Improve Research Reproducibility A Bio-protocol resource
- Home
- Protocols
-
Preprint
Parameter optimizations of the three machine learning algorithm models
Last updated date: May 17, 2021 Views: 850 Forks: 0
Download PDF
Ask a
question
How to
cite
Favorite
We used grid search method to select the optimal parameters for the three machine learning algorithm models, and the model with the highest R2 and lowest RMSE was selected as the best performance model.
Copyright: Content may be subjected to copyright.
How to cite：
Readers should cite both the Bio-protocol preprint and the original research article where this protocol was used:
- Huang, N and Wang, L(2021). Parameter optimizations of the three machine learning algorithm models. Bio-protocol Preprint. bio-protocol.org/prep1095.
- Huang, N., Wang, L., Song, X., Black, T. A., Jassal, R. S., Myneni, R. B., Wu, C., Wang, L., Song, W., Ji, D., Yu, S. and Niu, Z.(2020). Spatial and temporal variations in global soil respiration and their relationships with climate and land cover . Science Advances 6(41). DOI: 10.1126/sciadv.abb8508
Do you have any questions about this protocol?
Post your question to gather feedback from the community. We will also invite the authors of this article to respond.
0/150
Tips for asking effective questions
+ Description
Write a detailed description. Include all information that will help others answer your question including experimental processes, conditions, and relevant images.
Post a Question0 Q&A
This protocol preprint was submitted via the "Request
a Protocol" track.
