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All Journal Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Ilmiah Kursor Scan : Jurnal Teknologi Informasi dan Komunikasi EMITTER International Journal of Engineering Technology Sistemasi: Jurnal Sistem Informasi Sinkron : Jurnal dan Penelitian Teknik Informatika JURNAL MEDIA INFORMATIKA BUDIDARMA SMARTICS Journal Jurnal TAM (Technology Acceptance Model) Jurnal Eksplora Informatika IJEBD (International Journal Of Entrepreneurship And Business Development) Jurnal RESISTOR (Rekayasa Sistem Komputer) JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) IJEEIT : International Journal of Electrical Engineering and Information Technology SPIRIT JUKANTI (Jurnal Pendidikan Teknologi Informasi) Mobile and Forensics Jurnal Teknik Elektro Uniba (JTE Uniba) Jurnal Ilmiah Intech : Information Technology Journal of UMUS e-NARODROID Nusantara Science and Technology Proceedings ETNIK : Jurnal Ekonomi dan Teknik Jurnal Saintekom : Sains, Teknologi, Komputer dan Manajemen International Journal Of Computer, Network Security and Information System (IJCONSIST) Jurnal Teknoif Teknik Informatika Institut Teknologi Padang Malcom: Indonesian Journal of Machine Learning and Computer Science Insand Comtech : Information Science and Computer Technology Journal Jurnal Sistem Cerdas dan Rekayasa Seminar Nasional Ilmu Terapan Jurnal Pendidikan Teknologi Informasi (JUKANTI) Modem : Jurnal Informatika dan Sains Teknologi Jurnal TAM (Technology Acceptance Model)
Slamet Winardi
Fakultas Ilmu Komputer, Universitas Narotama
Agriculture, Biological Sciences & Forestry Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Neuroscience Other

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Journal : EMITTER International Journal of Engineering Technology

 1 
Unsupervised Twitter Sentiment Analysis on The Revision of Indonesian Code Law and the Anti-Corruption Law using Combination Method of Lexicon Based and Agglomerative Hierarchical Clustering Nur Restu Prayoga; Tresna Maulana Fahrudin; Made Kamisutara; Angga Rahagiyanto; Tahegga Primananda Alfath; Latipah; Slamet Winardi; Kunto Eko Susilo
EMITTER International Journal of Engineering Technology Vol 8 No 1 (2020)
Publisher : Politeknik Elektronika Negeri Surabaya (PENS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24003/emitter.v8i1.477

Abstract

The rejection on ratification of the revision of Indonesian Code Law or known as RKUHP and Corruption Law raises several opinions from various perspectives in social media. Twitter as one of many platforms affected, has more than 19.5 million users in Indonesia. Twitter is one of many social media in Indonesia where people can share their views, arguments, information, and opinions from all points of view. Since Twitter has a great diversity of users, it needs a system which is designed to determine the opinion tendency towards the problems or objects. The purpose of this study is to analyze the sentiment of Twitter users' tweets to reject the revision of the Law whether they have positive or negative sentiments using the Agglomerative Hierarchical Clustering method. The data that being used in this study were obtained from the results of crawling tweets based on hashtag (#) (#ReformasiDikorupsi). The next stage is pre-processing which consists of case folding, tokenizing, cleansing, sanitizing, and stemming. The extraction features Lexicon Based and Term Frequency (TF) which performs the process automatically. In the clustering stage, two clusters use three approaches; single linkage, complete linkage and average linkage. In the accuracy calculation phase, the writer uses the error ratio, confusion matrix, and silhouette coefficient. Therefore, the results are quite good. From 2408 tweets, the highest accuracy results are 61.6%.
Co-Authors Achmad Rizal Adijaya, Indra Yudha Afif, Khoiril Agung Surya Agustinus Bimo Gumelar Ahmad Khozin Al-Azam, Moh Noor Alamsyah, Gharisa Nur Alfriyani, Ega Pratama Angga Rahagiyanto Anik Vega Vitianingsih Anindito, Benediktus Antonius Edy Kristiyono Ardiansyah Rizal Tama Arief Budijanto Arumsari, Andini Dwi Aryo Nugroho Bayu Saputra Bayu Saputra Benediktus Anindito Benediktus Anindito Benediktus Anindito Benediktus Anindito Budi Santoso Budijanto, Arief Dadang Supriyatno Darian Rizaludin Didik Dwi Suharso Didik Tristianto Dwi Suharso, Didik Eka Yuandi, Rizky Fauzi, Chamdan Febrian Rusdi, Jack Hendra Purnomo, Hendra Hendri Kurniawan Hendro Purnomo I Gede Susrama Mas Diyasa I Gede Susrama Masdiyasa I Made Purbhawa I Wayan Teresna, I Wayan Immah Inayati, Immah Kadek Amerta Yasa Kamisutara, Made Kuncoro . Kunto Eko Susilo Kunto Eko Susilo Latipah Latipah Lidya Maukar, Anastasia M. Adonis Machrudin, Moch Ashar Mas Diyasa, I Gede Susrama Moh. Noor Al-Azam Muchayan, Achmad Muhamad Nur Arifin Muhammad Alvie Zaimuddin MUHAMMAD FARID ANDY THREE ANSYAH Muhammad Husnul Hakim Novi Putri Rahayu Lestari Novy Dwi A Nur Restu Prayoga Nurul Fajar Setiawan Prastyo, Herru Putra Selian, Rasyid Ihsan Putra, Fredy Pradana Rafiq, Ainur Rangsang Purnama Rico Dwi Saputra Rofiqi, Mohamad Akhsan Salmanarrizqie, Ageng Sandi Ifan Maulana Sri Mulyanto Herlambang Sri Wiwoho Mudjanarko, Sri Wiwoho Sugeng Purwanto Sulianto Bhirawa Sumerta Yasa, I Made Suryani, Dedik Suryo, Philipus Tahegga Primananda Alfath Tresna Maulana Fahrudin Tresna Maulana Fahrudin Wahyu Mulyo utomo Wahyu Mulyo Utomo Wahyu S.J. Saputra Wijaya, I Made Agus Chandra Yudi Kristyawan Yulius Satmoko Raharjo Yunior, Kevin Heryadi Zulkifli, Che Zalina