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All Journal Jurnal Informatika Proceedings of KNASTIK Techno.Com: Jurnal Teknologi Informasi Jurnal Buana Informatika Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Teknik dan Ilmu Komputer Jurnal Edukasi dan Penelitian Informatika (JEPIN) Journal of Information Systems Engineering and Business Intelligence Jurnal Teknologi dan Sistem Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Pendidikan (Teori dan Praktik) Informatika Pertanian CogITo Smart Journal JUTEI (Jurnal Terapan Teknologi Informasi) Jurnal ULTIMA InfoSys Jurnal ULTIMATICS Share : Journal of Service Learning Jurnal Informatika Jurnal Informatika dan Sistem Informasi Patria : Jurnal Pengabdian Kepada Masyarakat IAIC Transactions on Sustainable Digital Innovation (ITSDI) JUSTIN (Jurnal Sistem dan Teknologi Informasi) Prosiding Seminar Nasional Program Pengabdian Masyarakat Abdimas Altruis: Jurnal Pengabdian Kepada Masyarakat Jurnal Atma Inovasia JP (Jurnal Pendidikan) : Teori dan Praktik Jurnal Pengabdian Teknik dan Ilmu Komputer (PETIK) GIAT: Teknologi untuk Masyarakat SERVIRISMA: Jurnal Pengabdian kepada Masyarakat International Journal of Information Technology and Computer Science Applications (IJITCSA) JuTISI (Jurnal Teknik Informatika dan Sistem Informasi)
Antonius Rachmat Chrismanto
Program Studi Informatika Fakultas Teknologi Informasi Universitas Kristen Duta Wacana Yogyakarta
Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Library & Information Science Materials Science & Nanotechnology Medicine & Pharmacology Public Health Social Sciences Other

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Journal : CogITo Smart Journal

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Text Similarity Analysis for Evaluating Alignment Between Lesson Plans and Teaching Reports Rachmat Chrismanto, Antonius; Sudiarto Raharjo, Willy; Gilang Purnajati, Oscar
CogITo Smart Journal Vol. 11 No. 2 (2025): Cogito Smart Journal
Publisher : Fakultas Ilmu Komputer, Universitas Klabat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31154/cogito.v11i2.976.414-429

Abstract

RPS (Rencana Pembelajaran Semester, or called Lesson Plans) is a class activity planning document in the higher education learning process that includes learning outcomes, methods, learning strategy, and evaluation criteria. It is created by the lecturers in charge of the course and coordinated with the relevant department. This document needs to be monitored throughout the semester for its conformity with the implementation document (Borang Pelaksanaan Perkuliahan (BPP)). It was done manually through our eRPS system, but it requires a lot of effort and precision and is not time-efficient. This research focused on evaluating the effectiveness of several content-based text similarity methods to detect RPS conformity compared with the BPP, or called Teaching Reports document. The Boyer-Moore (B), Rabin-Karp (R), Jaccard (JC), Jaro-Winkler (JW), Smith-Waterman (SW), Knuth-Morris-Pratt (K), Levenehtein cosine similarity (C), Dice (D), Jaro (J), and Soundex (S) algorithms were evaluated in this paper. In the vector-based similarity method, TF-IDF was used. The evaluation of 11 string-matching algorithms across four scenarios demonstrated clear performance trends. Fuzzy algorithms (SW with accuracy 0,845–0,870, and JW with accuracy 0,840-0,850) achieved the highest accuracy in a single row of lecturer scenario, while exact/pattern-based algorithms (B, K, and S with accuracy 0,8625–0,8725) on a combination of all rows of lectures with minimal variance (≈0,005–0,015).  Pre-processing benefits fuzzy algorithms (+2.5%) but is neutral for exact/pattern-based algorithms. The combined scenario improves the exact/phonetic algorithms (+6–7%) but reduces the fuzzy performance algorithm (−10–14%). The optimal thresholds were generally 40–50%, except for JW and J, which were 65%.
Co-Authors Abednego Kristiawan Takaredase Abednego Kristiawan Takaredase, Abednego Kristiawan Aditya Kurniawan Effendi Aditya Wikan Mahastama Ahmad Ashari Aloysius Adhyatma Herfangsyah Andronicus Riyono Anny Kartika Sari Ardhy Chandra Kurniawan Argo Wibowo Argo Wibowo Arnan Dwika Diasmara Astuti, Laksmita Widya Balisa, Delfia Bhernardin Erryco Gagah Pattriskak Blasius Neri Puspika Budi Susanto Budi Susanto Cahyanto, Ruddy Damayanti, Elok Daniel Hutama Putra Danny Sebastian Dea Alverina Delfia Balisa Denna Prestianti Desyandri Desyandri Diasmara, Arnan Dwika Elisabeth Adelia Widjojo Erick Kurniawan Erick Kurniawan Erinda Resha Astanti Gabriella Amelia Prasetyo Gani Indriyanta Gilang Purnajati, Oscar Gloria Virginia Gregorius Titis Indrajaya Gregorius Titis Indrajaya, Gregorius Titis Griffin Theresia R. Halim Budi Santoso Handi Hermawan Hendy Yudhitya Susetya Herlina Lina Hermawan, Handi Hizkia Juan Suryanto Hizkia Juan Suryanto, Hizkia Juan Ignatia Dhian E.K.R. Ignatia Dhian E.K.R., Ignatia Dhian Joko Purwadi Joko Purwadi Jong Jek Siang Jong Jek Siang Junius Karel Tampubolon Junius Karel Tampubolon Karmela Saturnina Mega Wea Karmela Saturnina Mega Wea Katon Wijana Katon Wijana Katon Wijana Katon Wijana Kristanto G, Steven Kristian Adi Nugraha Kristian Adi Nugraha Kurniani, Kezia Trifena Lemmuela Alvita Kurniawati, Lemmuela Alvita Lucia Dwi Krisnawati Lukas Chrisantyo Lukas Chrisantyo Lukas Chrisantyo Matahari Bhakti Nendya Matahari Bhakti Nendya, Matahari Bhakti Meldy Saimon Pinontoan Mikhael Meier Nathaniel Clarence Haryanto Nugroho Agus Haryono Pinontoan, Meldy Saimon Raden Gunawan Santosa Rama Novta Miraldi Ratih Alfionita Restyandito Rini, Maria Nila Anggia Rosa Delima Ruddy Cahyanto Sebastian, Danny Sefia Chandra Selvy Welianto Sudarma, Wayan Edi Sudiarto Raharjo, Willy Susilo, Anton Sylvia Putri Gunawan Tanujaya, Yoel Togatorop, Joiner Tennye Ariel Verianto, Eko Voni Yuniati Wahju Satria Wibowo Waworuntu, Ghea Natasya Pingkan Wayan Edi Sudarma Widi Tamtama, Gabriel Indra Wilbert Wilbert Willy Ristanto Willy Sudiarto Willy Sudiarto Raharjo Willy Sudiarto Raharjo Willy Sudiarto Raharjo Yanuar Budi Prasetyo Yohanes Suyanto Yuan Lukito Yuan Lukito Yunita Sari