Period Segmentation in Transition Network Analysis: A Topological Data Analysis Approach

arXiv:2609.32094 · cs.CY, cs.LG · Submitted 2026-09-25 · Read on arXiv

cs.CY, cs.LG

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

Persistent Homology — 9× in this paper · explained in 3 episodes
Variance Ratio — 9× in this paper
Topological Data Analysis — 5× in this paper
Transition Network Analysis — 5× in this paper
Open University Learning Analytics Dataset — 3× in this paper
Generalizability — 2× in this paper · explained in 6 episodes
Generative AI — 2× in this paper · explained in 2 episodes
Homogeneity — 2× in this paper · explained in 2 episodes
Accuracy — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Consistency — 1× in this paper · explained in 3 episodes
Core — 1× in this paper · explained in 2 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Objective Function — 1× in this paper · explained in 2 episodes
Topological Data Analysis (TDA) — 1× in this paper · explained in 2 episodes
Virtual Learning Environment — 1× in this paper

Sources

An Algorithm for Optimal Partitioning of Data on an Interval

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