supervised solution

USAGE SUMMARY

The phrase "supervised solution" is correct and usable in written English.
It can be used in contexts where a solution or process is overseen or managed by a supervisor or authority figure, often in educational or professional settings. Example: "The supervised solution to the problem ensured that all steps were followed correctly and that the students received guidance throughout the process."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In this section, we first analyze the supervised approaches based on big data technologies, and later we compare the best supervised solution with the classical unsupervised methods.

BioMed Research International

In general, the ROS (RS: 100%) + SVM-BD (regParam: 0.5) classifier can be considered the best supervised solution considering both performance and time.

BioMed Research International

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

Moreover, most of the supervised solutions do not share the source code or a trained model to be used with no supervision.

EPJ Data Science

For the evaluation of POD algorithms, we compare the supervised solutions and the unsupervised ones represented by the reference RBH, RSD, and OMA algorithms following the evaluation scheme in Figure 1.

BioMed Research International

The SVM-BD classifier combined with the ROS (RS: 100%) preprocessing with regulation parameter 0.5 outdid the rest of the big data supervised solutions and the popular unsupervised (RBH, RSD, and OMA) algorithms even when the supervised model was extended to datasets containing "traps" for OD algorithms.

BioMed Research International

Although the current performance of the unsupervised solution does not adequately replace manual engineering, we believe once the performance issues are addressed, it could serve as an aide in a semi-supervised solution.

Journal of Biomedical Informatics

Li et al. construct a supervised classifier on top of these features to provide a semi-supervised solution to a majority of unlabeled data reaching upto an F1 score of 0.631.

Journal of Big Data

Noorossana et al. (2011) proposed an integrated supervised learning solution to detect the out-of-control conditions, estimate the change point when the shift occurs in the mean vector, diagnose the variables contributing to the out-of-condition and determine the direction of the shift in the mean of each contributing variable.

Journal of Industrial Engineering International

Hence, Co-MIML is a semi-supervised version solution, and in our experiments, we compare all methods in a semi-supervised scenario.

Complex & Intelligent Systems

Tsai et al. [46] proposed a semi-supervised HDA solution called Cross-Domain Landmark Selection (CDLS).

Journal of Big Data

The paper proposes a new constrained self-organizing map (SOM) to combine multiple semi-supervised clustering solutions for further enhancing the performance of ICop-Kmeans.

Knowledge-Based Systems

Expert writing Tips

Best practice

When describing complex projects, use "supervised solution" to clearly indicate that the process benefits from oversight, ensuring adherence to standards and mitigating potential risks.

Common error

Avoid using "supervised solution" when the oversight is minimal or non-existent. Ensure the level of supervision genuinely warrants the descriptor; otherwise, opt for a more general term like "solution" or "approach".

Linguistic Context

The phrase "supervised solution" functions as a noun phrase where the adjective "supervised" modifies the noun "solution", indicating that the solution is implemented under guidance or monitoring. Ludwig AI confirms the phrase as usable in written English.

Expression frequency: Rare

Frequent in

Science

60%

News & Media

20%

Formal & Business

10%

Less common in

Academia

5%

Encyclopedias

3%

Wiki

2%

Ludwig's WRAP-UP

The phrase "supervised solution" denotes a problem-solving method that's monitored or guided, often ensuring quality and compliance. While grammatically correct and appearing in authoritative sources, Ludwig AI indicates its usage is relatively infrequent. Alternatives like "monitored solution" or "guided solution" offer similar meanings, and it’s important to use the phrase accurately, reflecting the true level of oversight involved. Predominantly found in scientific and technical discussions, "supervised solution" serves to underscore the controlled and structured nature of a process.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

monitored solution

Emphasizes the ongoing observation and tracking of the solution.

guided solution

Highlights the assistance and direction provided during the implementation of the solution.

overseen solution

Focuses on the supervisory role in ensuring the solution's success.

managed solution

Suggests a more active and hands-on approach to the solution's implementation.

controlled solution

Indicates a strong degree of regulation and command over the solution.

regulated solution

Highlights adherence to specific rules and standards in the solution's execution.

mentored solution

Suggests the presence of a mentor providing guidance to the solution.

facilitated solution

Focuses on the ease and smoothness of the solution's implementation due to supervision.

curated solution

Implies careful selection and organization of elements within the solution under supervision.

coordinated solution

Emphasizes the harmonious integration of different components within the solution through supervision.

FAQs

What does "supervised solution" mean?

A "supervised solution" refers to a problem-solving approach or method that is guided, monitored, or overseen by a supervisor or authority figure to ensure quality, accuracy, and adherence to specific standards or guidelines.

How can I use "supervised solution" in a sentence?

You might say, "The project required a "supervised solution" to ensure all steps were compliant with regulatory requirements" or "The team developed a "supervised solution" to address the complex data analysis challenge".

What are some alternatives to "supervised solution"?

Alternatives include "monitored solution", "guided solution", or "overseen solution", depending on the specific nuance you wish to convey.

In what contexts is "supervised solution" commonly used?

"Supervised solution" can be used in contexts where tasks or processes require monitoring or guidance, such as scientific research, telemedicine, or rehabilitation programs. For example in situations requiring "semi-supervised solutions".