Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
a combination of models
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a combination of models" is correct and usable in written English.
You can use it when referring to the integration or merging of different models, such as in data analysis, machine learning, or theoretical frameworks. Example: "The research team developed a combination of models to improve the accuracy of their predictions."
✓ Grammatically correct
Science
News & Media
Formal & Business
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
19 human-written examples
Modules include a combination of models and quantitative assessment procedures.
Microcracking of porous stabilized aluminum titanate (AT) was investigated by a combination of models and experiments.
Science
The tracking can also be based on 3D models [24, 25] or a combination of models [21].
The Smoothing M Model is a combination of Models M and U, with weighting factors of 0.75 and 0.25, respectively.
Science
It includes a combination of models, perceptions, and learning of patterns with precedents (Saba and Rehman 2012; Norouzi et al. 2014).
Science
A combination of models is proposed with a particular focus on the influence of flame-instabilities, especially of thermal-diffusive nature, which are crucial for very lean mixtures.
Human-verified similar examples from authoritative sources
Similar Expressions
41 human-written examples
In other words; the new model is a combination of model (11) and goal programming modeling.
The tweet didn't specify if this was a combination of Model S, Model X and Model 3 vehicles.
News & Media
The present work proposes a combination of modelling techniques, addressing these challenges.
Science
A combination of model physics, initial and boundary conditions, and high grid resolutions was essential for successful simulation.
As reported in [14], though, a combination of modeling, monitoring, and prediction techniques must be used to avoid exceeding the total infrastructure capacity.
Science
Expert writing Tips
Best practice
When using "a combination of models", ensure you clearly define each model's role and how they interact to achieve the desired outcome. This clarity enhances understanding and credibility.
Common error
Avoid simply stating that you're using "a combination of models" without specifying which models and why they were chosen. Provide specific details to justify your approach and demonstrate a thorough understanding.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a combination of models" functions as a noun phrase, typically serving as the subject or object of a sentence. It refers to the act of using multiple models together. As Ludwig AI indicates, this phrase is correct and usable in written English.
Frequent in
Science
80%
News & Media
10%
Formal & Business
10%
Less common in
Wiki
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "a combination of models" is a grammatically sound and frequently used phrase, particularly within scientific and research contexts. Ludwig AI confirms its correctness and usability. It denotes the use of multiple models in an integrated way, often to enhance the accuracy or robustness of an analysis. When employing this phrase, ensure you clearly specify which models are being used and justify their combined use. While alternatives like "a synthesis of models" or "an integration of models" exist, "a combination of models" is a straightforward and widely understood way to express the concept of using multiple models together.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
a synthesis of models
Emphasizes the creation of a unified whole from different models, suggesting a more integrated approach.
an integration of models
Highlights the act of bringing different models together to work as a cohesive system.
a blend of models
Suggests a smooth merging of models, where the individual components are less distinct.
a fusion of models
Implies a strong and transformative merging of models, creating something new.
a multi-model approach
Focuses on the strategy of using multiple models rather than the specific combination.
an ensemble of models
Highlights the collection of models working together, especially in prediction or analysis.
a hybrid model system
Indicates a system that combines different modeling techniques or paradigms.
a layered model framework
Suggests a structured arrangement of models, where each layer contributes to the overall analysis.
a federated model architecture
Emphasizes a distributed approach, where models are loosely coupled but cooperate.
a coordinated set of models
Stresses the planned and organized use of multiple models.
FAQs
How can I effectively use "a combination of models" in research?
Clearly define each model's purpose, explain their interdependencies, and justify why this integrated approach is superior to using a single model. Providing context and rationale strengthens your research's validity.
What are the benefits of using "a combination of models" over a single model?
Using "a combination of models" can leverage the strengths of each individual model, address limitations, and provide a more comprehensive and robust analysis than a single model alone.
What are some alternatives to "a combination of models"?
You can use alternatives such as "a synthesis of models", "an integration of models", or "a multi-model approach", depending on the specific context and desired emphasis.
How do I choose the right models to include in "a combination of models"?
Consider the specific problem you're trying to solve, the strengths and weaknesses of different models, and how they can complement each other. Thorough research and testing are crucial for selecting an effective combination.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested