Table 1 Analysis based on performance.

Omar et al. 2021²⁸

Hybrid model

Reduces the feature space on large scale domain

Detection and classification was complex

Tom et al. 2021²⁹

Deep-Hook

Performs trusted detection

Complex method

Jeffrey et al. 2021 ³⁰

Recurrent neural networks with LSTM and BIDI

Takes less time and achieves high performance

Samples was low

Donghai et al. 2021 ³¹

Hardware trace

Collects the execution control flow information efficiently

Stealthy malware was not detected

Ce Li et al. 2022³²

API sequence

Good in depicting the actual software behaviors

Sequence squeezing was not used

Seungyeon et al. 2021 ³³

Two stage hybrid malware detection

Provides better accuracy

Takes more time in feature extraction

Chen et al. 2021³⁴

Recurrent neural networks with LSTM and GRU

Provides better classification and prediction with time-series

Accuracy was low

Miao et al. 2023³⁵

Time –controllable keyword search scheme

Improves efficiency

Issue in security

Miao et al. 202 ³⁶

PSDQ

Reduces the query time

Less security