Home
Catalogue search
Refine your search:
Keyword:
SentiWordNet (2)
Sentiment Analysis (2)
Computational Linguistic (1)
Computational linguistic (1)
Computing with Sentiments (1)
Fuzzy Sets (1)
Fuzzy sets (1)
Natural Language Processing (1)
Natural language processing (1)
Semantic Rules (1)
more
Creator / Publisher:
Appel, Orestes (2)
Carter, Jenny (2)
Chiclana, Francisco (2)
Fujita, Hamido (2)
Year
Medium
Type
BLLDB-Access:
free (2)
subject to license (0)
Search in the Catalogues and Directories
All fields
Title
Creator / Publisher
Keyword
Year
AND
OR
AND NOT
All fields
Title
Creator / Publisher
Keyword
Year
AND
OR
AND NOT
All fields
Title
Creator / Publisher
Keyword
Year
AND
OR
AND NOT
All fields
Title
Creator / Publisher
Keyword
Year
AND
OR
AND NOT
All fields
Title
Creator / Publisher
Keyword
Year
Sort by
creator [A → Z]
'
creator [Z → A]
'
publishing year ↑ (asc)
'
publishing year ↓ (desc)
'
title [A → Z]
'
title [Z → A]
'
Simple Search
Hits 1 – 2 of 2
1
Successes and challenges in developing a hybrid approach to sentiment analysis
Fujita, Hamido
;
Chiclana, Francisco
;
Appel, Orestes
;
Carter, Jenny
. - : Springer International Publishing, 2017
Abstract:
The file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link. ; This article covers some success and learning experiences attained during the developing of a hybrid approach to Sentiment Analysis (SA) based on a Sentiment Lexicon, Semantic Rules, Negation Handling, Ambiguity Management and Linguistic Variables. The proposed hybrid method is presented and applied to two selected datasets: Movie Review and Sentiment Twitter datasets. The achieved results are compared against those obtained when Nai ve Bayes (NB) and Maximum Entropy (ME) supervised machine learning classification methods are used for the same datasets. The proposed hybrid system attained higher accuracy and precision scores than NB and ME, which shows its superiority when applied to the SA problem at the sentence level. Finally, an alternative strategy to calculating the orientation polarity and polarity intensity in one step instead of the two steps method used in the hybrid approach is explored. The analysis of the yielded mixed results achieved with this alternative approach shows its potential as an aid in the computation of semantic orientations and produced some lessons learnt in developing a more effective mechanism to calculating the orientation polarity and polarity intensity.
Keyword:
Computational linguistic
;
Computing with Sentiments
;
Fuzzy sets
;
Natural language processing
;
Sentiment Analysis
;
Sentiment rules
;
SentiWordNet
;
Uninorms
URL:
https://doi.org/10.1007/s10489-017-0966-4
http://hdl.handle.net/2086/14154
BASE
Hide details
2
A Hybrid Approach to Sentiment Analysis with Benchmarking Results
Appel, Orestes
;
Fujita, Hamido
;
Chiclana, Francisco
. - : Springer Lectures Notes Computer Science, 2016
BASE
Show details
Mobile view
All
Catalogues
UB Frankfurt Linguistik
0
IDS Mannheim
0
OLC Linguistik
0
UB Frankfurt Retrokatalog
0
DNB Subject Category Language
0
Institut für Empirische Sprachwissenschaft
0
Leibniz-Centre General Linguistics (ZAS)
0
Bibliographies
BLLDB
0
BDSL
0
IDS Bibliografie zur deutschen Grammatik
0
IDS Bibliografie zur Gesprächsforschung
0
IDS Konnektoren im Deutschen
0
IDS Präpositionen im Deutschen
0
IDS OBELEX meta
0
MPI-SHH Linguistics Collection
0
MPI for Psycholinguistics
0
Linked Open Data catalogues
Annohub
0
Online resources
Link directory
0
Journal directory
0
Database directory
0
Dictionary directory
0
Open access documents
BASE
2
Linguistik-Repository
0
IDS Publikationsserver
0
Online dissertations
0
Language Description Heritage
0
© 2013 - 2024 Lin|gu|is|tik
|
Imprint
|
Privacy Policy
|
Datenschutzeinstellungen ändern