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Ghulam Asrofi Buntoro
Universitas Muhammadiyah Ponorogo
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Journal : Dinamika Informatika

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ANALISIS SENTIMEN HATESPEECH PADA TWITTER DENGAN METODE NAÏVE BAYES CLASSIFIER DAN SUPPORT VECTOR MACHINE Buntoro, Ghulam Asrofi
Dinamika Informatika Vol 5, No 2 (2016): Jurnal Dinamika Informatika Volume 5 Nomor 2
Publisher : Universitas PGRI Yogyakarta

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Abstract

Today, social media, especially Twitter have enormous influence to the success or ruin the image of a person. Many movements are carried out in social media, especially Twitter, all of which can influence its success. There is a movement that aims good there is also a movement with malicious purposes, namely hatred to others. Usually the movement on Twitter was done using the hashtag (#), the latest movement there tagar Hatespeech (#HateSpeech), viewed from the name is already clear that hate speech. This study analyzes the hashtag proficiency level, all justified by the hashtag was the sentiment of hate. The classification process in this study using the method of classification Naive Bayes classifier (NBC) and Support Vector Machine (SVM) with the data preprocessing using tokenisasi, cleansing and filtering. The data used are in Indonesian tweet with the hashtag HateSpeech (#HateSpeech), with the number of datasets as much as 522 tweets were distributed evenly into two sentiments HateSpeech and GoodSpeech. The highest accuracy of results obtained when using the method of classification Support Vector Machine (SVM) with tokenisasi unigram, stopword list Indonesian and emoticons, with the average value reached 66.6% accuracy, precision value of 67.1%, 66.7% recall value TP value rate of 66.7% and 75.8% rate the value TN.
Co-Authors Abdillah, Muhammad Sholihul Adhi Dharma Wibawa, Adhi Dharma Agung Purniawan Agung Purniawan, Agung Ain, M. Fadyanto Handynur Aji, Lintang Purnomo Al-Rizki, Muhammad Farid Iqbal Aliyadi Aliyadi Aminuddin, Wildan Muhammad Anas Nurgito Angga Prasetyo Annas, Rafi Nur Anwar, Nur Wahid Khoirul Arifin, Rizal Arifin, Rizal Astuti, Arin Yuli Atok Setiyawan Bahrudin, Ilham Bagus Bambang Sudarmanta Charisma Audia Maghribi Didik Riyanto Didik Setiawan Dimas Aditya Dimas Nando Putro Widodo Dwiyono Ariyadi Dwiyono Ariyadi Dwiyono Ariyadi Dwiyono Ariyadi, Dwiyono Dyah Mustikasari Emi Wulandari Fahmi, Anas Fahrurozi, Fahrurozi Fauzan Masykur Habiby, Jawwad Sulthon Hanafi, Afip Choirul Hantoro, Ismal Bil Heru Prasetya Ida Widaningrum, Ida Indah Puji Astuti Indah Puji Astuti Indah Puji Astuti Indah Puji Astuti INDAH PUSPITASARI KUNTANG WINANGUN Kuntang Winangun Mahendra, Rigo Febby Miftakhul Arifin Moh Bhanu Setyawan Muh Ardiansyah Muhammad Farid Iqbal Al-Rizki Muhammad Furqon Fadli Munaji Munaji Munaji, Munaji Ningrum, Dewi Puspita Nizar Faisal Hakim Prasetya, Angga Hadi Prasetyo, Yogi Prayitno, Ringga Albi Putri Alief Siswanto Rachmad Mahendrajaya Ramadhani, Prio Adi Rico Agus Prasetyo Ridho Rahman Hariadi Riki Widiantoro Robi Etdji Pangestu Roikhatul Jannah Sabilla, Shoffi Izza Salman Al Farisi, Salman Al Saputro, Arfindo Adimas Eko Septyana, Dinda Syarifuddin, Ikwan Tinovia Prasetyo Tomi Wingga Pratama vidyastari, rhesma intan Wati, Riana Wawan Kusnawan Widiantoro, Riki Winardi, Yoyok Wirawanto, Yusron Yahya, Muhammad Fachrul Yoga Prasetia Yonatama, Ilham