GUIDE-VAE integrates user embeddings with pattern dictionary-based covariance composition in a VAE framework to improve synthetic data generation and imputation on imbalanced multi-user datasets such as smart meters.
An electricity smart meter dataset of spanish households: insights into consumption patterns
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2024 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
GUIDE-VAE: Advancing Data Generation with User Information and Pattern Dictionaries
GUIDE-VAE integrates user embeddings with pattern dictionary-based covariance composition in a VAE framework to improve synthetic data generation and imputation on imbalanced multi-user datasets such as smart meters.