# Investigation of Dual-Flow Deep Learning Models LSTM-FCN and GRU-FCN Efficiency against Single-Flow CNN Models for the Host-Based Intrusion and Malware Detection Task on Univariate Times Series Data

> Research article (Applied Sciences, 2020) · cited 19× · AI/ML

**Wikidata**: [openalex:W3014407644](https://www.wikidata.org/wiki/openalex:W3014407644)  
**Source**: https://4ort.xyz/entity/investigation-of-dual-flow-deep-learning-models-lstm-fcn-and-gru-fcn-efficiency-against-single-flow-cnn-models-for-the-h