# High-frequency direction forecasting and simulation trading of the crude oil futures using Ichimoku KinkoHyo and Fuzzy Rough Set

> Research article (Expert Systems with Applications, 2022) · cited 19× · AI/ML

**Wikidata**: [openalex:W4309862662](https://www.wikidata.org/wiki/openalex:W4309862662)  
**Source**: https://4ort.xyz/entity/high-frequency-direction-forecasting-and-simulation-trading-of-the-crude-oil-futures-using-ichimoku-kinkohyo-and-fuzzy-r