Naive Bayes: Why This 90s Algorithm Still Dominates Text Classification

Naive Bayes remains a cornerstone of machine learning for high-dimensional data due to its unparalleled speed and simplicity. Despite its 'naive' independence assumption, it consistently provides robust results in real-world scenarios like spam filtering where modern complex models often hit performance bottlenecks.