AGUSTUS DESA TAHAI JAYA Najah, Triwid Syafarotun; Naufal, Rahmad; Mahmudah, Rifaatul; Fajariani, Devi Julia; Nurjannah, Syarifah; Rahmah, Tasya Aulia; Khumairah, Silvani; Arofathur, Digdoyo; Setiyawati, Siska; Pratama, Lara Putri; Syahputra, Rahmat
SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Vol 7, No 4 (2023): Desember
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jpmb.v7i4.19176

Abstract

ABSTRAKTulisan ini memiliki tujuan untuk mempublikasikan hasil pengabdian kepada masyarakat yang dilaksanakan oleh Kelompok 77 Kuliah Kerja Nyata (KKN) IAIN Palangka Raya di desa Tahai Jaya, Kecamatan Maliku, Kabupaten Pulang Pisau. Dalam tulisan ini mendeskripsikan mengenai penanaman sikap nasionalisme melalui pelatihan Paskibra dan Upacara Bendera 17 Agustus di Desa Tahai Jaya. Metode yang digunakan dalam pengabdian ini yaitu Diskusi, Koordinasi Persiapan Pelatihan Paskibra dan Pelaksanaan Pelatihan Paskibra. Hasil dari tulisan pada pelatihan ini menunjukkan bahwa; (1) Penanaman sikap nasionalisme tersebut dapat dilakukan melalui pelatihan fisik dalam paskibra dan pembentukan mental dalam menenanamkan sikap nasionalisme. Bentuk latihan fisik yang diterapkan kepada anggota paskibra Desa Tahai Jaya meliputi dua bentuk pelatihan, antara lain Peraturan Baris Berbaris (PBB) dan latihan formasi. Adapun pembentukan mental yang dilakukan dengan dua metode, yaitu pembiasaan dan keteladanan yang merupakan nilai dan sikap yang menjadi tolak ukur nasionalisme. (2) Penanaman sikap nasionalisme melalui pelaksanaan Upacara Bendera 17 Agustus juga memiliki peran dalam menanamkan sikap nasionalisme. Hal ini sesuai dengan makna upacara bendera, yaitu untuk mengekspresikan rasa cinta tanah air dan penghormatan atas pengorbanan para pahlawan yang telah gugur demi kemerdekaan Indonesia. Kata kunci: paskibra; upacara bendera; nasionalisme ABSTRACTThis paper aims to publish the results of community service carried out by the IAIN Palangka Raya Community Service Group (KKN) in Tahai Jaya Village, Maliku District, Pulang Pisau Regency. This paper describes the cultivation of nationalism through Paskibra training and the 17 August Flag Ceremony in Tahai Jaya Village. The methods used in this research are Discussion, Coordination of Paskibra Training Preparation and Implementation of Paskibra Training. The results of this paper on training indicate that; (1) The cultivation of the attitude of nationalism can be done through physical training in paskibra and mental formation in instilling the attitude of nationalism. The form of physical training applied to members of the Tahai Jaya Village paskibra includes two forms of training, including Marching Regulations (PBB) and formation training. The mental formation is carried out with two methods, namely habituation and exemplary, which are the values and attitudes that become the benchmark for nationalism. (2) The cultivation of nationalism through the implementation of the August 17 Flag Ceremony also has a role in instilling nationalism. This is in accordance with the meaning of the flag ceremony, which is to express love for the country and respect for the sacrifices of the heroes who have died for Indonesia's independence.Keywords: paskibra; flag ceremony; nationalism
Co-Authors Arofathur, Digdoyo Fajariani, Devi Julia Irmayani, Deci Khumairah, Silvani MAHMUDAH, RIFAATUL Naufal, Rahmad Nurjannah, Syarifah Pratama, Lara Putri Rahmah, Tasya Aulia Setiyawati, Siska Triwid Syafarotun Najah, Triwid Syafarotun Yanris, Gomal Juni