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All Journal Telematika JIPI (Jurnal Ilmu Perpustakaan dan Informasi)
Fatwanto, Agung
UIN Sunan Kalijaga Yogyakarta
Education Library & Information Science

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A Comparative Study on the Combination of Classification Algorithm and Language Model Implementation for Smart Accounting System Makayasa, Bagas Adi; Fatwanto, Agung
Telematika Vol 16, No 2: August (2023)
Publisher : Universitas Amikom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35671/telematika.v16i2.2258

Abstract

Micro, Small, and Medium Enterprises (MSMEs) normally dealing with financial documentation and reporting problems due to in sufficient budget for hiring professional accounting services. Although some of them might have utilized off the shelf accounting softwares, they still face many obstacles in compiling a proper financial documentation because the employed software do not have an automatic transaction classification capability to assist users in recording any transactions. This study was aimed to investigate the opportunity of implementing automatic transaction classification for accounting system by using a Natural Language Processing (NLP) approach to automatically interpret the suitable account for any financial transactions based on the text written on the transaction forms. An experiment was conducted to compare the performance of eight combinations comprising of four classification algorithms (i.e. SVM, KNN3, KNN5, and NB) with two language models (i.e. TF-IDF and BoW). The result showed that KNN5 and TF-IDF pair gave highest performance with accuracy 82,5%, precision 82,54%, recall/sensitivity 83,7%, specificity 92,06%, and F1 Score 81,5%.
The Design of a Library Assistant Repository System Hasibuan, Nuriah; Syafi'i, Muhammad Zakki; Fatwanto, Agung
JIPI (Jurnal Ilmu Perpustakaan dan Informasi) Vol 9, No 1 (2024)
Publisher : Progam Studi Ilmu Perpustakaan UIN Sumatera Utara Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30829/jipi.v9i1.16991

Abstract

An a Libraries aim to provide services to users, currently libraries must build a system design so that services to users continue to increase according to the times and technology, especially in reference services. Reference service is one that plays an important role in library services, this is where the information retrieval system includes providing assistance to users to find information and providing guidance to find and use reference collections. The Library is a library where most of its visitors are generations who are proficient in technology, so service innovation is needed that is able to provide something to meet their needs and culture. The purpose of this research is to provide an innovative design that can be applied when providing services to users. This research includes literature study research. The result of this research is the design of a reference service system that can be implemented in the library. This repository reference system can be used independently by visitors to the library in the process of searching for information, thereby simplifying and speeding up the information search process, also this innovation will simplify the librarian's task of carrying out reference services and streamline time and energy.
Co-Authors Hasibuan, Nuriah Makayasa, Bagas Adi Syafi'i, Muhammad Zakki