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They usually feel liberated upon learning that there's no specific lexicon awaiting memorisation.
Others, like Ford's Sync, respond to only a specific lexicon, though it contains thousands of words.
Now, in the age of genetically informed medicine, cancers may also come with a more specific lexicon: the names of mutated genes deep within tumors that cause cells to become cancerous.
These include software that: gathers clinical discourse into appropriate units (paragraphs, sentences, words); expands and disambiguates temporal expressions; and identifies pertinent expressions from within a specific lexicon and assesses the context of each expression's use (or negation).
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We augment this reduced Twitter-specific lexicon with brand-specific terms for brand-related tweets.
We show that the Twitter-specific lexicon is significantly more effective in terms of classification recall and accuracy metrics.
We show that DAN2 produces more accurate sentiment classification results than SVM while using the same Twitter-specific lexicon.
In this research, we introduce an approach to supervised feature reduction using n-grams and statistical analysis to develop a Twitter-specific lexicon for sentiment analysis.
To demonstrate the effectiveness of the devised Twitter-specific lexicon compared to a traditional sentiment lexicon, we develop comparable sentiment classification models using SVM.
We then develop sentiment classification models using the Twitter-specific lexicon and the DAN2 machine learning approach, which has demonstrated success in other text classification problems.
In [2] the authors applied a domain-specific lexicon in order to classify customer reviews of hotels into five star categories.
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