lead to a dimensionality

USAGE SUMMARY

The phrase "lead to a dimensionality" is not correct in standard written English.
It may be intended to describe a process that results in a certain dimensionality, but the wording is awkward and unclear. Example: "The changes in the data structure may lead to a dimensionality that is more suitable for analysis."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

This will lead to a dimensionality problem.

EURASIP Journal on Advances in Signal Processing

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

In addition, the dimensionality reduction has lead to a reduction of the computational load dedicated to matrix inversion in Equation 3 where the matrix Λ h was computed from the compressed data and has low K×K size if the chosen K is small enough.

EURASIP Journal on Advances in Signal Processing

As fitting a linear regression model directly on this dataset would lead to an unstable model, the dimensionality of the dataset was first reduced using Lasso regression for each of the three models.

Health Economics Review

Although this last approach is not a new descriptor, we believe the combination of these two approaches may lead to a better understanding of the silhouette while keeping a reasonable dimensionality of the feature vector.

EURASIP Journal on Image and Video Processing

The introduction of a time delay into a system generally leads to an increased dimensionality.

eLife

Reducing the dimensionality of the recognition process between the two proteins may lead to a sensible increase in binding efficiency.

Plosone

It has been shown, for example, in [9] that the feature space dimensionality in which the considered classifier is trained can have a significant impact on its performances: a too small amount of images regarding dimensionality (the number of features) might lead to an improper training of the classifier and thus to results with a possibly high statistical variance.

EURASIP Journal on Information Security

(The decoding step is needed because the high dimensionality of the response space would lead to an inaccurate estimate of the information if the responses were used directly, as described by Rolls et al.  1997a and Rolls and Treves  1998).

Biological Cybernetics

This leads to a significant reduction in the dimensionality of the search space.

Computers & Chemistry

This practice leads to a remarkable reduction in curse of dimensionality.

International Journal of Refrigeration

The presence of transition metals in uranyl hybrid materials adds to the complexity, but also leads to an increase in the dimensionality of the topology from infinite chains and 2-D sheets, to 3-D framework lattices.

Polyhedron

Expert writing Tips

Best practice

When discussing the consequences of a process or change related to dimensionality, consider using clearer and more grammatically sound phrases such as "result in a specific dimension" or "cause an increase in dimensionality."

Common error

Avoid using the phrase "lead to a dimensionality" in formal writing. It's grammatically awkward. Instead, specify the outcome more precisely, for example: "lead to an increase in dimensionality" or "result in reduced dimensionality".

Linguistic Context

The phrase "lead to a dimensionality" functions as a causal connector, attempting to link an action or process to a resulting dimension or feature. However, its usage is grammatically questionable, as indicated by Ludwig AI. While Ludwig provides examples, the phrase's structure is not standard English.

Expression frequency: Rare

Frequent in

Science

66.67%

News & Media

16.67%

Formal & Business

16.66%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "lead to a dimensionality" is considered grammatically incorrect, as pointed out by Ludwig AI. Though examples exist, the phrase is not standard English and lacks clarity. While the intended purpose is to describe a causal relationship affecting dimensions or features, it's advisable to use more precise and grammatically sound alternatives such as "result in a specific dimension" or "cause an increase/reduction in dimensionality". The register tends to be formal and scientific, though news sources sometimes employ it. To avoid ambiguity and maintain grammatical correctness, opt for more standard phrasing when discussing dimensionality in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

result in a dimension

Changes 'lead to' to 'result in', focusing on the outcome of a process regarding a dimension.

cause a dimension to emerge

Emphasizes the creation or appearance of a new dimension as a consequence.

give rise to a dimension

Similar to 'cause', but suggests a more organic or natural development of a dimension.

contribute to a dimension

Focuses on the additive effect, where something helps to form or define a dimension.

create a dimensional aspect

Shifts from the general 'dimensionality' to a specific 'dimensional aspect', highlighting a particular feature.

foster a dimension

Suggests nurturing or encouraging the growth of a dimension.

promote a dimensional quality

Highlights the enhancement or advancement of a particular dimensional characteristic.

induce a dimension

Implies a more forceful or artificial creation of a dimension.

generate a dimensional attribute

Focuses on producing a specific attribute that defines a dimension.

establish a dimensional framework

Emphasizes the creation of a foundational structure that defines dimensions.

FAQs

How can I correctly describe something that affects dimensionality?

Instead of saying "lead to a dimensionality", use phrases like "result in a specific dimension", "cause an increase in dimensionality", or "contribute to the dimensionality of". These alternatives are more grammatically sound and precise.

What are some alternatives to "lead to a dimensionality"?

Consider using alternatives like "result in a dimension", "cause an increase in dimensionality", or "contribute to the dimensionality of" depending on the context.

Why is "lead to a dimensionality" considered incorrect?

The phrase "lead to a dimensionality" is grammatically awkward and not standard English. It lacks precision and does not clearly convey the intended meaning compared to more specific alternatives.

Is it better to specify the type of dimensionality change instead of using "lead to a dimensionality"?

Yes, specifying the type of change (e.g., reduction, increase, specific dimension) provides greater clarity and is grammatically correct. For instance, using "lead to a reduction in dimensionality" or "lead to an increase in dimensionality" are better options.