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Building and evaluating resources for sentiment analysis in the Greek language [<Journal>]
Tsakalidis, Adam [Verfasser]; Papadopoulos, Symeon [Sonstige]; Voskaki, Rania [Sonstige].
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2
Building and evaluating resources for sentiment analysis in the Greek language
Tsakalidis, Adam; Papadopoulos, Symeon; Voskaki, Rania. - : Springer Netherlands, 2018
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3
Building and evaluating resources for sentiment analysis in the Greek language
Abstract: Sentiment lexicons and word embeddings constitute well-established sources of information for sentiment analysis in online social media. Although their effectiveness has been demonstrated in state-of-the-art sentiment analysis and related tasks in the English language, such publicly available resources are much less developed and evaluated for the Greek language. In this paper, we tackle the problems arising when analyzing text in such an under-resourced language. We present and make publicly available a rich set of such resources, ranging from a manually annotated lexicon, to semi-supervised word embedding vectors and annotated datasets for different tasks. Our experiments using different algorithms and parameters on our resources show promising results over standard baselines; on average, we achieve a 24.9% relative improvement in F-score on the cross-domain sentiment analysis task when training the same algorithms with our resources, compared to training them on more traditional feature sources, such as n-grams. Importantly, while our resources were built with the primary focus on the cross-domain sentiment analysis task, they also show promising results in related tasks, such as emotion analysis and sarcasm detection.
Keyword: HM Sociology
URL: https://doi.org/10.1007/s10579-018-9420-4
http://wrap.warwick.ac.uk/108484/1/WRAP-building-evaluating-resources-Tsakalidis-2018.pdf
http://wrap.warwick.ac.uk/108484/
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4
Cognitive agents and machine learning by example : representation with conceptual graphs
Gkiokas, Alexandros; Cristea, Alexandra I.. - : Wiley-Blackwell Publishing Ltd., 2018
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5
What’s new? Analysing language-specific Wikipedia entity contexts to support entity-centric news retrieval
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What's new? Analysing language-specific Wikipedia entity contexts to support entity-centric news retrieval
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7
A review on corpus annotation for arabic sentiment analysis
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8
Who likes me more? Analysing entity-centric language-specific bias in multilingual Wikipedia
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9
Towards detection of influential sentences affecting reputation in Wikipedia
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10
Who likes me more? Analysing entity-centric language-specific bias in multilingual Wikipedia
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11
Analysing entity context in multilingual Wikipedia to support entity-centric retrieval applications
Zhou, Yiwei; Demidova, Elena; Cristea, Alexandra I.. - : Springer International Publishing, 2016
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12
Combining heterogeneous user generated data to sense well-being
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13
Analysing entity context in multilingual wikipedia to support entity-centric retrieval applications
Zhou, Yiwei [Verfasser]; Demidova, Elena [Verfasser]; Cristea, Alexandra I. [Verfasser]. - Hannover : Gottfried Wilhelm Leibniz Universität Hannover, 2015
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14
Analysing entity context in multilingual wikipedia to support entity-centric retrieval applications ...
Zhou, Yiwei; Demidova, Elena; Cristea, Alexandra I.. - : Heidelberg : Springer Verlag, 2015
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15
WarwickDCS : from phrase-based to target-specific sentiment recognition
Tsakalidis, Adam; Liakata, M.; Zubiaga, Arkaitz. - : Association for Computational Linguistics, 2015
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Phrase-Level Word Embeddings
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17
Automatic and manual annotation using flexible schemas for adaptation on the semantic desktop
Cristea, Alexandra I.; Hendrix, M.; Nejdl, W.. - : Springer Berlin Heidelberg, 2006
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