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Emotion Classification

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Abstract: The emotion classification concerns approaches to detect the underlying emotion of a text. Many learners rely heavily on the traditional thesaurus because difficulty for language learners in determining proper words. Unfortunately, this fails to provide appropriate suggestions. In the proposed model, we propose RESOLVE (Ranking Emotional Synonyms for language Learners Vocabulary Expansion) suggests precise emotion words regarding the events in the relevant context. Patterns are learned to capture emotion events and provides a list of ranked emotion words based on SVM. Modification is our implementation. The User feeds in a Social network site, like Twitter or face book like websites. Based on pattern matching algorithm, Big Data – …show more content…
With limited lexical knowledge, learners tend to use common emotion words such as angry and happy to describe their feelings. Moreover, the learner’s first language seems to lead to inappropriate word choices. Many learners consult the thesaurus for synonyms of emotion words; typically, the synonyms suggested come with little or no definition or usage information. The contextual information is taken in to account of suggested synonms .As a result, the thesaurus does not always help language learners select appropriately nuanced emotion words, and can even mislead learners into choosing improper words that sometimes convey the wrong message. Take embarrassed and awkward for example: although they both describe situations where people feel uneasy or uncomfortable, in practice they are used in different scenarios. According to Vocabulary.com, embarrassed is more self conscious and can result from shame or wounded pride: for instance, He was too embarrassed to say hello to his drunken father on the street. On the other hand, awkward would be “socially uncomfortable” or “unsure and constrained in manner”: He felt awkward and reserved at parties. These examples illustrate not only the nuances between synonymous emotion words, but also the difficulty for language learners in determining proper words. There is a pressing need for a reference resource providing a sufficient number of emotion words and their corresponding usage information to help language learners expand their knowledge of emotion words and learn proper emotional expressions. We propose a novel approach to help differentiate synonyms of emotion words based on contextual clues—Ranking Emotional SynOnyms for language Learners’ Vocabulary Expansion (RESOLVE). This involves first the learning of emotion event scores (EES) between an event and an emotion word

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