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
grouping of inputs
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "grouping of inputs" is correct and usable in written English.
It can be used in contexts where you are discussing the organization or categorization of various data or elements. Example: "The software allows for a grouping of inputs to streamline the data analysis process."
✓ Grammatically correct
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
Naturally, a group of inputs is applied and each one represents the output of another one.
Therefore, it is necessary to specify a group of inputs (I_i) belonging to a given sensor.
A group of inputs which are shown as ( x_{k},;k = 1, ldots,K ) are applied to the neuron.
A specific method is sequential bifurcation (SB), which is a sequential method that changes groups of inputs simultaneously.
Then, a hierarchical clustering procedure, which allows identifying groups of inputs and outputs that are strongly connected topologically (block decentralized control configurations), is proposed.
Science
This MSB selects groups of inputs such that within a group—all inputs have the same sign for a specific type of output, so no cancellation of first-order effects occurs.
Here, we draw attention to a procedure in which an adaptive sequential design is employed to derive surrogate models and estimate sensitivity indices for different sub-groups of inputs.
Two groups of inputs were required by the SimMechanics model: angular displacements and segment parameters.
Science
In SFA, a function of the efficient frontier needs to be constructed, while in DEA production frontier can be estimated according to observations of a group of inputs and outputs without constructing a function [ 15].
Science
It is worth noting that in the case that a sub-group of inputs is correlated, a bimodal distribution develops for all values of μ, whereby the synaptic weights of the correlated group become stronger than those of the uncorrelated group (data not shown see Gütig et al. 2003).
Science
The wing lift, drag, and pitching moment coefficients are differentiated with respect to two different groups of input parameters.
Expert writing Tips
Best practice
When using "grouping of inputs", clearly define the criteria for grouping to avoid ambiguity. Be specific about what characteristics or properties determine the group membership.
Common error
Avoid using vague or overly broad criteria for "grouping of inputs". This can lead to heterogeneous groups that are not meaningful for analysis or decision-making. Ensure your criteria are specific and relevant to the context.
Source & Trust
60%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "grouping of inputs" functions as a noun phrase describing the act or process of categorizing various input elements. It's used to denote how different inputs are organized or combined, often for analytical or processing purposes. Ludwig AI suggests this usage is grammatically correct.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, "grouping of inputs" is a grammatically correct noun phrase used to describe the categorization or organization of various input elements. Although Ludwig AI confirms its correctness, its frequency is currently missing, suggesting it may not be a commonly used phrase. When employing "grouping of inputs", ensure that the grouping criteria are clearly defined and relevant to the context. Consider alternatives like "input categorization" or "input clustering" to enhance clarity or stylistic variation. The register is formal, making it appropriate for technical, academic, or professional settings.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
input categorization
This alternative focuses on the act of categorizing the inputs, highlighting the process of classification.
input clustering
This alternative emphasizes the formation of clusters based on similarities among the inputs.
input aggregation
This alternative suggests combining multiple inputs into a single, unified input.
input consolidation
This alternative conveys the idea of merging or unifying various inputs.
input arrangement
This alternative highlights the way in which inputs are organized or structured.
input classification
This alternative emphasizes the action of sorting inputs into different classes or groups.
input organization
This alternative stresses the structured arrangement of inputs for better management.
input assortment
This alternative implies a collection of varied inputs that are grouped together.
input collation
This alternative suggests gathering and arranging inputs in a systematic way.
input alignment
This alternative focuses on arranging inputs in a line or in correct relative position.
FAQs
How can I use "grouping of inputs" in a sentence?
You can use "grouping of inputs" to describe how different input elements are categorized or combined for a specific purpose. For example, "The software allows for a flexible grouping of inputs to streamline the data analysis process."
What are some alternatives to "grouping of inputs"?
You can use alternatives like "input categorization", "input clustering", or "input aggregation" depending on the specific context.
In what contexts is "grouping of inputs" most appropriate?
"Grouping of inputs" is suitable in technical, academic, or business settings where you need to describe how different data or elements are organized or classified for analysis or processing.
What should I consider when using the phrase "grouping of inputs"?
When using "grouping of inputs", ensure that the criteria for grouping are clearly defined and relevant to the context. Avoid overly broad or vague criteria that could lead to ambiguous or meaningless groupings.
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
60%
Authority and reliability
3.8/5
Expert rating
Real-world application tested