# Tree-Based Machine Learning Models with Optuna in Predicting Impedance Values for Circuit Analysis

> Research article (Micromachines, 2023) · cited 64× · AI/ML

**Wikidata**: [openalex:W4317930631](https://www.wikidata.org/wiki/openalex:W4317930631)  
**Source**: https://4ort.xyz/entity/tree-based-machine-learning-models-with-optuna-in-predicting-impedance-values-for-circuit-analysis