A deep dive into DTW's core algorithm and mathematical framework, using sight-singing as a case study to explain how the choice of feature frames — MFCC, Chroma, or F0 — fundamentally determines alignment quality.

A systematic survey of 21 common behavioral patterns students exhibit during sight-singing, examining why they challenge automated scoring systems and proposing a multi-dimensional evaluation framework covering pitch, rhythm, fluency, and expression.