From: Unsupervised outlier detection for time-series data of indoor air quality using LSTM autoencoder with ensemble method
Study
Model
Dataset
Performance
Pankaj Malhotra at al. 2016 [49]
SAE-C
ECG5000
Acc 0.934
Gilles Vandewiele at al. 2019 [50]
GENDIS
Acc 0.94
Joao Pereira at al. 2019 [51]
F-t ALSTM-FCN
Acc 0.9496
Proposed Model
LSTM-AE with Ensemble Method
Indoor Environment data
Acc 0.9766
