Proposes a method of Online Principal Composite Kernel Feature Analysis. Develops Heterogeneous Big Data Associations to improve data quality. Compares Online and Office Learning for Computer-Aided Detection of cancer polyps. Implements online diagnosis with long-term sequential datasets. Evaluates the resulting data quality and computational time.