Sistem Automatic Text Summarization Menggunakan Algoritma Textrank

Zamzam, Muhammad Adib

doi:10.18860/mat.v12i2.8372

Cited by 6 publications

(10 citation statements)

References 3 publications

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“…In the present study, an equal number of male and female patients were operated, with the majority of patients belonging to the age group 40 to 50 years, with the most common occupation among patients being construction workers. This is in contrast with studies conducted by Elzohairy et al, 9 Lange and Hansen, 10 Zamzam, 11 all of which found male preponderance among patients with pelvic ring injuries, with road traffic accidents being the most frequent mode of injury. This may be explained by the fact the majority of patients presenting to our center came from neighboring rural areas, working at construction sites (both males and females).…”

Section: Discussioncontrasting

confidence: 89%

Is Percutaneous Screw Fixation with 6.5 mm Cannulated Cancellous Screws a Viable Option in Pelvic Ring Fractures?

Vidyarthi

Gulati

2022

IJRSMS

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Background Historically, internal fixation in pelvic ring fractures has been proven to be better in outcome than both external fixation and conservative management. In an attempt to overcome the morbidity of extensile surgical approaches, percutaneous fixation of the pelvis has been receiving increasing attention. The aim of the study was to assess the functional outcome in patients with pelvic ring fractures treated with percutaneous screw fixation. Methods The study included 12 patients of pelvic ring fracture admitted at NSCB medical college, Jabalpur (Madhya Pradesh) from December 2019 to October 2021, all treated percutaneously with cannulated cancellous screw fixation. Four patients had Tiles type C1 injury, 4 patients with type C2, 2 with type B1 and 2 with type A2 injury. Functional assessment was done using the Majeed Scoring system at preoperative, at 3 weeks, 6 weeks, and 3 months postoperatively. Results Functional outcome score at 3-month follow-up was poor in 8% patients, fair in 8% patients, good in 33.3% patients, and excellent in 50% patients. Pain was the most frequent complaint on follow-up. Conclusion Fixation of acute pelvic ring injuries with 6.5 mm cc screws using percutaneous technique offers favorable functional outcome and can be performed in hemodynamically unstable patients.

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Section: Discussioncontrasting

confidence: 89%

Is Percutaneous Screw Fixation with 6.5 mm Cannulated Cancellous Screws a Viable Option in Pelvic Ring Fractures?

Vidyarthi

Gulati

2022

IJRSMS

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“…Pada langkah ini, peneliti menggunakan library dari python yaitu nltk atau dikenal dengan Natural Language Toolkit library. Selanjutnya, hasil pemecahan menjadi kalimat kemudian diproses kedalam bentuk huruf kecil (lowercase) atau disebut dengan proses case folding [18]. Setelah itu, karakter angka dan non-alphanumeric pada setiap kalimat akan dibersihkan/dihilangkan, seperti karakter !, <, <=, dan lainnya.…”

Section: Tahap Prapemrosesanunclassified

“…Proses berikutnya ialah word tokenizing. Word tokenizing: merupakan tahap preproses dengan memisahkan kalimat menjadi kata-kata [18]. Kalimat dipisah dengan pemisah karakter spasi.…”

Section: Tahap Prapemrosesanunclassified

“…Kemudian, setelah kalimat dipisah menjadi bentuk kata per kata, maka dilakukan proses stopword removal, yang merupakan proses menghilangkan kata yang dinilai tidak memiliki pengaruh signifikan atau tidak terlalu penting pada deskripsi. Stopword removal dilakukan melalui pengecekan terhadap kata-kata tersebut apakah termasuk dalam daftar kata tidak penting (stoplist) atau tidak [18]. Adapun daftar kata tidak penting atau stoplist diambil dari situs Kaggle (Hartono, 2016).…”

Section: Tahap Prapemrosesanunclassified

“…Proses ini dilakukan dengan menghapus suffix, affix, maupun prefix dari hasil stopword removal [17]. Stemming disebut dengan proses mentransformasikan kata-kata yang memiliki imbuhan menjadi bentuk kata dasar yang terdapat dalam Bahasa Indonesia [18]. Pada penelitian ini, stemming menggunakan modul Sastrawi yang tersebut di python.…”

Section: Tahap Prapemrosesanunclassified

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Implementasi Metode Latent Semantic Analysis Pada Peringkasan Artikel Bahasa Indonesia Menggunakan Pendekatan Steinberger Jezek

et al. 2022

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Currently, various types of news media that are developing have their own challenges, one of them is the increasing number of digital or online media. The increasing number of digital media in the form of online news sites not only has a positive impact on society, but also poses challenges. The more the number of online news portals increases, the more information is spread out. With a variety of topics and diverse information, it creates problems for readers to make time efficient in reading in full to obtain the desired information. This makes the phenomenon of text summarization very important. The purpose of this study is to analyze the Latent Semantic Analysis method in the text summarization process. The dataset used comes from previous research which includes 100 Indonesian news articles from various online news portals. In the experiment process, the Steinberger and Jezek techniques are used for the sentence selection process. The summary process is carried out using three types of compression rates, namely 10%, 30% and 50%. The best results obtained in this study are the precision value of 20% at a 10% compression rate, a recall value of 42% at a 50% compression rate, and an f-measure value of 22% at a 50% compression rate.

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Keyword Acquisition for Language Composition Based on TextRank Automatic Summarization Approach

Jiang,

Xiang,

2024

IJACSA

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It is important to extract keywords from text quickly and accurately for composition analysis, but the accuracy of traditional keyword acquisition models is not high. Therefore, in this study, the Best Match 25 algorithm was first used to preprocess the compositions and evaluate the similarity between sentences. Then, TextRank was used to extract the abstract, construct segmentation and named entity model, and finally verify the research content. The results show that in the performance test, the Best Match 25 similarity algorithm has higher accuracy, recall rate and F1 value, the average running time is only 2182ms, and has the largest receiver working characteristic curve area, which is significantly higher than other models, reaching 0.954. The accuracy of TextRank algorithm is above 90%, the average accuracy of 100 text analysis is 94.23%, the average recall rate and F1 value are 96.67% and 95.85%, respectively. In comparison of the application of the four methods, the research model shows obvious advantages, the average keyword coverage rate is 94.54%, the average processing time of 16 texts is 11.29 seconds, and the average 24-hour memory usage is only 15.67%, which is lower than the other three methods. The experimental results confirm the superiority of the model in terms of keyword extraction accuracy. This research not only provides a new technical tool for language composition teaching and evaluation, but also provides a new idea and method for keyword extraction research in the field of natural language processing.

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Sistem Automatic Text Summarization Menggunakan Algoritma Textrank

Cited by 6 publications

References 3 publications

Is Percutaneous Screw Fixation with 6.5 mm Cannulated Cancellous Screws a Viable Option in Pelvic Ring Fractures?

Is Percutaneous Screw Fixation with 6.5 mm Cannulated Cancellous Screws a Viable Option in Pelvic Ring Fractures?

Implementasi Metode Latent Semantic Analysis Pada Peringkasan Artikel Bahasa Indonesia Menggunakan Pendekatan Steinberger Jezek

Keyword Acquisition for Language Composition Based on TextRank Automatic Summarization Approach

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