modeling approaches include

USAGE SUMMARY

The phrase "modeling approaches include" is correct and usable in written English.
You can use it when discussing various methods or techniques used in modeling within a specific context, such as research or analysis. Example: "In our study, the modeling approaches include regression analysis, simulation modeling, and machine learning techniques."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

These modeling approaches include ecological niche modeling (e.g., [3]), climate-matching analyses (e.g., [4]), and habitat suitability prediction (e.g., [5]).

Plosone

Standard modeling approaches include two main streams: the first-principle (white-box) approach and the identification of a parameterized black-box model.

Expert Systems The Technology of Knowledge Management and Decision Making for the 21st Century

More refined qualitative modeling approaches include constraint-based modeling [ 7], Petri nets [ 8, 9], and logical modeling [ 10- 12].

Cell Communication and Signaling

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

We measured multiple inflammatory mediators in plasma using multiplex assays and evaluated the association between mediator concentrations and acid base variables using a variety of statistical modeling approaches, including generalized linear models, multiadaptive regression splines and principal component analysis.

Critical Care

Glucose tracer use may mitigate such inaccuracies, allowing use of multiple modeling approaches, including a 2-compartment model (2CMM).

Metabolism

We reviewed range of alternative modeling approaches, including a variety of linear regression models and Bayesian hierarchical/Gaussian process regression models [for details see Supplemental Material, pp. 2 3 (http://dx.doi.org/10.1289/ehp.1205987)].

Environmental Health Perspectives

The interpretation of observations and development of a mechanistic understanding of climate and anthropogenic forcing of zooplankton and fish biodiversity will likely require a synthesis among a wide range of modeling approaches, including population, integrative ecosystem, and food web modeling [145][146].

Plosone

In vitro in vivo extrapolation (IVIVE) of FaFg was developed with a number of modeling approaches, including a full physiologically based pharmacokinetic (PBPK) model as well as a simplified competitive-rate analytical solution.

Journal of Pharmaceutical Sciences

For each of these conditions, there exist modeling approaches including undiagnosed cases, which are important in health-economic models and screening [ 29, 30].

BMC Medical Research Methodology

The integration is based on multi-disciplinary theoretical and modeling approaches including Geographic Information Science, civil and transportation engineering, computer science, social media and communication.

International Journal of Disaster Risk Reduction

The proposed architecture and the training algorithm are described in detail and numerical performance comparisons with alternative linear and nonlinear modeling approaches, including time-delay neural networks and recursive multilayer perceptrons, are presented.

Neural Networks

Expert writing Tips

Best practice

Ensure that the listed components following "modeling approaches include" are distinct and relevant to the modeling strategy being discussed.

Common error

Avoid using "modeling approaches include" followed by vague or generic terms. Be specific about the methodologies involved to provide clarity and avoid ambiguity.

Linguistic Context

The phrase "modeling approaches include" serves as an introductory phrase in academic and technical writing. It functions to present a list of methodologies, techniques, or components that are part of a broader modeling strategy. Ludwig shows various scientific examples for this.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "modeling approaches include" is a grammatically correct and usable expression, primarily found in scientific contexts. Ludwig AI's analysis confirms that it serves to introduce a list of specific methodologies within a broader modeling strategy. While not exceptionally common, it is a clear and direct way to specify the elements comprising a model. For those seeking variety, alternatives such as "modeling strategies encompass" or "modeling methodologies comprise" offer similar meanings. When using this phrase, it's best to be specific and avoid overly broad generalizations to maintain clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

modeling strategies encompass

Changes the verb to 'encompass', suggesting a broader inclusion.

modeling methodologies comprise

Replaces 'approaches' with 'methodologies' and 'include' with 'comprise', indicating the components of the modeling process.

modeling techniques incorporate

Uses 'techniques' instead of 'approaches' and 'incorporate' for 'include', focusing on specific methods used.

modeling paradigms feature

Substitutes 'approaches' with 'paradigms' and 'include' with 'feature', highlighting key elements of the modeling framework.

modeling systems integrate

Replaces 'approaches' with 'systems' and 'include' with 'integrate', emphasizing how different parts are combined in the modeling.

modeling frameworks consist of

Changes 'approaches' to 'frameworks' and uses 'consist of', emphasizing the components that make up the modeling structure.

the modeling toolbox contains

Uses a metaphorical 'toolbox' to represent 'approaches' and 'contains' for 'include', suggesting available resources for modeling.

the repertoire of modeling methods embraces

Employs 'repertoire of modeling methods' to replace "modeling approaches" and 'embraces' instead of 'include', indicating a wide range of methods.

various modeling routes entail

Substitutes "modeling approaches" for "various modeling routes" and replaces include with entail, emphasizing that modeling has some compulsory steps/elements.

the arsenal of modelling strategies offers

Replaces "modeling approaches" with "the arsenal of modelling strategies" and "includes" with "offers" indicating the modeling approach is able to do something.

FAQs

How can I use "modeling approaches include" in a sentence?

You can use "modeling approaches include" to introduce a list of specific methodologies or techniques used within a broader modeling strategy. For example, "The "modeling approaches include" statistical analysis, simulation, and machine learning".

What are some alternatives to "modeling approaches include"?

Some alternatives are "modeling strategies encompass", "modeling methodologies comprise", or "modeling techniques incorporate".

Which is correct, "modeling approaches include" or "modeling approaches includes"?

"Modeling approaches include" is correct. "Approaches" is plural, so it requires the plural form of the verb "include".

What's the difference between "modeling approaches include" and "modeling approaches such as"?

"Modeling approaches include" suggests a comprehensive list, while "modeling approaches such as" introduces examples, implying the list is not exhaustive.