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maximum entropy is

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "maximum entropy is" is correct and usable in written English.
You can use it in contexts related to information theory, thermodynamics, or statistical mechanics when discussing the concept of maximum entropy. Example: "In the context of statistical mechanics, maximum entropy is a principle that helps determine the most probable distribution of states for a given system."

✓ Grammatically correct

Science

News & Media

Encyclopedias

Human-verified examples from authoritative sources

Exact Expressions

22 human-written examples

Similarly, the one-way street to maximum entropy is just that, it has a beginning and an end.

News & Media

The New York Times

The principle of maximum entropy is employed to obtain the probability distributions of these random variables.

In this paper, the use of a solution to this quandary based on maximum entropy is proposed.

Finally, the principle of Maximum Entropy is used to estimate the response distributions, which was found to give surprisingly good agreement with experimental and numerical data.

As the recent research by Trȩbicki and Sobczyk has demonstrated1, 2, 3 the principle of maximum entropy is a powerful tool for solving stochastic differential equations.

If Maximum Entropy is used to find the distribution with the largest entropy whose statistical moments lie within the domain, the information at only a single point in the domain would be used and other information would be discarded.

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Human-verified similar examples from authoritative sources

Similar Expressions

37 human-written examples

Bayesian Maximum Entropy was used to quantify the uncertainty of spatially variable categorical model inputs.

Science

Geoderma

Monte Carlo, iterative methods, the bayesian theory, the principle of maximum entropy are some of the methods used.

In a previous study, the conventional or integral-order probability weighted moments (IPWM) and the principle of maximum entropy were combined to derive an analytical form of the quantile function of a random variable [Pandey MD. Direct estimation of quantile functions using the maximum entropy principle. Struct Safety 2000 22 1 61 79]].

For mutual information minimization, measures like Kullback Leibler divergence and maximum entropy are exploited.

Furthermore, the transition probabilities for the source with maximum entropy are computed with (21).

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Expert writing Tips

Best practice

When discussing systems or models, ensure you clearly define what constraints are being considered when stating that "maximum entropy is" achieved.

Common error

Avoid assuming that "maximum entropy is" synonymous with complete disorder in every context. While often associated with increased disorder, maximum entropy, specifically, represents the most probable distribution given known constraints, not necessarily total randomness.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "maximum entropy is" typically functions as a declaration or assertion within a scientific or technical discussion. According to Ludwig AI, it's grammatically correct. It's used to identify a specific condition or state of a system.

Expression frequency: Common

Frequent in

Science

91%

Encyclopedias

4%

News & Media

4%

Less common in

Formal & Business

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, the phrase "maximum entropy is" is a grammatically sound and commonly used expression, particularly within scientific contexts, to denote the state where entropy reaches its peak under specified conditions. As Ludwig AI confirms, it’s acceptable for use in technical writing and discussions. However, it's essential to avoid misconceptions, such as equating it directly with complete disorder without considering the imposed constraints. Alternative phrasing like "the principle of maximum entropy" or "state of maximum entropy" may be suitable depending on the intended emphasis. The frequency of usage is common, and the phrase is predominantly found in academic and scientific publications.

FAQs

How is the principle of maximum entropy applied in practice?

The principle of maximum entropy is used to infer probability distributions when only partial information is available. It selects the distribution with the highest entropy that is consistent with the given constraints. For example, it's used to estimate system state probabilities.

What does it mean when "entropy is maximized"?

When "entropy is maximized", the system has reached a state where it's in its most probable configuration, given the constraints. This does not necessarily mean complete disorder, but rather the most statistically likely arrangement of its components.

In what fields is the concept of "maximum entropy is" most relevant?

The concept of "maximum entropy is" highly relevant in fields such as statistical mechanics, information theory, thermodynamics, and machine learning. It helps in modeling systems, predicting distributions, and making inferences from limited data.

What are some alternatives to saying "maximum entropy is"?

You can use alternatives like "the principle of maximum entropy", "maximum entropy principle", or "state of maximum entropy", depending on the context and your desired emphasis.

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Most frequent sentences: