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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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optimal model

Grammar usage guide and real-world examples

USAGE SUMMARY

"optimal model" is a correct and usable phrase in written English.
It is typically used to refer to the best or most ideal model or solution in a given situation. Example: "After thorough analysis, we have determined that the optimal model for increasing productivity is to implement a remote work option for employees."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Optimal model.

The optimal model of the gripper is described as follows.

By definition, the optimal model yields the greatest ESS.

The optimal model has been solved by genetic algorithm.

13362_2016_33_MOESM1_ESM.mov Simulation of the optimal model obtained in Case 1.

Fig. 1 Path coefficients in the optimal model.

Finding the optimal model can, however, be a challenge.

In particular, Pascual studied the optimal model under the ∞-norm.

Unfortunately EM is not guaranteed to find a globally optimal model.

Science

SEP

The user was told the advantage of optimal model selection.

Science

Omega

4. The optimal model for treating opioid addiction is an Opioid Treatment Program (OTP) utilizing buprenorphine and other approved medications.

News & Media

Huffington Post
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Expert writing Tips

Best practice

When describing a "optimal model", be specific about the criteria used to determine its optimality. Clearly state what makes it the best choice in the given context.

Common error

Avoid claiming a model is "optimal" without sufficient evidence or justification. Clearly define the parameters and limitations under which the model performs best.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "optimal model" functions as a noun phrase where the adjective 'optimal' modifies the noun 'model'. It's used to denote the most favorable or best version of a model in a given context. As Ludwig AI confirms, this is a correct and usable phrase.

Expression frequency: Very common

Frequent in

Science

85%

News & Media

7%

Formal & Business

5%

Less common in

Academia

1%

Encyclopedias

1%

Wiki

1%

Ludwig's WRAP-UP

The phrase "optimal model" is a common and grammatically sound term, primarily used in scientific, technical, and analytical contexts to denote the best or most effective model based on specific criteria. As indicated by Ludwig AI, this phrase is correct and widely used. Its purpose is to highlight a superior choice among alternatives, emphasizing efficiency, accuracy, or performance. While its register leans towards formal and scientific, it can also appear in more general contexts. Understanding the specific criteria used to define optimality is crucial for effective communication. When using this phrase, ensure you provide sufficient evidence or justification for the claim of optimality.

FAQs

How is the "optimal model" determined in scientific research?

The "optimal model" in scientific research is typically determined through statistical analysis, cross-validation, and comparison of different models using metrics like AIC (Akaike Information Criterion) or BIC (Bayesian Information Criterion). The model with the best balance of fit and complexity is chosen.

What are some alternatives to saying "optimal model"?

You can use alternatives like "best model", "ideal model", or "preferred model" depending on the context.

In what fields is the term "optimal model" commonly used?

The term "optimal model" is commonly used in fields like statistics, machine learning, engineering, economics, and healthcare to describe the most effective or efficient model for a given task or situation.

What are the key factors to consider when building an "optimal model"?

Key factors to consider when building an "optimal model" include data quality, model complexity, computational cost, and the specific goals of the modeling exercise. It is crucial to balance accuracy with interpretability and avoid overfitting.

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Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: