Sophia E Day, Kevin J Konty, Maya Leventer-Roberts, Cathy Nonas, Tiffany G Harris
Severe obesity among children in New York City public elementary and middle schools, school years 2006-07 through 2010-11
Preventing chronic disease
skin cancer detected visual screening skin analysis based biopsy pathological state human body survival rate cancer patients low millions people diagnosed annually determining different comparative analyses skin malignancy classification evaluated using isomap vision transformer analyze highdimensional images dimensionality reduction skin cancer present severe cases lifethreatening symptoms overall performance evaluation classification tend improve accuracy highdimensional skin lesion dataset completed deep learning methodologies distinct phases skin malignancy classification determined accuracy specificity f1 recall sensitivity implementing classification methodology nonlinear dimensionality reduction technique called isomap preserves datas underlying nonlinear relationships intact essential categorization skin malignancies features separate malignant benign skin lesions may linearly separable isomap decreases datas complexity maintaining essential characteristics making simpler analyze explain findings highdimensional datasets skin lesions evaluated classified effectively evaluated classified using isomap vision transformer