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All Journal JURNAL SISTEM INFORMASI BISNIS SUPREMASI: Jurnal Pemikiran, Penelitian Ilmu-Ilmu Sosial, Hukum dan Pengajarannya Proceedings of KNASTIK TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Informatika Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Prosiding SNATIKA Vol 01 (2011) Jurnal sistem informasi, Teknologi informasi dan komputer WARTA Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Komuniti : Jurnal Komunikasi dan Teknologi Informasi Proceeding of the Electrical Engineering Computer Science and Informatics JOIN (Jurnal Online Informatika) ARISTO Syntax Literate: Jurnal Ilmiah Indonesia Abdimas Talenta : Jurnal Pengabdian Kepada Masyarakat Al-Urban: Jurnal Ekonomi Syariah dan Filantropi Islam LINGUISTIK : Jurnal Bahasa dan Sastra Awang Long Law Review Journal of Education, Humaniora and Social Sciences (JEHSS) Journal of English Education and Teaching (JEET) Indonesia Berdaya Jurnal Ilmiah Matematika AMNESTI : Jurnal Hukum Jurnal Pendidikan dan Teknologi Indonesia Jurnal VORTEKS Jurnal Manajemen Pendidikan Al Hadi Jurnal Media Informatika KARYA: Jurnal Pengabdian Kepada Masyarakat Journal of Education Research International Journal of Science and Society (IJSOC) East Asian Journal of Multidisciplinary Research (EAJMR) Sinomika Journal: Publikasi Ilmiah Bidang Ekonomi dan Akuntansi Jurnal Lingkungan Binaan Indonesia Journal of Peasants' Rights Prosiding University Research Colloquium Abdi Teknoyasa Al-Hisbah Jurnal Ekonomi Syariah Literasi: Jurnal Pengabdian Masyarakat dan Inovasi English Education and Applied Linguistics Journal (EEAL Journal) Mitra Abdimas: Jurnal Pengabdian kepada Masyarakat Science and Education Journal Proceeding of International Conference on Special Education in South East Asia Region Socius: Social Sciences Research Journal SmartComp The Indonesian Journal of Computer Science Jurnal PETISI (Pendidikan Teknologi Informasi) Dalihan Na Tolu : Jurnal Hukum, Politik dan Komunikasi Indonesia Jurnal Arsitektur ARCADE Jurnal Sosiologi USK (Media Pemikiran & Aplikasi) Jurnal Legalitas
Husni Thamrin
Universitas Muhammadiyah Surakarta
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Journal : JURNAL SISTEM INFORMASI BISNIS

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Classification of SWOT Statements Employing BERT Pre-Trained Model Embedding Thamrin, Husni; Oktafiani, Dewi; Rasyid, Ibrahim Ihsan; Fauzi, Irfan Miftahul
Jurnal Sistem Informasi Bisnis Vol 14, No 2 (2024): Volume 14 Nomor 2 Tahun 2024
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21456/vol14iss2pp143-152

Abstract

SWOT analysis is a highly effective method for organizations to develop strategic planning and gain widespread adoption by various institutions, industries, and businesses. The importance of SWOT analysis lies in its ability to provide a comprehensive assessment of an organization's internal and external factors. Despite its advantages, there are several challenges in its implementation, such as the challenge to identify the four elements of SWOT and to put statements into their correct position as strength, weakness, opportunity, or threat. This study aims to determine the best SWOT statement classification from a combination of using BERT models as feature extraction technique and compare it with traditional method of TF-IDF. The SWOT statement is input to the model to get a vector as a sentence representation. More similar vector representations indicate the closer meaning of the sentences. The similarity is the basis for the classifier to determine whether a sentence falls into the domain S, W, O, or T. We examined two classification algorithms, namely Support Vector Machine (SVM) and Naïve Bayes Classifier (NBC). Data consists of 635 SWOT statements from study programs of a higher education institution. Five combinations of feature extraction techniques and classification algorithms were tested. The study finds that SBERT model embedding in conjunction with support vector machine classification yield the best performance with an accuracy of 0.73 and an F1-score of 0.738. It outperforms the more traditional method of feature extraction of TF-IDF and other combinations using the Naive Bayes Classifier.
Co-Authors Ady Purna Kurniawan Afdal Afdal, Afdal Agus Makmum Agustinne, Hermince Anggelia Albert Septiawan Aldino Kemal Adi Gumawang Alfitri Alfitri Alwasilah, Senny S. Andika Dutha Bachari Andries Lionardo, Andries Andy Alfatih Angga Maulana Anggito, Anggito Anis Rindiani Annisa, Kahira Arifin, Adil Arrum Laksita Devi Arsyad, Muhammad Lutfi Aryani Ristyabudi Asmara Sari Nasution Atih, Idris Ayu, Wira Indah Bambang Wahyu Susanto Bana Handaga Batubara, Syahril Bella Brylian Berilphizaldi, Editho Binti Jaffri, Nurul Fatiha Br. Sinulingga, Nurhasanah Brylian, Bella Candra, Edward Chanani, Ubaidillah Al Cik Marhayani Cut Nuraini Dalillah, Aupi Darsita Suparno Dedi Ary Prasetya Depari, Jordan River Devi, Arrum Laksita Dewi Ratih, Dewi Dudy, Iwan Endang Wahyu Pamungkas Esti Royani, Esti Eswanto, Eswanto Fachry Abda El Rahman Fahrudin, Muhammad Husni Fatkhurrahman, Zuhdi Fazri, Muhammad Galih Pramuja Inngam Fanani Giwangkoro, Gery Gebyar Gumawang, Aldino Kemal Adi Gunawan Ariyanto Gunawan Sihombing Gusti Pirandy Hamzah Miftakhuddin Hanifah, Heni Harahap , Mari'e Mahfudz Harnady, Kunkun K. Hasibuan, Edi Sarman Hendra Sudrajat Heni Hanifah Heri Kusmanto, Heri Herlambang, Rahmandani Ida Sofiana Ilham Firizkillah Chairul, Muhammad Imanuddin, M. Irfan Miftahul Fauzi Ismail, Gunawan Ismi Kamelia Najib Putri Izzah Chairul, Aqidatul Jan Wantoro Koesoemo Ratih Laili Etika Rahmawati Linanda, Ayu Lionardo, Andreas Lubis, Kurniawan Lubis, Mia Aulina M. Sobri, Kgs. Mahamad, Abd Kadir Mahmudah, Salsabila Nurulfarah Makmum, Agus Mashuri Mashuri Mazdalifah Mazdalifah Meutia, Dewi Misnah Irvita Miyan Banu Setiyawan Mortheza, Dedy Moulita Mubarak, Hari Muhamad, Nu'man Normas Muhammad Luthfi Murtala, Alifah A. Mustain, Akhmad Nabila, Indah Nabila, Yugistia Azma Nadeak, Osin Najib Putri, Ismi Kamelia Nason Nadeak Nasution, Arif Fadillah Nasution, Mohammad Arif Nugroho, Hariyadi Fajar Nuraini Nuraini Nursanthy, Aji Titin Roswitha Oktafiani, Dewi Oktavianus, Andre Pamungkas, Ramadhana Wahid Aji Patricia, Angelica R. Dian Dia-an Muniroh Rahmandani Herlambang Rahmandani Herlambang Rahmat Kurniawan Rahmat Kurniawan Ramadhana Wahid Aji Pamungkas RAMADHANI, ANGGI Rasyid, Ibrahim Ihsan Refiza, Refiza Rezkiany, Miftha Aulia Riana Puspita, Riana Ribeiro, Leonito Ridho, Hatta Ristyabudi, Aryani Ritonga, Fajar Utama Rudi Irawan Rusmana, Erik Saliman, Abdul Rashid Salsabila Nurulfarah Mahmudah Saon, Sharifah Sari Nasution, Devi Maiya Sari, Vanny Yulia Eka Sasmitha, Ikhwa Satria Utama, Wahyu Titis Septiawan, Albert Siagian, Tony Sibaweh, Imam Siburian, Repaldo Sinar Nadhif Ilyasa Singh, Paramjit Singh Jamir Siregar, Onan M Siregar, Zufri Hasrudy Sitorus, Ana Tince Sobirov, Bobur Sudana, Dadang Sukrisno, Wijayono Hadi Sumijan Sumijan Supian Suriadi, Agus Thamrin, Muhammad Arganata Tri Ramadani, Nadila Tuti Andriani Ubaidillah Al Chanani Umi Fadlilah, Umi Utama Ritonga, Fajar Wahyu Titis Satria Utama Wawan Joko Pranoto Winnugroho Wiratman, Manfaluthy Hakim, Tiara Aninditha, Aru W. Sudoyo, Joedo Prihartono Wiratmoko, Galih Wuryanto Wuryanto Yahaya, Mohd Haizzan Yuliana, Irma Zulfikar Siregar, Achmad