more refined model

USAGE SUMMARY

The phrase "more refined model" is correct and usable in written English.
It can be used when discussing improvements or enhancements made to a model, often in contexts like data analysis, machine learning, or design. Example: "After several iterations, we developed a more refined model that better predicts user behavior."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

27 human-written examples

We presented a model, associated algorithms, and experimental results to test the hypothesis that a more refined model of transcriptional regulatory network evolution would support additional refinements in accuracy.

Algorithms for Molecular Biology

A more refined model addressing this problem should be explored in the future.

Nature

The Akerstedt and Folkard paper cited above in Note 5 presents a more refined model that matches experimental data quantitatively.

The New York Times

Furthermore, a more refined model of wind loads is constructed in order to investigate the effect of an instantaneous change in effective attack angle of turbulent wind on bridge buffeting response.

Journal of Sound and Vibration

Did you mean two decimal places?Steve Brown Statistician LetchworthHertfordshireReforminging Leviathan* SIR – While the general drift of your discussion of civil service reform ("Modernising the Mandarins", August 9th) is fair, any analysis that might lead to a valid warrant for action requires a much more refined model of the system of public administration.

The Economist

A comparison between classical simplified laws (Poiseuille flow) and a more refined model which takes into account the evolution of the crack opening in the depth of the section enables to define the validity domain of the simplified laws and especially the definition of the associated "reference opening".

Nuclear Engineering and Design

Human-verified similar examples from authoritative sources

Similar Expressions

33 human-written examples

Our algorithm with this better efficiency can even solve generalized and more refined models.

Journal of Discrete Algorithms

Another measure identifies the infrastructure that should be prioritized for more refined modeling.

Reliability Engineering & System Safety

The results indicate that for a collimated beam boundary condition the Six-Flux model and more refined models are moderate.

Chemical Engineering Journal

Recent advances in single-cell molecular analytical methods and clonal growth assays are enabling more refined models of human hematopoietic lineage restriction processes to be conceptualized.

Stanford University

The adequacy of the existing models is discussed, leading to a call for the development of more refined models.

Electrochimica Acta

Expert writing Tips

Best practice

When aiming for precision and clarity in technical writing, use "more refined model" to indicate a specific advancement or enhancement over a previous version. This emphasizes the iterative nature of model development and improvement.

Common error

Avoid using "more refined model" as a generic term for any improved model. Instead, provide specific details about what makes the model more refined, such as enhanced accuracy, additional features, or better predictive capabilities.

Linguistic Context

The phrase "more refined model" functions primarily as a noun phrase with an adjectival modifier. The adjective "refined" describes the noun "model", indicating an improvement or enhancement in its precision or detail. As indicated by Ludwig AI, this phrase is grammatically correct and widely used.

Expression frequency: Common

Frequent in

Science

70%

News & Media

15%

Formal & Business

10%

Less common in

Encyclopedias

2%

Wiki

2%

Reference

1%

Ludwig's WRAP-UP

In summary, "more refined model" is a grammatically sound and frequently used phrase that indicates an improvement in the precision, detail, or complexity of a model. As confirmed by Ludwig AI, it's best suited for formal, scientific, and technical contexts, where accuracy and clarity are paramount. When using this phrase, ensure you can justify the refinement with specific details to avoid generic usage. Alternatives like "improved model", "advanced model", and "sophisticated model" may be suitable depending on the context. This expression appears most often in scientific journals and news articles. Always strive for context-specific word choice and consider your audience to ensure the most precise and effective communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

improved model

Highlights the betterment of the model's performance or characteristics.

accurate model

Emphasizes the correctness and reliability of the model's predictions.

enhanced model

Focuses on the improvement made to the model.

advanced model

Stresses the progress and cutting-edge quality of the model.

sophisticated model

Emphasizes the complexity and advanced nature of the model.

optimized model

Indicates that the model has been adjusted to achieve the best possible results.

precise model

Highlights the accuracy and exactness of the model.

detailed model

Focuses on the level of intricacy and comprehensiveness of the model.

elaborate model

Indicates that the model is carefully planned and constructed with many details.

polished model

Suggests that the model has been perfected and made elegant.

FAQs

How can I use "more refined model" in a sentence?

You can use "more refined model" to describe an improved version of a model, such as, "The researchers developed a "more refined model" to predict climate change impacts".

What are some alternatives to "more refined model"?

Some alternatives include "improved model", "advanced model", or "sophisticated model", depending on the specific nuance you want to convey.

Is there a difference between "more refined model" and "more accurate model"?

While both describe improvements, "more refined model" implies enhancement in detail and precision, whereas "more accurate model" focuses specifically on improved correctness in predictions or results.

When is it appropriate to use "more refined model" instead of "better model"?

"More refined model" is appropriate when the improvement involves a specific enhancement in the model's complexity, detail, or precision. "Better model" is a more general term applicable to any kind of improvement.