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Journal : Journal of Information Systems Engineering and Business Intelligence

Pendekatan Kesamaan Semantik dan Struktur dalam Kasus Penggunaan untuk Mendapatkan Kembali Spesifikasi Kebutuhan Perangkat Lunak Ferdika Bagus Permana; Daniel Oranova Siahaan
Journal of Information Systems Engineering and Business Intelligence Vol. 2 No. 2 (2016): October
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (672.98 KB) | DOI: 10.20473/jisebi.2.2.57-66

Abstract

Abstrak— Di dalam pengembangan perangkat lunak berskala besar, terdapat jumlah dokumen kebutuhan perangkat lunak yang sangat banyak dalam sekali proses elisitasi yang mungkin dihasilkan untuk domain yang berbeda dari setiap tim pengembang. Dokumen-dokumen ini mungkin digunakan kembali untuk mengurangi biaya dan waktu guna pengembangan perangkat lunak berikutnya. Oleh karena itu dibutuhkan suatu mekanisme untuk mendapatkan dokumen tersebut kembali yang sesuai dengan kebutuhan pengguna secara efektif dan efisien.Makalah ini mengusulkan suatu pendekatan kesamaan semantik dan struktur dalam deskripsi kasus penggunaaan guna mendapatkan kembali dokumen spesifikasi kebutuhan perangkat lunak. Dari kasus penggunaan yang didapatkan kembali tersebut kemudian dibuat suatu urutan atau ranking kesamaan kasus penggunaan berdasar suatu threshold yang telah didapatkan berdasar nilai kesepakatan tertinggi dengan pakar pada proses pengujian.Pendekatan menggunakan kesamaan semantik pada kata dan kalimat ini merupakan pendekatan yang diajukan sebagai pengganti dari pendekatan sebelumnya yaitu menggunakan term frequency dan keyword atau kata kunci. Metode ini diujicobakan pada percobaan dengan menggunakan 20 kueri deskripsi kasus penggunaan. Tiga skenario yang berbeda disusun untuk menginvestigasi nilai threshold yang ideal, mengetahui perbedaan hasil atau result set dengan pendekatan sebelumnya dan untuk mengetahui efek kombinasi struktur deskripsi kasus penggunaan pada masukan kueri terhadap hasil kueri yang didapatkan. Kata Kunci—Temu Kembali Kasus Penggunaan, Kesamaan Semantik, Sistem Temu Kembali InformasiAbstract— In software industry, there are tremendous number of software requirements documents in effect of large scale of software development. These collections of software requirements documents can be reused in order to cut off the development time and reduce the cost. There is a need to retrieve one or more of those documents which is suitable with the user’s specifications for the new software development. So, if we can retrieve many similar software requirements to a new project, development process will be less costly and less error because the retrieved software requirements can be tailored to the new case with fewer modifications. This paper presents a methodology to retrieve software requirements documents using structured base of use case description semantic similarity computation. Each element of query use case description will be calculated with the use case description in the collections or repository. The semantic similarity score is used to rank the use case in the collections and to retrieve the requirement documents to be used in the new software project development. We introduce a semantic similarity computation approach as a substitute of term frequency and keyword approach. We validate the usefulness of our method through the experiment using 20 cases. Three experiment scenarios are presented to investigate the ideal threshold value, the retrieval result differences with previous approach and to find out the effect of various combinations of structural query to the retrieval result.Keywords— Use Case Retrieval, Semantic Similarity, Information Retrieval 
A Systematic Literature Review of Student Assessment Framework in Software Engineering Courses Reza Fauzan; Daniel Siahaan; Mirotus Solekhah; Vriza Wahyu Saputra; Aditya Eka Bagaskara; Muhammad Ihsan Karimi
Journal of Information Systems Engineering and Business Intelligence Vol. 9 No. 2 (2023): October
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/jisebi.9.2.264-275

Abstract

Background: Software engineering are courses comprising various project types, including simple assignments completed in supervised settings and more complex tasks undertaken independently by students, without the oversight of a constant teacher or lab assistant. The imperative need arises for a comprehensive assessment framework to validate the fulfillment of learning objectives and facilitate the measurement of student outcomes, particularly in computer science and software engineering. This leads to the delineation of an appropriate assessment structure and pattern. Objective: This study aimed to acquire the expertise required for assessing student performance in computer science and software engineering courses. Methods: A comprehensive literature review spanning from 2012 to October 2021 was conducted, resulting in the identification of 20 papers addressing the assessment framework in software engineering and computer science courses. Specific inclusion and exclusion criteria were meticulously applied in two rounds of assessment to identify the most pertinent studies for this investigation. Results: The results showed multiple methods for assessing software engineering and computer science courses, including the Assessment Matrix, Automatic Assessment, CDIO, Cooperative Thinking, formative and summative assessment, Game, Generative Learning Robot, NIMSAD, SECAT, Self-assessment and Peer-assessment, SonarQube Tools, WRENCH, and SEP-CyLE. Conclusion: The evaluation framework for software engineering and computer science courses required further refinement, ultimately leading to the selection of the most suitable technique, known as learning framework. Keywords: Computer science course, Software engineering course, Student assessment, Systematic literature review
Co-Authors Aang Kisnu Darmawan Abd. Rasyid Syamsuri Achmad An'im Fahmi Achmad, Fariz Adi Kurniawan Aditya Eka Bagaskara Ahmad Saikhu Ahmadiyah, Adhatus Solichah Ainatul Maulida Akbar, Rizky Januar Albert Bungaran Manik Amalia, Rosa Amien Widodo Andi Besse Firdausiah Andini Prastiwi Andrias Meisyal Yuwantoko Anggraini, Ratih Nur Esti Ansyah, Adi Surya Suwardi Anwari Anwari Anwari, Anwari Arif Djunaidy Arif Susanto Arif Wibisono Asyrofi, Raka Baskoro, Fajar Bawamenewi, Yuliaman Busro Umam Cahya Bagus Sanjaya Chastine Fatichah Dady Khairul Imam Damanik, Juli Yanti Darnoto, Brian Depandi Enda Desepta Isna Ulumi Divi Galih Prasetyo Putri Dzhalila, Dzhillan Eko Prasetyo Evi Triandini F.X. Arunanto Fachrul Pralienka Bani Muhamad Fachrul Pralienka Bani Muhamad Fajar Baskoro Fajar Baskoro Fatimatus Zulfa Ferdika Bagus Permana FX Arunanto Ghipari, Maulana Halawa, Enggi Hamidi, Mohammad Zaenuddin Hoiriyah Hoiriyah Hoiriyah, Hoiriyah I Gede Suardika I Made Mika Parwita Imam Kuswardayan Indra Kharisma Raharjana Irfandianto, Taqarra Rayhan Irsyad Arif Mashudi Istighfar, Muhammad Bagus Ivan Agung Pandapotan izqi Paradisiaca , Brian R Karimi, Muhammad Ihsan Karolita, Devi Kusuma, Selvia Ferdiana Luh Putu Ary Sri Tjahyanti Mauladani, Furqon Mirotus Solekhah Mohammad Nazir Arifin Muhamad, Fachrul Pralienka Bani Muhammad Dery Rahma Muhammad Ihsan Karimi Mutia Rahmi Dewi Nafi', Abdun Nafingatun Ngaliah Nanang Fakhrur Rozi Nugroho, Tri Yulianto Nuralamsyah, Bintang Nurul Fajrin Ariyani Nurul Jannah Pasaribu, Monalisa Patricia Gertrudis Manek Peter Gelu Pratama Wirya Atmaja Putra Kurniawan, Arya Putri, Rahmi Rizkiana Rahmi Rizkiana Putri Rakhmat Arianto Ramadhani, Nia Rasi Aziizah Andrahsmara Reza Fauzan Reza Fauzan Richard Alvin Sianturi Riduwan, Muhammad Risnauli Sumiati Sinaga Riyanarto Sarno Rizky Januar Akbar Royke Wenas Rully Soelaiman Rully Soelaiman Safitri, Winda Ayu Samosir, Hernawati Sari Sahadi, Fitria Vera Sarwosri Sarwosri Sarwosri Sarwosri Sarwosri Satrio Agung Wicaksono Shiddiqi, Ary Mazharuddin Siahaan, Gabriel Silaban, Monica Sinaga, Hasan Siti Rochimah Sitohang, Francisko Situmorang, Andreas Supriyanto, Ricky Tiurma Lumban Gaol Tony Dwi Susanto Toshihiro Kita Umam, Busro Umami, Izzatul Umi Yuhana Utomo Pujianto Vriza Wahyu Saputra Welly Purnomo Yuhana, Umi Laili Yuhana, Umi Laili Yunata Dede Pratiwi