M., Akbar As Shiddiqi and A, Sanmarino (2023) Vector space model-based information retrieval systems at South Sumatera Regional Libraries. Journal of Computer Science Application and Engineering, 1 (2): 5. pp. 49-53. ISSN 3031-2272
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Abstract
This study presents an overview of the research aimed at optimizing library information retrieval through the utilization of the Vector Space Model (VSM) method in a computer science context. Libraries, as publicly financed collections, provide extensive knowledge resources, eliminating the need for individual book purchases. However, the challenge lies in efficiently navigating the expanding library collections. To tackle this issue, the study employs information retrieval techniques, particularly the VSM method, which assesses term similarity by assigning weights to terms, enabling document and query representation as vectors. The relevance between documents and queries is measured through vector similarity. This approach, integrated with indexing, streamlines collection retrieval in libraries. Employing the Waterfall model for system development, the research outlines phases like analysis, design, coding, testing, and implementation. While effective, the model's rigidity in accommodating evolving requirements poses limitations. The VSM method's numerical representation of text documents facilitates precise similarity calculations, supported by TF-IDF values indicating term importance in documents relative to the corpus. The study further extends to system design using UML diagrams and a visitor interface, integrating VSM for efficient search functionality. Black-box testing confirms the robustness of the system components and interfaces. Overall, this research presents a systematic approach to enhance information retrieval in libraries, emphasizing the VSM's pivotal role in optimizing document searches within expansive collections.
Item Type: | Article |
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Additional Information: | Validasi: Ldy |
Uncontrolled Keywords: | Vector Space Model (VSM), Information retrieval systems, Retrieval precision, South Sumatera Regional Libraries, Document representation, Electronic information resources, Information storage and retrieval systems, Digital libraries, Computer science literature |
Subjects: | Computers, Control & Information Theory > Control Systems & Control Theory Computers, Control & Information Theory > Applications Software Library & Information Sciences > Library Information Systems Social and Political Sciences > Education, Law, & Humanities |
Depositing User: | Djaenudin djae Mohamad |
Date Deposited: | 05 Nov 2024 00:24 |
Last Modified: | 05 Nov 2024 00:24 |
URI: | https://karya.brin.go.id/id/eprint/36270 |