Proceedings of International Conference on Multidisciplinary Engineering (ICOMDEN)
Vol. 2 (2024): Proceedings of International Conference on Multidisciplinary Engineering (ICOMDEN)

Comparison Of Maximal Marginal Relevance ( MMR) And Textrank Automatic Text Summarization Methods In Jurnal

Muhammad Alif Al Fattah (Student at universitas Malikussaleh)
Rizal Rizal (Informatics Engineering, Malikussaleh University, Lhokseumawe, 24353, Indonesia)
Rini Meiyanti (Informatics Engineering, Malikussaleh University, Lhokseumawe, 24353, Indonesia)



Article Info

Publish Date
27 Dec 2024

Abstract

The purpose of this study is to find out the application of the Maximal Marginal Relevance (MMR) and TextRank methods in automatic text summarization in journals in viewing the best model value in text automatically. This study can also implement an automatic text summarization application and find out the comparison between MMR and TextRank in the text summarization process in journals. Next research will evaluate the performance of the two models in producing relevant and informative text summaries. The problem of this research is how to overcome the problem of summarizing text with the basic concept of summary in providing the essence or overall content text in a journal. The main focus of this research is to display significant and relevant information in a more organized form and to display values for the efficiency of which model is the best after comparing the two models. The results of this research are a decision support system for determining the quality of poor rice using the fuzzy madm yager model with a value of (MMR) 0.4 and top N(3). The results of the comparison of the Maximal Marginal Relevance (MMR) similarity values are 0.510 and the score is 0.510, while the TextRank similarity is 0.510 and the score is 0.015. Based on testing of the two models, the best value was obtained from the rextrank model with a score of 0.015. Keywords: maximal marginal relevance (mmr), textrank, summary

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Journal Info

Abbrev

icomden

Publisher

Subject

Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering

Description

The "Proceedings of International Conference on Multidisciplinary Engineering (ICOMDEN)" is a scientific publication that compiles innovative works from researchers, academics, and practitioners in the field of multidisciplinary engineering. This proceeding serves as a platform to present ...