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- research-articleNovember 2017
Mutual information using sample variance for text feature selection
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 39–44https://doi.org/10.1145/3162957.3163054Feature selection improves the training speed of the classifier without affecting its predictive capability. It selects a subset of most informative words (terms) from the set of all words. Term distribution affects the feature selection process, e.g. ...
- research-articleNovember 2017
Sentiment and opinion analysis on Twitter about local airlines
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 415–422https://doi.org/10.1145/3162957.3163029Social media allow the users to express and share their information, ideas and opinions through social networking sites. Airline tweets are becoming popular and used as dataset to gauge the concerns of the customers. In this paper, the researchers ...
- research-articleNovember 2017
Performance comparison of text-based sentiment analysis using recurrent neural network and convolutional neural network
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 19–23https://doi.org/10.1145/3162957.3163012One biggest challenge in sentiment analysis is that it should include Natural Language Processing (NLP), to make the machine understand the human language. With the current development of Artificial Neural Network (ANN), with its implementation, ...
- research-articleNovember 2017
MiSAS: a multi-domain feature-level sentiment analysis system on micro-blog
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 14–18https://doi.org/10.1145/3162957.3162984Big data from micro-blog has been an important access to social groups' psychology, market feedback and so on. Unlike the review corpus which is usually related to the specific object (e.g. a product), the micro-blog content covers the opinion of many ...
- research-articleNovember 2017
Fashion coordinates recommendation based on user behavior and visual clothing style
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 185–189https://doi.org/10.1145/3162957.3162982Fashion coordinates recommendation focuses on coordinating the pattern and colors of fashion items. For example, which shirt out of the candidates matches the pants best? The traditional recommender system based on Latent Factor Model (LFM) uses user ...
- research-articleNovember 2017
From character to document representation with global context awareness
ICCIP '17: Proceedings of the 3rd International Conference on Communication and Information ProcessingPages 170–174https://doi.org/10.1145/3162957.3162973Bag-of-Words with TF-IDF or other weighting schemes is commonly adopted ways for document representation. However, they fail to capture sequential or semantic information in the sentence, and would lead to high-dimensional vector due to misspelling, ...