Minitab’s most flexible, award-winning and powerful machine learning tool, TreeNet® Gradient Boosting, is capable of consistently generating extremely accurate models.
Our TreeNet modeling engine has a degree of accuracy usually unattainable by a single model or ensembles, like bagging or conventional boosting. Our methodology is not sensitive to data errors and does not require time-consuming data preparation, pre-processing or imputation of missing values. With other methods, data errors can be challenging for conventional data mining and catastrophic for conventional boosting. In contrast, the TreeNet model is immune to such errors as it dynamically rejects data that points too much at variance with the existing model or is contaminated with erroneous target labels.
Avoid conventional trial-and-error or walk-in-the-dark techniques going forward. Our TreeNet modeling engine offers a unique set of insights into your models' inner workings with dependence plots. Our 2D partial dependence plots show the nature of the main effects while our 3D partial dependence plots also include 2-way interactions. Armed with the new insights automatically discovered by TreeNet, you will be able to build highly accurate regression and classification models if needed.
Interaction detection within our TreeNet modeling engine establishes whether interactions of any kind are needed in a predictive model. This system not only helps improve model performance, often dramatically, but also assists in the discovery and use of valuable new insights.
Interested in Trying the Most Award-Winning Modeling Engine, TreeNet?
Minitab's Tree-Based Methods
Whether you're just getting started or looking to take your predictive analytics capabilities to the next level, Minitab's tree-based modeling engines have the power you need.
The ultimate classification tree algorithm that revolutionized advanced analytics and inaugurated the current era of data science.
The power to leverage multiple alternative analyses, randomization strategies, and ensemble learning in one convenient place.
The most flexible and powerful machine learning tool that is capable of consistently generating extremely accurate models.