used as a dimensionality reduction tool vs used as a dimensional reduction tool

Both phrases are correct, but they are used in slightly different contexts. 'Used as a dimensionality reduction tool' is more commonly used in the field of data science and machine learning, while 'used as a dimensional reduction tool' is less common and may refer to reducing the number of dimensions in a physical or abstract space.

Last updated: March 17, 2024

used as a dimensionality reduction tool

This phrase is correct and commonly used in the field of data science and machine learning.

This phrase is used to describe the application of a method or technique to reduce the number of features or variables in a dataset, typically in the context of data analysis or machine learning.

Show examples from the web [+]

regression models have been used as a dimensionality reduction tool for modeling of sparse covari- ance structures in genomic applications (West, 2003; ...
example, latent factor regression models have been used as a dimensionality reduction tool for modeling of sparse covariance structures in genomic ...
regression models have been used as a dimensionality reduction tool for modeling of sparse covari- ance structures in genomic applications (West, 2003; ...
regression models have been used as a dimensionality reduction tool for modeling of sparse covariance structures in genomic applications (West, 2003; ...

Alternatives:

utilized as a dimensionality reduction tool
employed as a dimensionality reduction technique
applied as a dimensionality reduction method

used as a dimensional reduction tool

This phrase is correct but less commonly used. It may refer to reducing the number of dimensions in a physical or abstract space.

This phrase can be used to describe the process of reducing the number of dimensions in a physical or abstract space, such as in mathematics or physics.

Show examples from the web [+]

Mar 23, 2015 ... In the case of the PCA, it is used as a dimensional reduction tool able to eliminate those variables that contribute the least to data variance, ...
projection is used as a dimensional reduction tool to remove collinearity. This will simplify the IOHMM model. Now the input variables are transformed to feature ...

Alternatives:

utilized as a dimensional reduction tool
employed as a dimensional reduction technique
applied as a dimensional reduction method

What Our Customers Are Saying

Our customers love us! We have an average rating of 4.79 stars based on 283,125 votes.
Also check out our 2,100+ reviews on TrustPilot (4.9).

"Thank you!"
Sachi Nakama July 2024
"I have literally been through chat, PI, claude, bard and bing and I got conflicting answers! Thank you! Human intelligence reigns!"
Retha July 2024
"Faster than AI"
CYNTHIA December 2023
"This was very helpful and I personally think this site is the best."
Kaden October 2023
"It was extremely thorough and very helpful!"
imperialelisa October 2023
"7 years without any disappointment. Always 100% satisfied. You guys are the best in the world at what you do. Thank you so much :)"
Zubair Alam October 2023
"In a world of text messages and online communication, this is great to have as a live tool. Thank you."
Selena October 2023
"Without textranch I would be stuck!"
宏祐 October 2023
"Accuracy and fast response. Personal comments from editor. Thank you."
Clh September 2023
"I wasn't aware of this service, it's fascinating and more reliable than standard IA tools available on the internet"
Arturo September 2023
"The fact that you can get reliable fast feedback on your texts."
Vinicius Antonio August 2023
"you guys are better than grammarly i'm being honest here"
ordinary July 2023
"OMG! This is really good than any other text correction tools I've used so far. Highly recommend this."
Vehan July 2023
"Very fast and accurate. thank you."
mojtaba July 2023
"I love this app because it's help to writing skills all of students ♥️"
Tarisini July 2023
"This was exactly the mistake I was looking for, the wording dind´t sound right at first. Better than grammarly!"
Ente July 2023
"The immediate help that I received was reassuring and very satisfactory. Thanks."
priiiyanshuu July 2023
"this helps A LOT for my studies."
kathnunez02 June 2023
"Woow!! I would never have expected such precision! Thank you soooo much!!"
Berta June 2023
"Real Time Editor and not AI. Many Thanks."
Priya June 2023
"The very first thing excites me about Textranch is how much your editors care."
sepideh June 2023
"The fact that texts are checked by human editors rather than by AI, etc. I appreciate this!"
Анна June 2023
"Feel welcome, immediate response, high quality feedback"
martin.roy June 2023
"This is the best app that I have ever seen"
Burulai May 2023

used as a dimensionality reduction tool vs used as a dimensional reduction tool