based on random forests

USAGE SUMMARY

The phrase "based on random forests" is correct and usable in written English.
It can be used when discussing methodologies, algorithms, or models that utilize random forests as a foundational element. Example: "The predictive model we developed is based on random forests, which allows for improved accuracy in our forecasts."

✓ Grammatically correct

Science

Academia

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

19 human-written examples

We performed the complete cases analysis with all methods and used three different approaches for imputation of missing values: i) addition of a categorical variable encoding the presence of a missing value; ii) substitution with the overall population mode for binary attributes and mean for numeric ones; iii) non-linear imputation based on random forests [ 33].

BMC Ophthalmology

Stick with simple models: We decided that simple models, like logistic regression or those based on random forests or decision trees, are sufficient for the problems at hand.

Harvard Business Review

It was observed that the machine learning approach based on random forests algorithm can efficiently estimate the spatial distribution of hydrologic ratios provided sufficient data is available.

Journal of Hydrology

In this paper, we demonstrate an unsupervised method based on random forests which can identify faulty wafers from the chemical signatures observed during a plasma etching process.

IFAC-PapersOnLine

Models based on random forests (RF), boosted regression trees (BRT), neural networks (NN), support vector machines (SVM) and multivariate adaptive regression splines (MARS) are fitted to predict 14 target variables.

Structural Safety

This study proposes an object-based methodology, for detailed delineation and classification of soil types, using digital maps of topography and vegetation as soil covariates, based on Random forests classifier.

Pedosphere

Human-verified similar examples from authoritative sources

Similar Expressions

41 human-written examples

Permutation variable importance measure (PVIM) based on random forest and Morris' screening design are two effective techniques for measuring the variable importance in high dimensions.

Environmental Modelling & Software

We describe a number of algorithms that are based on random forest to estimate the conditional average treatment effect (CATE) function and we compare them using theoretical results under a simple causal model and simulation studies.

University of California, Berkeley

(ii) Random forest imputation is based on random forest regression introduced by Breiman [ 29].

BMC Genomics

seeSUMO [ 22], a recently published method, was mainly based on random forest and SVM training of biological sequence features obtained from AAIndex and evolutionary information of sequence windows.

BMC Genomics

> -wrap-foot> In this article, we develop iRafNet, a unified framework based on random forest which constructs GRNs by integrating information from multiple data types.

Bioinformatics

Expert writing Tips

Best practice

When describing your methodology, clearly specify the parameters and implementation details of the random forests algorithm used. This enhances reproducibility and understanding.

Common error

Avoid assuming that variable importance scores directly translate to causal relationships. While useful for feature selection, they don't guarantee causality; further investigation is often needed to confirm any presumed causal links.

Linguistic Context

The phrase "based on random forests" functions as a prepositional phrase, modifying a noun or noun phrase. It indicates that something (e.g., a model, method, or analysis) is fundamentally constructed or operates using the random forests algorithm. Ludwig AI confirms its correct usage.

Expression frequency: Uncommon

Frequent in

Science

60%

Academia

20%

News & Media

10%

Less common in

Formal & Business

10%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "based on random forests" is a grammatically sound and relatively common prepositional phrase used to describe methods, models, or analyses that rely on the random forests algorithm. Ludwig AI confirms its correct usage and indicates it is particularly prevalent in scientific and academic contexts. Alternative phrases like "utilizing random forests" or "employing random forests" can be used to add variety to your writing, while keeping the core meaning intact. When using this phrase, ensure that you provide sufficient detail about the specific implementation of the random forests algorithm to enhance clarity and reproducibility.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Utilizing random forests

Emphasizes the use of random forests as a tool or method.

Employing random forests

Similar to utilizing, but with a more formal tone.

Leveraging random forests

Highlights the advantage gained by using random forests.

Using random forests as a foundation

Focuses on random forests as the groundwork for something else.

With random forests as the basis

Similar to using as a foundation, but more concise.

Modeled with random forests

Specifically highlights that the model leverages random forests.

Driven by random forests

Suggests that the approach is highly dependent on random forests.

Constructed using random forests

Focuses on the building or creation process involving random forests.

In conjunction with random forests

Indicates random forests are used along with other methods.

Capitalizing on random forests

Emphasizes exploiting the strengths and features of random forests.

FAQs

How can I effectively use "based on random forests" in a sentence?

Use "based on random forests" to clearly indicate that a model, method, or analysis relies on the random forests algorithm as its primary component. For instance, "The predictive model is based on random forests for enhanced accuracy."

What are some alternatives to "based on random forests"?

You can use alternatives such as "utilizing random forests", "employing random forests", or "leveraging random forests", depending on the specific nuance you wish to convey.

Is it correct to say "using random forests" instead of "based on random forests"?

While both are acceptable, "based on random forests" implies a more fundamental reliance on the algorithm, whereas "using random forests" can suggest it's just one component of a larger approach. Choose the phrase that accurately reflects the degree of dependence.

What's the difference between "based on random forests" and "derived from random forests"?

"Based on random forests" indicates that the method fundamentally relies on the algorithm. "Derived from random forests" suggests that the method was developed or adapted from the random forests algorithm, possibly incorporating modifications or extensions.