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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
optimal model
Grammar usage guide and real-world examplesUSAGE 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
Alternative expressions(3)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
Science
In particular, Pascual studied the optimal model under the ∞-norm.
Unfortunately EM is not guaranteed to find a globally optimal model.
Science
The user was told the advantage of optimal model selection.
Science
4. The optimal model for treating opioid addiction is an Opioid Treatment Program (OTP) utilizing buprenorphine and other approved medications.
News & Media
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.
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
best model
Replaces "optimal" with a more common synonym, maintaining the core meaning.
ideal model
Substitutes "optimal" with "ideal", suggesting a perfect or ultimate example.
superior model
Focuses on the model being better than others.
prime model
Highlights the model as being of the highest quality or importance.
finest model
Emphasizes the model's excellent quality or refinement.
most efficient model
Specifies that the model is the most effective in terms of resource utilization.
most effective model
Focuses on the model achieving the desired results most successfully.
leading model
Indicates the model is at the forefront or most advanced.
preferred model
Suggests that the model is chosen over other options.
ultimate solution
Shifts from "model" to "solution", emphasizing the problem-solving aspect.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested