perform inference

USAGE SUMMARY

"perform inference" is correct and usable in written English.
You can use it when you want to describe the process of making conclusions based on available evidence or information. For example, "By analyzing the data in this report, we can perform inference about the overall health of the company."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

We use a Gibbs sampler to perform inference on the resulting model and infer the ancestry proportions and the number of clusters that best explain the data.

Bioinformatics

This tutorial shows how to perform inference on a new dataset using an existing topic model.

Stanford University

Permutation and bootstrapping methods are used to perform inference on the change points.

NeuroImage

A fundamental task in machine learning and related fields is to perform inference on probabilistic graphical models.

University of California, Berkeley

To answer scientific questions, and reason about data, we must build models and perform inference within those models.

Cornell University

He also designed the first hardware accelerator that can perform inference directly on a compressed sparse model, which results in significant speed increases and energy saving.

Massachusetts Institute of Technology

He designed the first hardware accelerator that can perform inference directly on a compressed sparse model, which results in significant speedup and energy saving.

University of California, Berkeley

In addition, we modify the original variational framework of standard RGP in order to perform inference with the new RGP-t model.

Journal of Process Control

The proposed HMC-LAD can be applied to expert and intelligent systems to effectively categorize large amount of data in knowledge base and perform inference for decision making.

Expert Systems with Applications

That is, the same basic algorithm that is able to represent and perform inference on low-level sensor data can also be used to process relational structures.

Biologically Inspired Cognitive Architectures

This analysis shows that in some regimes the use of shared parts enables algorithms which can perform inference in time linear in the number of levels for an exponential number of objects.

Massachusetts Institute of Technology

Expert writing Tips

Best practice

When using "perform inference", ensure the context clearly indicates the data or evidence from which the inference is being drawn. This provides a solid foundation for your conclusion.

Common error

Avoid presenting inferences as definitive facts. Always acknowledge the inherent uncertainty and potential for alternative interpretations when you "perform inference".

Linguistic Context

The phrase "perform inference" primarily functions as a verb phrase. It typically describes the action of drawing conclusions or making judgments based on available data or evidence. As Ludwig AI points out, this usage is considered grammatically correct and well-supported by numerous examples.

Expression frequency: Very common

Frequent in

Science

45%

Academia

35%

News & Media

10%

Less common in

Formal & Business

5%

Encyclopedias

2%

Wiki

3%

Ludwig's WRAP-UP

In summary, the phrase "perform inference" is a grammatically sound and frequently used expression, particularly in academic, scientific, and news-related contexts. It describes the act of drawing conclusions based on evidence and reasoning. As Ludwig AI confirms, the phrase is correct and suitable for formal writing. While alternatives like "draw conclusions" or "make deductions" exist, "perform inference" maintains a specific nuance emphasizing systematic analysis. When using the phrase, ensure clarity in the data being analyzed and avoid presenting inferences as absolute certainties.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

infer results

Highlights the process of determining outcomes from data or observations.

draw conclusions

Focuses on the outcome of the inference process, which is arriving at conclusions.

reach conclusions

Similar to "draw conclusions", it emphasizes the final step of arriving at a judgment.

make deductions

Emphasizes the logical aspect of inference, highlighting the derivation of conclusions from premises.

derive insights

Focuses on gaining understanding or valuable information through analysis.

extrapolate data

Implies extending known data to infer unknown values or trends.

conduct reasoning

Highlights the cognitive process involved in making inferences.

make judgments

Refers to forming opinions or evaluations based on available information.

ascertain facts

Implies discovering or establishing true information through investigation.

extract meaning

Focuses on the interpretation of information to understand its significance.

FAQs

How is "perform inference" used in academic writing?

In academic writing, "perform inference" is used to describe the process of drawing conclusions based on research data and established theories. It emphasizes a systematic and evidence-based approach to knowledge discovery.

What are some alternatives to "perform inference"?

Alternatives to "perform inference" include "draw conclusions", "make deductions", or "derive insights" depending on the specific nuance you want to convey.

Is "perform inference" formal or informal?

"Perform inference" is generally considered a formal phrase, suitable for academic, scientific, and professional contexts. In more informal settings, simpler alternatives might be preferred.

What's the difference between "perform inference" and "make assumptions"?

"Perform inference" involves drawing conclusions based on evidence and reasoning, while "make assumptions" involves accepting something as true without proof. Inference is evidence-based, while assumption is not.