Research Article

Arabic Sign Language Recognition System for Alphabets Using Machine Learning Techniques

Table 10

Recognizing gestures letters accuracy by Holdout.

No. of datasetClassifiers and Holdout rate
Naïve-BayesianC4.5KNNMLP
66%75%66%75%66%75%66%75%

Dataset 184.11%83.04%83.65%78.00%90.58%88.38%86.90%84.19%
Dataset 289.50%88.90%94.05%89.57%97.67%96.81%95.72%95.28%
Dataset 397.73%98.24%97.74%95.05%99.62%99.02%98.71%98.59%