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PARALLEL PROCESSING FOR STEMMING AND POS-TAGGING IN INDONESIAN TEXT

Rahmadani, Muhammad Wahyu - Personal Name;

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Stemming and POS-Tagging is part of the pre-processing of raw text data in the natural language processing field which aims to produce more structured data and as an initial step that greatly affects processing performance before being processed at a further stage. In its application for Indonesian text, the efficiency level of process performance for these two stages is still low, especially for large data sizes. Parallel processing method using the python multiprocessing module was applied in this study to see the reduction in processing time for the Stemming and POS Tagging process and also to observe the impact of implementing this parallel processing method on the devices used. Results showed that the highest reduction was 78.26% for the POS-Tagging process using test data size range of 10 MB – 70 MB and 63.28% for the Stemming process using test data size range of 7 MB – 25 MB. Processor allocation in parallel processing and data size affect device performance in terms of increasing device temperature and memory consumption.


Availability
Inventory Code Barcode Call Number Location Status
2307000825T86639T866392023Central Library (Referens)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T866392023
Publisher
Inderalaya : Jurusan Teknik Informatika, Fakultas Ilmu Komputer Universitas Sriwijaya., 2022
Collation
xiv, 91 hlm.; ilus.; 29 cm
Language
Indonesia
ISBN/ISSN
-
Classification
004. 07
Content Type
-
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Jurusan Teknik Informatika
teknik komputer informatika
Specific Detail Info
-
Statement of Responsibility
SEPTA
Other version/related

No other version available

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  • PARALLEL PROCESSING FOR STEMMING AND POS-TAGGING IN INDONESIAN TEXT
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