Peran Algoritma Stemming Nazief Adriani Dalam Peningkatan Relevansi Pencarian Dokumen

Dewi Soyusiawaty(1*), A Az-Zahra(2),

(1) Universitas Ahmad Dahlan, Yogyakarta, Indonesia
(2) Universitas Ahmad Dahlan, Yogyakarta, Indonesia
(*) Corresponding Author

Abstract


Nazief Andriani's algorithm is a Stemming Algorithm in text-preprocessing as a support in improving Information Retrieval (IR) performance and the process of determining the similarity value of text documents. But in reality, there are still many Information Retrieval systems that do not meet user needs, where to display search results, documents can only be found if the user enters keywords that must be exactly the same or have the same words as the query. The aim of this research is to create a system to improve and recognize keyword variations in the search relevance of thesis documents to meet user needs which will make it easier to search for document titles. The method used in this research was to collect data using 2045 thesis title documents. The method used is Nazief Adriani's Stemming Algorithm to make it easier to categorize document titles with more varied search results. So, for this research stage, a website will be built to increase the relevance of the accuracy of the role of stemming in document searches with research stages including data collection, needs analysis, system design, system implementation and testing, system testing. This system can display document search keywords with varying affix results with Precision test results of 81.7% which shows the quality of how useful this document search system is. and a recall value of 100% which represents the quality of how complete the relevant results are displayed by the search system. With word processing research, searches for thesis document collections will be able to be managed well and improve document search performance which is more varied according to the needs of Informatics students as system users.


Full Text:

PDF

References


Sardjono, M,Wisuda., Cahyanti, Margi., Mujahidin, Maulana. Ariany, Rini., (2018). Pendeteksi Kesamaan Kata untuk judul penulisan Berbahasa Indonesia menggunakan Algoritma Stemming Nazief - Adriani. Sebatik. VOL 22 NO 2 (2018).

Sari, Bunga., Sibaroni, Yuliant., (2019). Deteksi Kemiripan Dokumen Bahasa Indonesia Menggunakan Algoritma Smith Waterman dan Algoritma Nazief & Andriani. Indonesia Jurnal Of Computing. Vol. 4, Issue. 3, Dec 2019.

Widiasri, M., Tjandra, E., Chandra, Lisa Maria., (2017) Peningkatan Kinerja Pencarian Dokumen Tugas Akhir Menggunakan Porter Stemmer Bahasa Indonesia dan Fungsi Peringkat Okapi BM25.TEKNIKA, Volume 6, Nomor 1.

Wirayasa,Putu Merta., Wirawan, Made Agus.,(2019). Adaptasi Algoritma Nazief Adriani untuk Stemming Teks Bahasa Bali. Janapati UNDHISKA.Volume 8, Nomor 1, Maret 2019.

Ahmad, Rahmat., Sasue, Riz Rifai Oktavianus., (2020. Sistem Penilaian Esai Otomatis Menggunakan Algoritma Stemming Nazief Adriani. Politeknik Transportasi Darat Bali. Vol. 1 No. 2 (2020).

Pramudita, Hafiz Ridha., (2018). Penerapan Algoritma Stemming Nazief & Adriani Dan Similarity Pada Penerimaan Judul Thesis. Jurnal Ilmiah DASI.Vol. 15 No. 04 Desember 2018.

Wahyudi, Dwi., Susyanto, Teguh., Nugroho,Didik.,(2017). Implementasi dan Analisis Algoritma Stemming Nazief & Adriani dan Porter pada Dokumen Berbahasa Indonesia. Jurnal Ilmiah SINUS. Vol 15, No 2 (2017).

Manase, Sahat H Simarangkir., (2017). Studi Perbandingan Algoritma - Algoritma Stemming untuk Dokumen Teks Bahasa Indonesia. Jurnal Infokar. Volume 1 No. 1 2017.

Magriyanti, Arie Atwa., (2018). Analisis Pengembangan Algoritma Porter Stemming dalam Bahasa Indonesia. Sekolah Tinggi Elektronika dan Komputer PAT. September 29, 2018.

Martin., Nilawati, Lala., (2019). Recall dan Precision Pada Sistem Temu Kembali Informasi Online Public Access Catalogue (OPAC) di Perpustakaan. Jurnal Komputer dan Informatika Universitas Bina Sarana Informatika. Volume XXI No. 1 Maret 2019.

Setiawan, Hamzahi., (2021). Implementasi Algoritma Fuzzy Topsis Pada Sistem Rekomendasi Beasiswa. Jurnal Sistem Telekomunikasi Elektronika Sistem Kontrol Power Sistem & KomputerVol.1 / No 2.13 Juli, 2021.

Herawan,Agus., Hakim, Patria Rahman., Pamadi, Bambang Sigit.,(2020). Perangkat Lunak Search Engine Citra Satelit LAPAN-A2 dan LAPAN-A3. Jurnal Edukasi & Penelitian Informatika. Vol 6, No 2 (2020).

Guerra, Cecilia., Costa, Nilza., (2020). Can Pedagogical Innovations Be Sustainable? One Evaluation Outlook for Research Developed inPortuguese Higher Education. Education science. 11 November 2021.

Novitasari, Dian., (2016). Perbandingan Algoritma Stemming Porter dengan Arifin Setiono untuk Menentukan Tingkat Ketepatan Kata Dasar. Universitas Indraprasta PGRI. Vol 1, No 2 (2016).

Pratama, Enda Esyudha., (2018). Information Retrieval pada Proses Penyimpanan dan Pencarian Dokumen Digital Menggunakan Metode Text Mining. Seminar Nasional Teknologi Informasi dan Komunikasi (SEMNASTIK). Vol 1 No 1 (2018).

Ariyani, Pipin Farida., Rahmala, Annisa., Juliasari, Noni.,(2019). Implementasi Metode Stemming Tala Dan Fungsi Jaccard Pada Aplikasi Katalog Perpustakaan. Seminar Nasional Inovasi dan Aplikasi Teknologi di Industri 2019. ISSN 2085-421.




DOI: https://doi.org/10.30645/kesatria.v5i1.335

DOI (PDF): https://doi.org/10.30645/kesatria.v5i1.335.g332

Refbacks

  • There are currently no refbacks.


Published Papers Indexed/Abstracted By: