modeled using linear

USAGE SUMMARY

The phrase "modeled using linear" is correct and usable in written English.
It can be used in contexts where you are describing a method or approach that employs linear modeling techniques, often in fields like mathematics, statistics, or data analysis. Example: "The data was modeled using linear regression to predict future trends based on historical data."

✓ Grammatically correct

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

39 human-written examples

Hybrid automata represent one suitable modeling framework, as the protein concentration dynamics inside each cell are modeled using linear differential equations; inputs activate or deactivate these continuous dynamics through discrete switches, which themselves are controlled by protein concentrations reaching given thresholds.

University of California, Berkeley

Compliant impacts can be modeled using linear viscoelastic constitutive models.

Journal of Sound and Vibration

Both the geosynthetic and the facing block were modeled using linear elastic model.

Geotextiles and Geomembranes

For families that are enrolled, program costs are modeled using linear regression and result in an expected program cost conditional on enrollment.

University of California, Berkeley

The power extraction at these sites is modeled using linear momentum actuator disk theory applied to a cross-channel array of turbines.

Renewable Energy

The OWT system is modeled using linear beam and soil structure interaction is accounted for incorporating American Petroleum Institute based cyclic p y springs attached to the monopile.

Soil Dynamics and Earthquake Engineering

Human-verified similar examples from authoritative sources

Similar Expressions

21 human-written examples

The presence of lignin was modelled using linear discriminant analysis (LDA), where the model could distinguish between high and low lignin content with 88% accuracy.

Heritage Science

We also have explored modeling using linear regression model and the average signal in every region.

BioMed Research International

The excess odds ratio per gray (EOR/Gy) was modelled using linear and linear exponential functions.

British Journal of Cancer

So, for example, categorical variables will be modelled using logistic regression and continuous variables will be modelled using linear regression.

BMC Medical Research Methodology

Utilities were modelled using linear mixed effects models for repeated measures adjusting for baseline and for whether the observed utility occurred preprogression or postprogression.

BMJ Open

Expert writing Tips

Best practice

When using "modeled using linear", clearly specify the type of linear model employed (e.g., linear regression, linear mixed-effects model) to provide clarity and context.

Common error

Avoid using "modeled using linear" without validating the linearity assumption. Ensure the data meets the criteria for linear modeling to prevent inaccurate results and misinterpretations.

Linguistic Context

The phrase "modeled using linear" functions as a descriptive term, indicating the application of linear methods to create a model. As Ludwig AI suggests, it is usable in different contexts. This phrase is often followed by a specific type of linear model (e.g., linear regression).

Expression frequency: Common

Frequent in

Science

75%

Academia

25%

News & Media

0%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "modeled using linear" is a commonly used phrase, primarily found in scientific and academic contexts, to describe the use of linear methods in creating a model. Ludwig AI confirms its correctness and usability. It's crucial to specify the exact type of linear model used and to validate the assumptions of linearity. Related phrases include "represented with a linear model" and "simulated through linear methods". When writing, be precise and avoid oversimplifying the model assumptions.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

represented with a linear model

Focuses on the representation aspect using a linear approach, rather than the act of modeling.

simulated through linear methods

Emphasizes the simulation aspect utilizing linear methodologies.

analyzed with linear techniques

Highlights the analysis of something through linear techniques.

described by a linear framework

Focuses on the framework used for description, implying a linear structure.

estimated via linear approaches

Highlights estimation using linear methodologies.

formulated with linear equations

Specifically mentions the use of linear equations in the formulation process.

expressed in linear terms

Indicates the expression of something using linear terminology.

characterized by linear relationships

Emphasizes the presence of linear relationships in the characterization.

approximated with linear functions

Focuses on approximation using linear functions.

predicted using linear models

Highlights the prediction aspect using linear models.

FAQs

How can I use "modeled using linear" in a sentence?

You can use "modeled using linear" to describe a process where a linear model is used to represent a system or predict outcomes. For example, "The relationship between variables was "modeled using linear" regression."

What are some alternatives to "modeled using linear"?

Alternatives include phrases like "represented with a linear model", "simulated through linear methods", or "analyzed with linear techniques" depending on the specific context.

Which is correct, "modeled using linear" or "modeled linearly"?

"Modeled using linear" is generally preferred when referring to the application of a linear model. "Modeled linearly" could imply that the modeling process itself was performed in a linear fashion, but it is less common.

What's the difference between "modeled using linear regression" and "modeled using linear"?

"Modeled using linear regression" specifies a particular type of linear model, while ""modeled using linear"" is more general and could refer to any linear approach, such as linear mixed models or linear splines.