Graphs, recommendations, and time series · MLD-1233
Time series
Observations indexed by time, where ordering and temporal dependence can matter.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Model hourly electricity demand.
Original caveat
Random train-test splits can leak future information.
Context and aliases
Level: Intermediate. Stages: Architecture · Data · Training · Inference.
Tags: ML · DL · Time series.
Aliases: None recorded.
Related concepts
Concepts linking here
Original references
- PyTorch Geometric documentation ↗ · Consulted
- scikit-learn User Guide ↗ · Consulted
- statsmodels: time series analysis ↗ · Reference link
- Original reference URL ↗