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İsmail Güzel

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#machine learning Preprint May 2026

Persistent Homology of Time Series through Complex Networks

A unified pipeline for univariate time series classification via complex networks and persistent homology is presented, showing that no single construction dominates and persistence-based features degrade gracefully under noise, consistent with the classical stability theorem of persistent homology.

İsmail Güzel · 0 citations