intensive data processing

USAGE SUMMARY

"intensive data processing" is a grammatically correct phrase and can be used in written English.
It refers to the process of handling, organizing, and analyzing large amounts of data. Example: The company's new software has greatly improved efficiency in intensive data processing, reducing the time it takes to analyze large datasets from days to mere hours.

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Kaushik and Bhandarkar (2010) proposed an energy conserving hybrid multi zone variant of HDFS for intensive data processing, commodity Hadoop clusters.

Complex Adaptive Systems Modeling

General purpose computing on graphics processing units (GPUs) has been previously shown to speed up computationally intensive data processing and image reconstruction algorithms for computed tomography (CT), magnetic resonance (MR), and ultrasound images.

Duke University

Computer Vision is one of the most intensive data processing fields, and conventional systems do not provide any mechanism to address adequately this task, so this issue comes up as an important drawback.

EURASIP Journal on Image and Video Processing

To demonstrate F l u χ feasibility, usefulness, and efficiency, the assessment of F l u χ was centered on a realistic prototypical example of intensive data processing, addressing the evaluation of air quality, pollution and health risks, for a city based on sensory data, gathered asynchronously, from thousands of sensors.

Journal of Internet Services and Applications

For better performance, store efficiency and intensive data processing, the BAM file, a binary representation of SAM, was implemented.

BioData Mining

In a study carried out in the United Kingdom to evaluate musculoskeletal disorders and visual strain in intensive data processing workers, 86% of data processors reported musculoskeletal pain/discomfort in the previous year, with the highest prevalence rate (58%) found for the neck [ 21].

BMC Musculoskeletal Disorders

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

One advantage to using digital channels in lieu of face-to-face interviews is of course faster, less resource-intensive data processing.

HuffPost

"Currently, the Service uses inefficient and labor-intensive data-processing and analysis systems to process and report intelligence information obtained at its foreign stations," the document reads.

Vice

However, the required computational cost is high due to intensive image data processing.

Journal of Systems Architecture

The method requires intensive numerical data processing and tools allowing control of the calculation errors.

Chemistry Central Journal

Contemporary electronically mediated platforms for market-level and individual exchange combine complex human decisions with intensive computation and data processing, all interacting within an engineered economic environment.

Massachusetts Institute of Technology

Expert writing Tips

Best practice

When describing computational tasks, use “intensive data processing” to convey the substantial amount of resources required.

Common error

Avoid using "extensive data processing" when you specifically mean that the processing is computationally demanding rather than simply broad in scope.

Linguistic Context

The phrase "intensive data processing" functions as a noun phrase, where 'intensive' modifies 'data processing'. It describes a process that requires substantial computational resources. Ludwig confirms that it is grammatically correct.

Expression frequency: Rare

Frequent in

Science

50%

Academia

25%

News & Media

25%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "intensive data processing" is a grammatically sound term used to describe computationally demanding data handling. As noted by Ludwig AI, its usage is valid and refers to processes requiring substantial resources. Predominantly found in scientific and academic contexts, the phrase serves to categorize tasks based on their computational intensity. When writing, use this phrase to accurately convey the resource demands of a particular data processing task. Alternative phrases include "high-intensity data processing" or "complex data analysis". Be mindful not to confuse "intensive" with "extensive", as the former emphasizes computational demand, while the latter indicates broad scope. While its use is currently rare, focusing on academia, science and news & media contexts, its meaning is clear and its usage correct.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

high-intensity data processing

Replaces 'intensive' with 'high-intensity', emphasizing the degree of processing.

heavy data crunching

Uses a more informal term 'data crunching' to describe the processing.

complex data analysis

Focuses on the complexity of the analysis involved in the processing.

large-scale data handling

Highlights the scale of data being managed during processing.

advanced data manipulation

Emphasizes the sophisticated techniques used in data processing.

resource-intensive data treatment

Focuses on the resources required for data processing.

deep data mining

Implies a thorough exploration of data during the processing phase.

rigorous data examination

Highlights the thoroughness of the data processing.

thorough data analysis

Similar to 'rigorous data examination', emphasizing completeness.

demanding data transformation

Focuses on the challenging nature of the data transformation involved.

FAQs

What does "intensive data processing" mean?

The phrase "intensive data processing" refers to handling, organizing and analyzing substantial volumes of data which requires significant computational resources.

How can I use "intensive data processing" in a sentence?

You might say: "The new algorithm is designed for "high-intensity data processing", enabling faster insights from complex datasets."

What are some alternatives to "intensive data processing"?

Depending on the context, you could use alternatives such as "complex data analysis" or "large-scale data handling".

Is "intensive data processing" the same as "extensive data processing"?

No, "intensive data processing" refers to computationally demanding processing, while "extensive data processing" refers to a wide range of processing activities.