Science Technology and Management Journal (STMJ)
Vol. 6 No. 1 (2026): Januari 2026

ANALISIS FORECASTING EKSPOR BATIK INDONESIA DENGAN ALGORITMA X-MEANS

Gracia Stefani Suharyadi (Unknown)
Siska Narulita (Unknown)



Article Info

Publish Date
31 Jan 2026

Abstract

Batik is one of Indonesia's cultural heritages that has high economic value because it is a leading export product. In recent years, the value of batik exports has varied considerably each year. This study was conducted to analyze Indonesian batik export data using the X-Means algorithm as a development of previous studies that used forecasting methods. The difference in this study lies in the approach used. While forecasting emphasizes future predictions, the X-Means algorithm is used to see the clustering patterns of existing data. The data used comes from the 2010-2021 batik export dataset obtained from Kaggle and the Indonesian Batik and Handicraft Center. Data processing was carried out using the RapidMiner application with several cluster tests to determine the best results. The results showed that the test with 3 clusters produced a Davies Bouldin Index (DBI) value of 0.029. A low DBI value indicates that the clustering results are very good and there is a clear distance between clusters. From these results, the countries with the highest batik export values were the United States, Germany, and Japan, while the countries with the lowest exports included Slovenia and Portugal. These results prove that the X-Means algorithm can be used to analyze Indonesian batik export patterns effectively.

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Journal Info

Abbrev

stmj

Publisher

Subject

Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering

Description

Science Technology and Management Journal atau yang ingin dikenal dengan STMJ merupakan sebuah wadah bagi para peneliti untuk mempublikasikan hasil temuannya kepada masyarakat luas. STMJ berkomitmen untuk memberikan pembaharuan hasil temuan sains, teknologi dan managemen sebanyak dua kali setahun. ...