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All Journal Jurnal Restikom : Riset Teknik Informatika dan Komputer Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi)
Stevanus Salmon
Universitas Katolik De La Salle Manado
Computer Science & IT

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Implementasi Metode Vector Space Model pada Search Engine Perpustakaan Stevanus Salmon; Debby Paseru; Vivie Kumenap
Prosiding SISFOTEK Vol 4 No 1 (2020): Vol 4 No 1 (2020): SISFOTEK 2020
Publisher : Ikatan Ahli Informatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (604.398 KB)

Abstract

Dinas Perpustakaan dan Kearsipan Daerah Provinsi Sulawesi Utara is a library owned by the provincial government of Sulawesi Utara (Sulut), which provides various sources of information needed by the community such as books or reference documents. Other. This library provides various facilities and services that can be used by the community of Sulut such as searching, reading and borrowing books. Libraries are required to be able to improve their services especially in book Search or documents. The book search process in a library that requires visitors to visit each of the booksets will take a long time. In addition, visitors should also first find the fields or topics of the searched book by visiting the Bookcloset section that corresponds to the field or topic. The lack of information available about books or documents in the library will prevent visitors from finding the information they need. Therefore the library requires a system to simplify the process of searching the book. A book search system that uses the search process by matching keywords and data to the database, will only display the title of the book exactly as the keyword entered on the search form. If the user forgets the details of the title of the book to be searched, it is very difficult to search the book title because the system is unable to display the corresponding title of the book or is relevant to the book title entered on the search form. To be able to display the information or title of the book related or relevant to the title of the book to be searched, will be created a search system of books that use an information retrieval system or the information Retrieval (IR). Information Retrieval (IR) or an info-back system is one way to easily rediscover the information on documents contained in a system. Search engine or search engine is a device that can facilitate the user to obtain information by displaying the search results according to the information that is sought by the user. On this final task will be built search engine libraries that can make it easier for users to rediscover relevant books according to the data sought. This final task applies a Vector Space Model (VSM) method that is one of several methods that can be used in building the System Information Retrieval (IR). The result of this final task is a search engine library by implementing a VSM method that provides the document search feature and provides a complete document or book information in the library. In addition, testing of the application uses recall and precision which results in a value of 1 which shows that the system can find the relevant documents according to the relevant documents in the collection.
Comparison of Vector Space Model and BM25F Methods in Book Search Debby Paseru; Reynaldi Kuera; Stevanus Salmon
Jurnal RESTIKOM : Riset Teknik Informatika dan Komputer Vol 5 No 3 (2023): Desember
Publisher : Program Studi Teknik Informatika Universitas Nusa Putra

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52005/restikom.v5i3.264

Abstract

Pencarian sebuah buku di perpustakaan dapat dilakukan secara mudah jika kita sudah mengetahui judul buku, pengarang, bidang ilmu atau pun penerbit dari buku tersebut sebagai kata kunci. Tanpa kata kunci, pencarian buku akan sulit dilakukan karena pencarian akan membutuhkan waktu dan kita akan mencari buku tersebut di antara ratusan bahkan ribuan buku yang ada meskipun sudah ada katalog atau basis data. Basis data buku yang ada di perpustakaan merupakan gudang data dan untuk memanfaatkan gudang data tersebut, maka dapat digunakan proses temu balik informasi atau information retrieval (IR). Proses temu balik informasi merupakan suatu cara untuk menemukan kembali informasi pada dokumen atau basis data. Terdapat beberapa metode dalam IR ini, seperti inverted index, boolean retrieval, tokenization, stemming and lemmatization, dictionaries, wildcard queries, BM25F dan vector space model (VSM). Penelitian ini telah membandingkan metode vector space model dan BM25F untuk mencari waktu akses tercepat dalam pencarian buku. Data yang digunakan dalam penelitian ini merupakan data semu sebanyak 50 buku. Pengujian dilakukan sebanyak 20 kali terhadap 10 kata kunci yang berbeda dari 50 data buku yang ada. Berdasarkan pengujian yang telah dilakukan, metode Vector Space Model memiliki waktu pencarian yang lebih cepat dibandingkan dengan metode BM25F. Metode VSM menghasilkan rata-rata waktu pencarian 0,002 detik, sedangkan rata-rata waktu pencarian metode BM25F adalah 6,308 detik. Perbedaan waktu yang cukup besar dikarenakan metode MB25F mengharuskan pencarian kata kunci berdasarkan kategori yang ditentukan dulu, sedangkan metode VSM melakukan pencarian langsung kata kunci tanpa penentuan kategori.
Co-Authors Debby Paseru Reynaldi Kuera Vivie Kumenap