Sentiment Analysis

An general overview of Sentiment Analysis.
Youtube video: https://www.youtube.com/watch?v=TpqbKg74F90

Transcript

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6. ➢ ◦ SentiWordNet, SentiWords, WordStat, SenticNet ... - - ◦ ◦ [1] https://medium.com/@datamonsters/sentiment-analysis-tools-overview-part-1-positive-and-negative-words-databases-ae35431a470c [2] Rao, Yanghui, et al. "Building emotional dictionary for sentiment analysis of online news." World Wide Web 17.4 (2014): 723-742.
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12. [3] Liang, Bin, et al. "Context-aware Embedding for Targeted Aspect-based Sentiment Analysis." arXiv preprint arXiv:1906.06945 (2019).
13. D is dimension for embedding [4] Xue, Wei, and Tao Li. "Aspect based sentiment analysis with gated convolutional networks." Proc. of the 56th Annual Meeting of the Association for Computational Linguistics, 2018.
14. D is dimension for embedding [4] Xue, Wei, and Tao Li. "Aspect based sentiment analysis with gated convolutional networks." Proc. of the 56th Annual Meeting of the Association for Computational Linguistics, 2018.
18. ➢ [5] https://lionbridge.ai/datasets/15-free-sentiment-analysis-datasets-for-machine-learning/ [6] https://en.wikipedia.org/wiki/SemEval [7] Marzieh Saeidi, Guillaume Bouchard, Maria Liakata, and Sebastian Riedel. 2016. Sentihood: targeted aspect based sentiment analysis dataset for urban neighbourhoods. arXiv preprint arXiv:1610.03771. ➢
19. Data Pipeline StanfordNLP TextBlob Polyglot Spacy NLTK Tokenization ✓ ✓ ✓ ✓ ✓ POS tagger ✓ ✓ ✓ ✓ ✓ Dependency parsing ✓ ✓ ✓ ✓ Stopwords ✓ ✓ ✓ Stemmer ✓ ✓ Lemmelizer ✓ ✓ ✓ ✓(wordnet) NER ✓ ✓ ✓ Sentiment ✓ ✓