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Detecting Emotion in Text - crcv.ucf.edu

Publish on Category: Birds 268

Donethis week
Getting familiar with corpus(100,000 words) ofblog posts with corresponding emotionsNLP feature extractionMultinomial logistic regression for emotion classificationRan classifier on sentence, returned confidence scores for each emotion
Features
Blog post:I'm so happy, nothing can get me down.Features
Results
Blog post:I'm so happy, nothing can get me down.
anger antic. disgust fear joy sadness surprise trust
Results
Blog post:I'mnot happy, nothing canpick me up.
anger antic. disgust fear joy sadness surprise trust
Results
anger antic. disgust fear joy sadness surprise trust
Blog post:Well, my mom just told me the most scary news I've ever heard about myself.
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Future Work
Improve emotion classifier resultsImprove emotional word detectionIntegrateSentibank’sANPsMovie image corpusImages from movies, corresponding descriptionsSentibankfor labeling emotionTrainLearning to map descriptive to expressive sentences

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Detecting Emotion in Text - crcv.ucf.edu