based on the instances

USAGE SUMMARY

The phrase "based on the instances" is correct and usable in written English.
It can be used when referring to conclusions, decisions, or analyses that are derived from specific examples or occurrences. Example: "The findings of the study were based on the instances of user behavior observed during the trial period."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

All methods are tested against an augmented benchmark based on the instances of Taillard.

European Journal of Operational Research

Then, we added all annotated genes as nodes to the GOGraph, based on the instances specified in the GO database, leading to a graph consisting of both types of nodes, which is referred to as a GOGeneGraph.

Bioinformatics

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

We extend the sketch formalism by dependencies between predicate symbols and develop new semantic notions based on the Instances-as-typed-structures idea.

Electronic Notes in Theoretical Computer Science

K nearest neighbors (KNN) algorithm is a kind of learning method based on the instance [29].

EURASIP Journal on Wireless Communications and Networking

We formulate the objective function as a combination of the original spectral clustering criterion and the penalization term based on the instance constraints.

Pattern Recognition Letters

Based on the instance analysed in the previous section, we have presented a graph that the green ratio (GR), customer satisfaction and total costs have the same directions (Fig. 10).

Journal of Industrial Engineering International

Delorme et al. determine allowed CPU time based on the instance.

Computers and Operations Research

Detecting IUP is measured by the value P(L = 1) that is given by K majority voting rules based on the training instances and therefore is a real number between zero and one.

BMC Genomics

Finally, numerical simulation is carried out based on the benchmark instances, and the comparisons with some existing algorithms demonstrate the effectiveness of the proposed algorithm.

Expert Systems with Applications

This method is based on the unsupervised instance prediction method EvolutionPred of Siddiqui et al. [23].

Brain Informatics

In this paper, we studied target recognition and tracking in a series of images, and our approach is based on the multiple-instance learning technique.

EURASIP Journal on Embedded Systems

Expert writing Tips

Best practice

Consider replacing "based on the instances" with synonyms like "derived from the cases" or "grounded in the examples" to add variety to your writing.

Common error

Avoid using "based on the instances" if you only have a few isolated examples. Ensure that the instances are representative and sufficient to support your claim, otherwise you risk overgeneralizing from limited data.

Linguistic Context

The phrase "based on the instances" functions as a prepositional phrase, modifying a verb or noun to indicate the foundation or basis upon which something is derived or determined. Ludwig shows the phrase being used to clarify the source of conclusions and analyses.

Expression frequency: Rare

Frequent in

Science

67%

News & Media

17%

Formal & Business

16%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "based on the instances" serves as a vital tool for expressing that conclusions, decisions, or analyses are firmly rooted in specific examples. Ludwig AI confirms its grammatical correctness and suitability for formal and scientific discourse. While alternatives like "derived from the cases" or "grounded in the examples" offer stylistic variation, it's important to ensure the instances are well-defined to maintain clarity and credibility. As "based on the instances" is a more sophisticated way to validate any kind of theory, never use "based on the instances" if you only have a few isolated examples.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from the cases

Emphasizes the origin or source as specific occurrences or events.

grounded in the examples

Highlights that the basis is well-founded and supported by tangible examples.

stemming from the incidents

Suggests a causal relationship where the instances are the origin of something.

predicated on the occurrences

Indicates that the statement or conclusion is based on the truth of the occurrences.

informed by the situations

Focuses on how the instances provide knowledge or insight.

drawing from the illustrations

Highlights that the idea is using the instances as illustrative examples to come to a conclusion.

informed by the examples provided

Adds emphasis on the act of something being informed by providing instances.

as evidenced by the incidents

Highlights the role of the incidents as support for a claim or assertion.

deduced from specific instances

Focuses on the logical process of deriving a conclusion from particular examples.

built upon the cases

Suggests something is constructed or developed on the foundation of those instances.

FAQs

How can I use "based on the instances" in a sentence?

You can use "based on the instances" to indicate that a conclusion, decision, or analysis is derived from specific examples or occurrences. For instance, "The model's predictions were "derived from the examples" in the training dataset."

What are some alternatives to saying "based on the instances"?

Alternatives to "based on the instances" include phrases like "grounded in the examples", "stemming from the incidents", or "predicated on the occurrences", depending on the nuance you wish to convey.

Is it better to say "based on the instance" or "based on the instances"?

Use "based on the instance" when referring to a single, specific example. Use "based on the instances" when referring to multiple examples that collectively support a conclusion or analysis.

In formal writing, is "based on the instances" appropriate?

Yes, "based on the instances" is appropriate for formal writing, particularly in academic and technical contexts, as it clearly indicates that your statements are supported by concrete examples. Just be sure to specify those instances clearly for better precision.