in an unsupervised manner

USAGE SUMMARY

The phrase "in an unsupervised manner" is correct and can be used in written English.
You can use it to describe a particular process or task that is being completed without direct oversight or supervision. For example: "The interns completed the project in an unsupervised manner, proving their initiative and professionalism."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

An approximate model of the equation in an unsupervised manner is built to subjugate effectiveness of ANN.

Alexandria Engineering Journal

Cannabis that is used in an unsupervised manner is not considered medical cannabis.

Encyclopedia Britannica

Valpola believes that — just like humans —  machines can learn by doing, and by doing things in an unsupervised manner.

TechCrunch

The analysis stage performs clustering and segmentation of the source audio in an unsupervised manner.

EURASIP Journal on Audio, Speech, and Music Processing

It identifies a low dimensional subspace of maximal variation within the data in an unsupervised manner.

EURASIP Journal on Audio, Speech, and Music Processing

Note that state durations are latent variables and have to be trained in an unsupervised manner.

EURASIP Journal on Audio, Speech, and Music Processing

The results of these two processes are combined in an unsupervised manner.

EURASIP Journal on Advances in Signal Processing

Real-coded genetic algorithm has been used for training the network in an unsupervised manner.

Biochemical Engineering Journal

The authors build models of animals in an unsupervised manner from candidate segments detected consistently over successive frames.

EURASIP Journal on Image and Video Processing

Likewise, the filters used in the BSIF approach are fundamentally learnt through ICA in an unsupervised manner.

EURASIP Journal on Image and Video Processing

Hoey [26] applies a hierarchical dynamic Bayesian network model to recognize facial expressions in an unsupervised manner.

EURASIP Journal on Advances in Signal Processing

Expert writing Tips

Best practice

When describing machine learning algorithms, use "in an unsupervised manner" to clearly indicate that the model learns without labeled data.

Common error

Be careful not to confuse "in an unsupervised manner" with simply performing a task "independently". The former specifically implies the absence of oversight or guidance, whereas the latter only refers to the absence of collaboration. If a lack of oversight is not a factor, it is more appropriate to select alternatives such as "independently".

Linguistic Context

The phrase "in an unsupervised manner" functions as an adverbial phrase, modifying a verb to describe how an action is performed. It indicates that the action occurs without direct supervision or guidance. As Ludwig AI confirms, the phrase is grammatically correct and commonly used.

Expression frequency: Very common

Frequent in

Science

95%

News & Media

2%

Encyclopedias

1%

Less common in

Formal & Business

1%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "in an unsupervised manner" serves as an adverbial phrase indicating that an action is performed without direct supervision or guidance. As confirmed by Ludwig AI, it's grammatically sound and commonly used, particularly within scientific and academic contexts. While alternatives like "independently" and "autonomously" exist, "in an unsupervised manner" specifically emphasizes the lack of oversight. When writing, use this phrase to describe machine learning algorithms or processes that operate autonomously. Ensure clarity by distinguishing it from mere independent action and avoiding ambiguity. The prevalence of this phrase in science-related sources underscores its technical and formal nature.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

without supervision

A more direct and concise way of stating the absence of supervision.

without guidance

Similar to "without supervision" but emphasizes the lack of direction.

autonomously

Stresses the self-governing nature of the action.

unsupervised

Adjective form, can be used to modify a noun directly.

independently

Focuses on the autonomy of the action, omitting the specific aspect of supervision.

self-directed

Highlights the element of personal initiative and control.

on one's own

Emphasizes self-reliance and individual effort.

by oneself

Simple and direct, focusing on the solitary aspect of the action.

self-sufficiently

Highlights the ability to function without external assistance.

under one's own steam

An idiomatic expression suggesting self-propulsion and initiative.

FAQs

How can I rephrase "in an unsupervised manner"?

You can use alternatives such as "independently", "without supervision", or "autonomously" depending on the specific context.

Is it grammatically correct to use "in an unsupervised manner"?

Yes, "in an unsupervised manner" is grammatically correct and frequently used, especially in scientific and technical writing.

What does "in an unsupervised manner" mean?

It means that something is done without direct oversight, guidance, or labeled data. It's often used to describe processes or algorithms that operate independently.

In what contexts is "in an unsupervised manner" commonly used?

It's often used in the context of machine learning, data analysis, and describing how systems adapt or learn without explicit instructions.