Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter

Athanasia Kolovou; Filippos Kokkinos; Aris Fergadis; Pinelopi Papalampidi; Elias Iosif; Nikolaos Malandrakis; Elisavet Palogiannidi; Harris Papageorgiou; Shrikanth Narayanan; Alexandros Potamianos

Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter

Athanasia Kolovou
, Filippos Kokkinos
, Aris Fergadis
, Pinelopi Papalampidi
, Elias Iosif
, Nikolaos Malandrakis
, Elisavet Palogiannidi
, Harris Papageorgiou
, Shrikanth Narayanan
, Alexandros Potamianos

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

In this paper, we describe our submission to SemEval2017 Task 4: Sentiment Analysis in Twitter. Specifically the proposed system participated both to tweet polarity classification (two-, three- and five class) and tweet quantification (two and five-class) tasks. The submitted system is based on “Tweester” (Palogiannidi et al., 2016) that participated in last year's Sentiment analysis in Twitter Tasks A and B. Specifically it comprises of multiple independent models such as neural networks, semantic-affective models and affective models inspired by topic modeling that are combined in a late fusion scheme.

Original language	English
Title of host publication	ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop
Publisher	Association for Computational Linguistics (ACL)
Pages	675-682
Number of pages	8
ISBN (Electronic)	9781945626555
Publication status	Published - 2017
Externally published	Yes
Event	11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017 - Vancouver, Canada Duration: 3 Aug 2017 → 4 Aug 2017

Publication series

Name	Proceedings of the Annual Meeting of the Association for Computational Linguistics
ISSN (Print)	0736-587X

Conference

Conference	11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017
Country/Territory	Canada
City	Vancouver
Period	3/08/17 → 4/08/17

Cite this

Kolovou, A., Kokkinos, F., Fergadis, A., Papalampidi, P., Iosif, E., Malandrakis, N., Palogiannidi, E., Papageorgiou, H., Narayanan, S., & Potamianos, A. (2017). Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter. In ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop (pp. 675-682). (Proceedings of the Annual Meeting of the Association for Computational Linguistics). Association for Computational Linguistics (ACL).

Kolovou, Athanasia ; Kokkinos, Filippos ; Fergadis, Aris et al. / Tweester at SemEval-2017 Task 4 : Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter. ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop. Association for Computational Linguistics (ACL), 2017. pp. 675-682 (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

@inproceedings{baa17380848c40c5bcdaa97f6c471e14,

title = "Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter",

abstract = "In this paper, we describe our submission to SemEval2017 Task 4: Sentiment Analysis in Twitter. Specifically the proposed system participated both to tweet polarity classification (two-, three- and five class) and tweet quantification (two and five-class) tasks. The submitted system is based on “Tweester” (Palogiannidi et al., 2016) that participated in last year's Sentiment analysis in Twitter Tasks A and B. Specifically it comprises of multiple independent models such as neural networks, semantic-affective models and affective models inspired by topic modeling that are combined in a late fusion scheme.",

author = "Athanasia Kolovou and Filippos Kokkinos and Aris Fergadis and Pinelopi Papalampidi and Elias Iosif and Nikolaos Malandrakis and Elisavet Palogiannidi and Harris Papageorgiou and Shrikanth Narayanan and Alexandros Potamianos",

note = "Publisher Copyright: {\textcopyright} 2017 Association for Computational Linguistics; 11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017 ; Conference date: 03-08-2017 Through 04-08-2017",

year = "2017",

language = "English",

series = "Proceedings of the Annual Meeting of the Association for Computational Linguistics",

publisher = "Association for Computational Linguistics (ACL)",

pages = "675--682",

booktitle = "ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop",

}

Kolovou, A, Kokkinos, F, Fergadis, A, Papalampidi, P, Iosif, E, Malandrakis, N, Palogiannidi, E, Papageorgiou, H, Narayanan, S & Potamianos, A 2017, Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter. in ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop. Proceedings of the Annual Meeting of the Association for Computational Linguistics, Association for Computational Linguistics (ACL), pp. 675-682, 11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017, Vancouver, Canada, 3/08/17.

Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter. / Kolovou, Athanasia; Kokkinos, Filippos; Fergadis, Aris et al.
ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop. Association for Computational Linguistics (ACL), 2017. p. 675-682 (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Tweester at SemEval-2017 Task 4

T2 - 11th International Workshop on Semantic Evaluations, SemEval 2017, co-located with the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017

AU - Kolovou, Athanasia

AU - Kokkinos, Filippos

AU - Fergadis, Aris

AU - Papalampidi, Pinelopi

AU - Iosif, Elias

AU - Malandrakis, Nikolaos

AU - Palogiannidi, Elisavet

AU - Papageorgiou, Harris

AU - Narayanan, Shrikanth

AU - Potamianos, Alexandros

PY - 2017

Y1 - 2017

N2 - In this paper, we describe our submission to SemEval2017 Task 4: Sentiment Analysis in Twitter. Specifically the proposed system participated both to tweet polarity classification (two-, three- and five class) and tweet quantification (two and five-class) tasks. The submitted system is based on “Tweester” (Palogiannidi et al., 2016) that participated in last year's Sentiment analysis in Twitter Tasks A and B. Specifically it comprises of multiple independent models such as neural networks, semantic-affective models and affective models inspired by topic modeling that are combined in a late fusion scheme.

AB - In this paper, we describe our submission to SemEval2017 Task 4: Sentiment Analysis in Twitter. Specifically the proposed system participated both to tweet polarity classification (two-, three- and five class) and tweet quantification (two and five-class) tasks. The submitted system is based on “Tweester” (Palogiannidi et al., 2016) that participated in last year's Sentiment analysis in Twitter Tasks A and B. Specifically it comprises of multiple independent models such as neural networks, semantic-affective models and affective models inspired by topic modeling that are combined in a late fusion scheme.

UR - https://www.scopus.com/pages/publications/85122594622

M3 - Conference contribution

AN - SCOPUS:85122594622

T3 - Proceedings of the Annual Meeting of the Association for Computational Linguistics

SP - 675

EP - 682

BT - ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop

PB - Association for Computational Linguistics (ACL)

Y2 - 3 August 2017 through 4 August 2017

ER -

Kolovou A, Kokkinos F, Fergadis A, Papalampidi P, Iosif E, Malandrakis N et al. Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter. In ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop. Association for Computational Linguistics (ACL). 2017. p. 675-682. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

Tweester at SemEval-2017 Task 4: Fusion of Semantic-Affective and pairwise classification models for sentiment analysis in Twitter

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