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All Journal Ahkam: Jurnal Ilmu Syariah Aquacoastmarine Bestuur 'ADALAH Hunafa: Jurnal Studia Islamika Al-Iqtishad : Jurnal Ilmu Ekonomi Syariah (Journal of Islamic Economics) FIAT JUSTISIA: Jurnal Ilmu Hukum SALAM: Jurnal Sosial dan Budaya Syar-i Jurnal Cita Hukum MAGISTRA: Media Pengembangan Ilmu Pendidikan Dasar dan Keislaman KARSA: Jurnal Sosial dan Budaya Keislaman (Journal of Social and Islamic Culture) Al-Ihkam: Jurnal Hukum dan Pranata Sosial Hijri Dauliyah Journal of Islamic and International Affairs PROSIDING SEMINAR NASIONAL CENDEKIAWAN STAATSRECHT: Indonesian Constitutional Law Journal ETTISAL Journal of Communication JOIV : International Journal on Informatics Visualization Jurnal Ilmiah Hukum LEGALITY SAMARAH: Jurnal Hukum Keluarga dan Hukum Islam Jurnal Ilmiah Al-Syir'ah Al-Jinayah: Jurnal Hukum Pidana Islam Mandala: Jurnal Ilmu Hubungan Internasional NUR EL-ISLAM : Jurnal Pendidikan dan Sosial Keagamaan Jurnal Hukum Samudra Keadilan Journal of Creativity Student Jurnal Justitia : Jurnal Ilmu Hukum dan Humaniora Jurnal Ekonomi dan Kebijakan Publik Indonesia Al-Risalah : Jurnal Studi Agama dan Pemikiran Islam DINAMIKA GLOBAL : JURNAL ILMU HUBUNGAN INTERNASIONAL JHR (Jurnal Hukum Replik) Jurnal Tarbiyatuna : Kajian Pendidikan Islam Al Qisthas : Jurnal Hukum dan Politik Indian Journal of Forensic Medicine & Toxicology STAATSRECHT: Indonesian Constitutional Law Journal JOURNAL of LEGAL RESEARCH Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Mimbar Agama Budaya Islamic Banking : Jurnal Pemikiran dan Pengembangan Perbankan Syariah Sosio-Didaktika: Social Science Education Journal Hunafa: Jurnal Studia Islamika Indonesia Sport Journal MAGISTRA: Media Pengembangan Ilmu Pendidikan Dasar dan Keislaman Indonesia Law Reform Journal (ILREJ) Depik Jurnal Ilmu-Ilmu Perairan, Pesisir dan Perikanan Al-Karim: International Journal of Quranic and Islamic Studies AQUACOASTMARINE: Journal of Aquatic & Fisheries Sciences Jurnal Hukum Islam Depik Jurnal Ilmu-Ilmu Perairan, Pesisir, dan Perikanan Mavisha: Law And Society Journal Al-Risalah Jurnal Studi Agama dan Pemikiran Islam Dame Journal of Law Al-Infaq : Jurnal Ekonomi Islam Mizan: Journal of Islamic Law al Hairy | Journal of Islamic Law
Yunus, Nur Rohim
Universitas Islam Negeri Syarif Hidayatullah Jakarta
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Public Health Social Sciences Other

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Journal : JOIV : International Journal on Informatics Visualization

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Classification of Industrial Relations Dispute Court Verdict Document with XGBoost and Bidirectional LSTM Wicaksono, Galih Wasis; Nur Oktaviana, Ulfah; Noor Prasetyo, Said; Intana Sari, Tiara; Hidayah, Nur Putri; Yunus, Nur Rohim; Al-Fatih, Solahudin
JOIV : International Journal on Informatics Visualization Vol 7, No 3-2 (2023): Empowering the Future: The Role of Information Technology in Building Resilien
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/joiv.7.3-2.2373

Abstract

Industrial relations disputes (Perselisihan Hubungan Industrial (PHI)) are essential to examine because these disputes represent unbalanced bargaining positions between workers and corporations. On the other hand, there are many PHI documents, so they need to be classified and distinguished from other types of other decisions for other types of civil cases. PHI decisions document can be accessed openly from a special directory of civil courts. This ruling has similarities with other decisions regarding consumer protection or bankruptcy. This study used 450 documents consisting of 255 PHI court decisions and 255 non-PHI court decisions. This study takes the case as a classified part. We use several feature extractions and three methods: Support Vector Machine (SVM), Extreme Gradient Boosting (XGBoost), and Bidirectional Long Short-Term Memory (Bi-LSTM). For SVM and XGBoost classifier, we utilize Frequency-inverse document frequency (TF-IDF). Another classifier needs word embedding Glove Wikipedia Indonesian with a dimension size of 50. Various experiments conducted found that the best classification results used Bi-LSTM with Gloves. This classification has 100% accuracy without overfitting. We found the second result using XGBoost with parameters optimized using random search, while the lowest accuracy results were obtained using the SVM method. The accuracy of the classification results in this study can impact the availability and quality of open legal knowledge that can be utilized by society and for future research.
Co-Authors A Salman Maggalatung, A Salman abd rahman dahlan Abdurahman Abdurrahman Abdurrauf Abdurrauf Abu Tamrin Achmad Irwan Hamzani Afidah Wahyuni, Afidah Afrinal Afrinal Agustin, Suciati Ahmad Mukri Aji Al-Fatih, Solahudin Aliyeva Patimat Shapiulayevna Andri Gunawan Andri Gunawan Anggraeni, RR Dewi Anggraeni, RR. Dewi Annissa Rezki Annissa Rezki Annissa Rezki Annissa Rezki Annissa Rezki Annissa Rezki Aravik, Havis Arif Mohamad Azhar Annas Arrois, Syaiful Makhi Ula Asep Syarifuddin Hidayat, Asep Syarifuddin Atep Abdurofiq, Atep Azizah Azizah Bambang Ali Kusumo Dianna Primadianti Dien Noviany Rahmatika Disemadi, Hari Sutra Dwi Putri Cahyawati, Dwi Putri Dwi Sulastyawati Dwi Sulastyawati Dwi Sulastyawati Dwi Sulastyawati, Dwi Eleven Saputra Faiqatul Husna Fajar, Abbas Sofwan Matlail Fathinuddin Fathinuddin Fifik Wiryani Fitria Esfandiari Fitriyani Zein Fitriyani Zein Frida Aprillia Wahjudi Gilang Rizki Aji Putra Hamlan Andi Baso Malla Harahap, Putri Ramadayanti Harefa, Meilinda Suriani Harisah, Harisah Havis Arafik Helvis, Helvis Herlina, Ratna Hikmatiar, Erwin Husna, Faiqatul Ida Susilowati Ika Ika Atikah Indithohiroh, Rosa Intana Sari, Tiara Irfan Hielmy Irwan Irwan karmawan karmawan Khaeruddin Yusuf Kusniawati, Kusniawati Latipah Nasution Latipah Nasution Lubis, Rahmad Mahmudi, Abdul Halim Malla, Hamlan Andi Baso Mara Sutan Rambe Mardhotillah, Ananda Mery Noviyanti Mesraini Mesraini Muhammad Ali Hanafiah Selian Muhammad Ishar Helmi, Muhammad Ishar Muhammad Nasser Muhammad Sholeh MUHAMMAD SHOLEH Muhammad Sholeh Mukhlas, Umlina Mukhlas, Umlina Muttaqin, Ahmad Izza Najih, Mokhammad Nasution, Latipah Noor Prasetyo, Said Novi Rizka Amalia Nur Oktaviana, Ulfah Nur Putri Hidayah Nurul Ummah Permata Mei Kartika Pramuja, Imam Purnama, Desi Putra, Gilang Rizki Aji Raihani, Fina Refly Setiawan Rezki, Annissa Rohmah, Siti Ngainnur Rosdiana Rosdiana Rulia Feriera Saptaning Ruju Paminto Setiawan, Refly Shapiulayevna, Aliyeva Patimat Shapiulayyevna, Aliyeva Patimat Sholahuddin Al-Fatih SIAGIAN, AMRIZAL Siregar, Kamaluddin Sitanggang, Jonatan Pardamean Siti Marwiyah Siti Nurhalimah Siti Nurhalimah Siti Nurhalimah Siti Romlah Siti Romlah Siti Romlah Suhendar Suhendar Suhendar Suhendar, Suhendar Surya Anoraga Syarifah Gustiawati Mukri Taryono Taryono Taryono Taryono Tavia Yuga Ayutia Trini Diyani Trini Diyani Waluyo, St Budi Wicaksono, Galih Wasis Yan Kahnovich Yunasril Ali Yusman Yusman Yusman, Yusman Yusuf, Khaeruddin Zahrotunnimah Zahrotunnimah Zein, Fitriyani