Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Bulletin of Electrical Engineering and Informatics

Improving sentiment reviews classification performance using support vector machine-fuzzy matching algorithm Vivine Nurcahyawati; Zuriani Mustaffa
Bulletin of Electrical Engineering and Informatics Vol 12, No 3: June 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v12i3.4830

Abstract

High dimensionality in data sets is one of the challenges faced in classification, data mining, and sentiment analysis. In the data set, many dimensionalities require effort to simplify. Many of these dimensionalities have a major impact on the complexity and performance of the algorithms used for classification. Various challenges were encountered, including how to determine the optimal combination of pre-processing techniques, how to clean the dataset, and determine the best classification algorithm. This study uses a new approach based on the combination of three powerful techniques which are: tokenizing-lowercasing-stemming (for series of preprocessing), support vector machine (SVM) for supervised classification, and fuzzy matching (FM) for dimensionality reduction. The proposed model was realized using 3 different datasets, namely Amazon product review, movie review, and airline review from Twitter. This study provides better findings than the previous results. Improved performance is generated by SVM combined with FM, resulting in 96% accuracy. So that the SVM-FM combination can be said to be the best combination for sentiment analysis on the given data set.
Co-Authors A. B. Tjandrarini Abrar, Muhammad Abyan Akbar Indroyono Achmad Arrosyidi Achmad Ghozaly Adhitya Aryaputra Ashari Adinda Salsabila Juwita Afifa, Anisa Noor Agus Cahyono Agus Dwi Churniawan Agus Dwi Churniawan, Agus Dwi alfarisi, muhammad fernando alfarisi, muhammad fernando Alifi, Yusron Alit Widana Putra, I Gusti Ngurah Amalia, Rosi Nanda Amalia, Rosi Nanda Amirul Mukminin Ananda Rizky Kurniawan Angelina, Kristin Angelina, Novi Dewi Anggraini, Nuriva Anindya, Nurvina Leila Anindya, Nurvina Leila Anjik Sukmaaji Annisa Rahayu Bekti Nagari Apriliani Nur Afifah Ari Setyo Budiono Ariansyah, Yudha Putra Ariansyah, Yudha Putra Arifin Puji Widodo Arista Arista Arista, Arista Arista, Arista Arridho, Umair Mustaurid Arridho, Umair Mustaurid Asari, Riski Imam Asari, Riski Imam Ashari, Adhitya Aryaputra Audhy Virabri Kressa Ayuningtyas Ayuningtyas Ayuningtyas Azura, Wahyu Novia Izza Badai Satria Nugraha Bahesa, Belly Purna Bahesa, Belly Purna Bambang Hariadi Belly Purna Bahesa Berliando, Zuilham Ongky Berlita Tri Cahyaningasri Bia Ardy Permana Budi Wiranata Sihombing Budiharjo, Yusuf Budiharjo, Yusuf Budiono, Ari Setyo Budiono, Ari Setyo Cahyaningasri, Berlita Tri Cahyaningasri, Berlita Tri Casmina, Casmina Chaidhir Ichsan, Muhammad Daffa Tyan Putro Dany Subiantara Devy Wulandari dewi, diva rosalina dewi, diva rosalina Dhany, Umar Dhya Sari Dicky Pratama Putra Ra'uf Dimas Priambodo Dinda Anggraini Puspita Sari Doddy Asmadi Jafar Edo Yonatan Koentjoro Efendi, Luvi Eka Hirinda Zulfa Endra Rahmawati Endra Rahmawati Erga Ivan Saputra Erisaputra, Purba Ernanto, Nikolas Baru Ernanto, Nikolas Baru Erwin Soetomo Erwin Sutomo Erwin Sutomo Erwin Sutomo Fandi Setyo Prambudi Fani, Arganata Alif Fattah, Abdurrahman Fattah, Abdurrahman Faudi, Bayu Rachmanda Febi Kadarianto Fendy Gerry Foe Finna Puspitasari FIRRARI KUSUMA WARDANI Foe, Fendy Gerry Foe, Fendy Gerry Ghozaly, Achmad Hadi Prawiro, Irfan Handayani, Mey Handayani, Mey Handika Setiawan Hangga Yuda Rozaqi Hartati, Sulis Janu Hartati, Sulis Janu Haryanto Tanuwijaya Henry Bambang Setyawan Henry Bambang Setyawan Huda, Muchlis Alkhoiruli Hutomo, Kaisha Satrio Noor Hutomo, Kaisha Satrio Noor I Dewa Made Adi Baskara Joni I Made Swasta Adiputra Imaddudin Al- Asfahani Iman, Much. Okky Nur Indahyati, Iin Irfandi, Bagus Istiqomah, Belgis Medina Jafar, Doddy Asmadi Jafar, Doddy Asmadi Januar Wibowo Julianto Lemantara Jusak Jusak Jusak Jusak Jusak, DR. Jusak, DR. Juwita, Adinda Salsabila Kadarianto, Febi Kadarianto, Febi Kaisha Satrio Noor Hutomo Khotimah, Dewi Ayu Khusnul Khotimah, Dewi Ayu Khusnul Kressa, Audhy Virabri Kressa, Audhy Virabri Krisna, Ockytavia Nila Krisna, Ockytavia Nila Kurniawan, Ananda Rizky Kurniawan, Candra Dwi Putra Kusumo, Kevin Layla Qodary Zalyhaty Lebdaningrum, Kristin Luvi Efendi M. J. Dewiyani Sunarto M. J. Dewiyani Sunarto M. Putra Nur Rahman Mardiyah, Dewi Rahayu Mardiyah, Dewi Rahayu Marina Tri Milasari Martinus Sony Erstiawan Maulana, Yoppy Mirza Mey Handayani Miftah, Muhammad Hoiril Miftah, Muhammad Hoiril Milasari, Marina Tri Milasari, Marina Tri Mintarum, Melati Mahandani Mochamad Asyari Putra Pratama Mochamad Imam Mahudi Rohmansyah Mochammad Arifin Mochammad Arifin Mochammad Arifin Mohammad Andre Agazi Muchammad Andinouval Ramadhani Muchlis Alkhoiruli Huda Muhamad Nizar Taufani Muhamad Risqiwahid Muhammad Abrar Muhammad Abrar Muhammad Alfa Fawwaz Muhammad Hoiril Miftah Muhammad Ilhamil Mi Roj Muhammad Ramzi Mujayanto, Radik Rosyadi Nagari, Annisa Rahayu Bekti Nagari, Annisa Rahayu Bekti Nikolas Baru Ernanto Ningsih, Norma Nugraha, Badai Satria Nugraha, Firmansyah Rizkiawan Nur Afifah Handayani Nuriva Anggraini Pantjawati Sudarmaningtyas Pebriantono, Pebriantono Pebriantono, Pebriantono Perdani, Novita Perdani, Novita Permana, Dian Bagus Eka Praditya, Khofifa Pramesti, Shelvi Damayana Pramijas, Danica Audi Oryza Pramijas, Danica Audi Oryza Prasetyo, Mochamad Yudi Prasetyo, Mochamad Yudi Pratama, Ardo Yoga Priambodo, Dimas Priambodo, Dimas Puji Wahyu Ningsih Puspitasari, Finna Putra Aditya, Wigananda Firdaus Putra, Akbar Wibowo Putra, Samuel Hasaja Putra, Samuel Hasaja Putro, Daffa Tyan Ra'uf, Dicky Pratama Putra Ra'uf, Dicky Pratama Putra Rafly, Muhammad Raharjo, Ahmad Rizal Syafikri Rahman, M. Putra Nur Rahmawati, Endra Ramadhani, Muchammad Andinouval Ramadhani, Muchammad Andinouval Ramzi, Muhammad Ramzi, Muhammad Ratu, Ayu Sitho Resmy Ravika Ayu Ashari Ricky Alexander Bianco Riyondha Aprilian Brahmantyo Riyondha Aprilian Brahmantyo Rohmansyah, Mochamad Imam Mahudi Rosi Nanda Amalia Safitri, Rahma Nimas Samuel Hasaja Putra Saputra, Ibnu Pratama Adi Saputro, Arief Dwi Saputro, Arief Dwi Sari, Dhya Sari, Dhya Sari, Dinda Anggraini Puspita Sari, Hanifa Rosyida Sasongko, Ikhsan Ardi Septarian, Alif Zakariya Septarian, Alif Zakariya Setiajie, Aditya Putra Setiajie, Aditya Putra Setiawan, Handika Setyawan, Mohammad Oby Maulana Setyawan, Mohammad Oby Maulana Sholihah, Maharani Bilqis Sholihah, Maharani Bilqis Sicillya Setya Jayani Santosa Sihombing, Budi Wiranata Sihombing, Budi Wiranata Sri Suhandiah Subiantara, Dany Subiantara, Dany Sukrawan, Pande Gede Sukrawan, Pande Gede Sulistiowati Sulistiowati Sulistiowati Sulistiowati Sulistiowati Suparman, Falerianus Hendratno Suparman, Falerianus Hendratno Syalwa, Reynalda Vonna Tan Amelia Taufani, Muhamad Nizar taufiqurrahman, naufal as'ad taufiqurrahman, naufal as'ad Teguh Sutanto Tiowati, Sulis tiowati, Sulis Titik Lusiani Tony Soebijono Tony Soebijono Tri Sagirani Tutut Wurijanto Tutut Wurijanto Umair Mustaurid Arridho Valentinus Roby Hananto Wahyuningtyas, Nunuk WARDANI, FIRRARI KUSUMA Wulandari, Devy Wulandari, Fitri dwi Wulandari, Fitri dwi Wulandari, Sri Hariani Wulandari, Sri Hariani Wulandari, Sri Hariani Eko Yoppy Mirza Maulana Yoppy Mirza Maulana Yundari, Yundari Yusuf Budiharjo Zuilham Ongky Berliando Zuriani Mustaffa Zuriani Mustaffa