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Those matches always breathed football of class, emotion and unprecedented tension".
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Of these fifteen categories, five were chosen to conduct the five-class emotion classification experiments reported in this paper.
The results of the experiments show that the WD-KNN classifier achieves the best accuracy for the 5-class emotion recognition what among the five classification techniques.
In our testing, we achieved a 98.9 and 96.9% recognition accuracy for 6- and 7-class emotion, respectively, when using GLTP with the same testing procedure.
Similar to the experiments performed on the LDC corpus, those performed on the FAU Aibo corpus were constructed as a five-class emotion classification problem.
Table 9 Recognition rate for 6-class emotion in JAFFE dataset using GLTP and Improved GLTP Methods CV LOO GLTP 77.0±1.1 81.3 Improved GLTP 83.3±1.6 86.8 Table 10 Recognition rate for 7-class emotion in JAFFE dataset using GLTP and Improved GLTP Methods CV LOO GLTP 74.4±1.3 77.5 Improved GLTP 81.7±1.3 81.7±1.3
Table 1 Recognition rate for 6-class emotion in CK+ dataset using GLTP and Improved GLTP Methods CV LOO PI GLTP 98.9±0.16 99.2 86.4 Improved GLTP 99.3±0.25 99.7 86.5 Table 2 Recognition rate for 7-class emotion in CK+ dataset using GLTP and Improved GLTP Methods CV LOO PI GLTP 96.9±0.21 97.4 83.0 Improved GLTP 97.6±0.30 97.6±0.30.
The paper also includes the classification accuracies obtained when tested on the German FAU Aibo Emotion Corpus on the five-class emotion classification problem originally outlined in the INTERSPEECH 2009 Emotion Challenge.
They are great reads; yet they clutch at heightened relevance, not content to remain simply good yarns about middle-class emotions.
He spoke elliptically about the working-class emotions, motivations and outcomes of his character Monty Brogan, who despite an honest Irish-American upbringing finds himself peddling heroin in a playground.
The scatter diagram in Fig. 5 shows inseparable nature of the problem, and indicates that MFCC features are not robust under the variations of inter-class emotions.
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