FRAKE: Fusional Real-time Automatic Keyword Extraction

04/10/2021
by   Aidin Zehtab-Salmasi, et al.
0

Keyword extraction is called identifying words or phrases that express the main concepts of texts in best. There is a huge amount of texts that are created every day and at all times through electronic infrastructure. So, it is practically impossible for humans to study and manage this volume of documents. However, the need for efficient and effective access to these documents is evident in various purposes. Weblogs, News, and technical notes are almost long texts, while the reader seeks to understand the concepts by topics or keywords to decide for reading the full text. To this aim, we use a combined approach that consists of two models of graph centrality features and textural features. In the following, graph centralities, such as degree, betweenness, eigenvector, and closeness centrality, have been used to optimally combine them to extract the best keyword among the candidate keywords extracted by the proposed method. Also, another approach has been introduced to distinguishing keywords among candidate phrases and considering them as a separate keyword. To evaluate the proposed method, seven datasets named, Semeval2010, SemEval2017, Inspec, fao30, Thesis100, pak2018 and WikiNews have been used, and results reported Precision, Recall, and F- measure.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/26/2019

Complex Network based Supervised Keyword Extractor

In this paper, we present a supervised framework for automatic keyword e...
research
05/01/2019

Semi-automatic System for Title Construction

In this paper, we propose a semi-automatic system for title construction...
research
05/04/2022

Using virtual edges to extract keywords from texts modeled as complex networks

Detecting keywords in texts is important for many text mining applicatio...
research
01/15/2023

Using citation networks to evaluate the impact of text length on the identification of relevant concepts

The identification of the most significant concepts in unstructured data...
research
03/31/2021

No Keyword is an Island: In search of covert associations

This paper describes how corpus-assisted discourse analysis based on key...
research
06/20/2016

Comparing the hierarchy of keywords in on-line news portals

The tagging of on-line content with informative keywords is a widespread...

Please sign up or login with your details

Forgot password? Click here to reset