UoCAD-OH, a Bi-LSTM anomaly detector with Keras Tuner hyperparameters, reports F1 scores up to 0.97 on smart home air quality data, but lacks a baseline comparison to the original UoCAD.
A systematic literature review of iot time series anomaly detection solutions,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Exploring the impact of Optimised Hyperparameters on Bi-LSTM-based Contextual Anomaly Detector
UoCAD-OH, a Bi-LSTM anomaly detector with Keras Tuner hyperparameters, reports F1 scores up to 0.97 on smart home air quality data, but lacks a baseline comparison to the original UoCAD.