Extraction and use of opinion words for the three-way review
Numerical methods and programming, Tome 12 (2011) no. 4, pp. 73-81
Voir la notice de l'article provenant de la source Math-Net.Ru
A new approach for the domain-specific opinion word extraction is proposed.
This approach is based on several text collections and various statistical
features computed using them. The extracted opinion words are used in
the three-way review classification problem. In this problem, the reviews are
divided into the following groups: “thumbs up”, “so-so”, and “thumbs down”.
In order to solve this problem, we use various features, such as opinion words,
word weights, punctuation marks, and operator words that can affect
the polarity of the next words.
Keywords:
knowledge acquisition; opinion word extraction; review classification; machine learning.
@article{VMP_2011_12_4_a8,
author = {N. V. Lukashevich and I. I. Chetviorkin},
title = {Extraction and use of opinion words for the three-way review},
journal = {Numerical methods and programming},
pages = {73--81},
publisher = {mathdoc},
volume = {12},
number = {4},
year = {2011},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/VMP_2011_12_4_a8/}
}
TY - JOUR AU - N. V. Lukashevich AU - I. I. Chetviorkin TI - Extraction and use of opinion words for the three-way review JO - Numerical methods and programming PY - 2011 SP - 73 EP - 81 VL - 12 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VMP_2011_12_4_a8/ LA - ru ID - VMP_2011_12_4_a8 ER -
N. V. Lukashevich; I. I. Chetviorkin. Extraction and use of opinion words for the three-way review. Numerical methods and programming, Tome 12 (2011) no. 4, pp. 73-81. http://geodesic.mathdoc.fr/item/VMP_2011_12_4_a8/