Difference between revisions of "Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia"

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[[Category:Scientific works]]

Latest revision as of 10:07, 15 February 2021


Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia
Authors
Amir Hossein Jadidinejad
Fariborz Mahmoudi
Mohammad Reza Meybodi
Publication date
2016
DOI
10.1111/exsy.12133
Links
Original

Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia - scientific work related to Wikipedia quality published in 2016, written by Amir Hossein Jadidinejad, Fariborz Mahmoudi and Mohammad Reza Meybodi.

Overview

A proper semantic representation of textual information underlies many natural language processing tasks. In this paper, a novel semantic annotator is presented to generate conceptual features for text documents. A comprehensive conceptual network is automatically constructed with the aid of Wikipedia that has been represented as a Markov chain. Furthermore, semantic annotator gets a fragment of natural language text and initiates a random walk to generate conceptual features that represent topical semantic of the input text. The generated conceptual features are applicable to many natural language processing tasks where the input is textual information and the output is a decision based on its context. Consequently, the effectiveness of the generated features is evaluated in the task of document clustering and classification. Empirical results demonstrate that representing text using conceptual features and considering the relations between concepts can significantly improve not only the bag of words representation but also other state-of-the-art approaches.

Embed

Wikipedia Quality

Jadidinejad, Amir Hossein; Mahmoudi, Fariborz; Meybodi, Mohammad Reza. (2016). "[[Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia]]". Wiley/Blackwell (10.1111). DOI: 10.1111/exsy.12133.

English Wikipedia

{{cite journal |last1=Jadidinejad |first1=Amir Hossein |last2=Mahmoudi |first2=Fariborz |last3=Meybodi |first3=Mohammad Reza |title=Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia |date=2016 |doi=10.1111/exsy.12133 |url=https://wikipediaquality.com/wiki/Conceptual_Feature_Generation_for_Textual_Information_Using_a_Conceptual_Network_Constructed_from_Wikipedia |journal=Wiley/Blackwell (10.1111)}}

HTML

Jadidinejad, Amir Hossein; Mahmoudi, Fariborz; Meybodi, Mohammad Reza. (2016). &quot;<a href="https://wikipediaquality.com/wiki/Conceptual_Feature_Generation_for_Textual_Information_Using_a_Conceptual_Network_Constructed_from_Wikipedia">Conceptual Feature Generation for Textual Information Using a Conceptual Network Constructed from Wikipedia</a>&quot;. Wiley/Blackwell (10.1111). DOI: 10.1111/exsy.12133.