for information gain

USAGE SUMMARY

The phrase "for information gain" is correct and usable in written English.
It can be used in contexts related to data analysis, machine learning, or information theory, where it refers to the increase in knowledge or understanding derived from data. Example: "The algorithm was designed to optimize the decision tree by maximizing for information gain at each split."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

To deal with this issue we propose a novel mechanism for view initialization which accounts for information gain and losses more efficiently.

Robotics and Autonomous Systems

Where having showed you that kids understand the information that's valuable to selectively explore in ways [INAUDIBLE] for information gain, information is also costly.

Massachusetts Institute of Technology

There are resource limitations both internally and externally, and choosing where the greatest potential for information gain is, knowing that in advance, there is [INAUDIBLE].

Massachusetts Institute of Technology

By manipulating the physical properties of the stimuli, we were able to affect the degree to which candidate variables could be isolated; by manipulating the base rate of candidate causes, we were able to affect the potential for information gain.

Stanford University

For example, in the case of t-test, SAM, and CATT analyses, the smallest P value is selected, and for information gain, the largest score is selected.

BioMed Research International

As each feature comes from both treatment and control samples, we take the value of treatment/control for information gain calculation in that IR events usually exist where the difference between treatment and control samples is significant.

BMC Genomics

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

background: This lesson requires students to develop graphic organizers for information gained through research.

The New York Times

Consequently, we make I ij, p 3(i = 1, 2, ⋯, n, j = 1, 2, ⋯ m), respectively, stand for information gained by institutional and retail investors at the beginning of the first period and their expected IPO clearing price.

Financial Innovation

A diagram such as this can provide many opportunities for health information gain for physicians for prognosis, diagnosis, treatments, etc. through the execution of analysis and novel data mining.

Journal of Big Data

Considering this data is only recently released, the research applying this data is all in the future, but with the technology being so advanced there is endless possibility for studies employing this data for heath information gain.

Journal of Big Data

We used the WEKA package for computing information gain, in order to rank the features according to how informative they were.

BMC Plant Biology

Expert writing Tips

Best practice

In technical writing, use "for information gain" when quantifying the amount of information learned from a specific feature or variable, particularly in machine learning contexts. Be precise in defining how information gain is measured (e.g., using entropy reduction).

Common error

Avoid using "for information gain" when referring to general awareness or high-level insights. This phrase implies a specific, quantifiable improvement in knowledge, not just a vague sense of understanding.

Linguistic Context

The phrase "for information gain" typically functions as a prepositional phrase specifying the purpose or reason behind an action or process. It is most commonly found within sentences detailing data analysis, machine learning, or scientific explorations.

Expression frequency: Uncommon

Frequent in

Science

70%

Academia

20%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "for information gain" is a grammatically correct phrase primarily used in scientific and academic contexts to denote the goal of enhancing knowledge or reducing uncertainty. Ludwig AI confirms its usability, while emphasizing its technical nature. The phrase is most frequently found in scientific publications, with less common usage in news media and other domains. While acceptable, simpler alternatives like "to improve understanding" may be more appropriate for less formal settings. When used, ensure you're referring to a specific, quantifiable improvement in knowledge, not just a vague sense of awareness.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

to maximize knowledge acquisition

Rephrases the query by focusing on the maximization aspect of gaining knowledge.

to improve understanding

Focuses on enhancing comprehension rather than just obtaining information.

for enhanced insight

Highlights the depth of understanding gained, suggesting a more profound acquisition of knowledge.

to optimize data insights

Emphasizes the optimization of insights derived from data.

to expand comprehension

Highlights the broadening of understanding as a result of gaining information.

for better informed decisions

Shifts focus to the application of gained information in decision-making.

to increase awareness

Focuses on becoming more conscious or informed about a subject.

for increased cognizance

Emphasizes the act of becoming consciously aware through information.

to foster learning

Highlights the role of gaining information in promoting education and knowledge.

to cultivate expertise

Focuses on developing specialized knowledge or skill through information acquisition.

FAQs

How is "for information gain" typically used in academic writing?

In academic writing, "for information gain" often appears in the context of data analysis, machine learning, and information theory. It refers to the quantifiable increase in knowledge or understanding derived from specific data or features, particularly in decision tree algorithms or feature selection processes. The focus is usually on how much uncertainty is reduced.

What's a good alternative to "for information gain" in less formal settings?

In less formal contexts, you can use phrases like "to improve understanding", "to enhance insight", or "to increase awareness". These alternatives convey the general idea of acquiring more knowledge without the technical connotation of "for information gain".

What's the difference between "for information gain" and "to maximize knowledge acquisition"?

"For information gain" specifically relates to the quantifiable amount of knowledge gained, often in a technical or mathematical sense. "To maximize knowledge acquisition" is a broader term that refers to the general process of obtaining as much knowledge as possible, without necessarily quantifying it.

Is it appropriate to use "for information gain" in everyday conversation?

While grammatically correct, "for information gain" is quite technical and may sound out of place in everyday conversation. Simpler alternatives like "to learn more" or "to gain insights" are more suitable for informal settings.