computationally sophisticated

USAGE SUMMARY

The phrase "computationally sophisticated" is correct and usable in written English.
It can be used to describe systems, algorithms, or methods that demonstrate a high level of complexity and capability in computational tasks. Example: "The new software is computationally sophisticated, allowing for advanced data analysis and machine learning applications."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

Even the most traditional fans may appreciate the importance of on-base percentage and other modern offensive statistics, but they still rate fielders by errors and fielding percentage, which are about as computationally sophisticated as a horse clomping its hoof.

The New York Times - Sports

One of the most intriguing opportunities is provided by markets implementing computationally sophisticated negotiation mechanisms, for example combinatorial auctions.

Handbook of Computational Economics

We note that while these approaches are computationally sophisticated they are not driven by functional relevance.

Plosone

In particular, when combined with computationally sophisticated and intensive free energy techniques, MD simulations can elucidate the microscopic origins or driving forces of biological functions.

Plosone

In both our simulated and empirical datasets, we show that the discovery of high-dimensional combinations and heterogeneity in the etiology of a complex disease may require not only computationally sophisticated algorithms but also careful examination and interpretation of the results of those algorithms to understand disease etiology.

Plosone

One of the major challenges of research on optimising multistage breeding schemes is the necessity of using computationally sophisticated multiple integration techniques to derive the selection intensities.

Genetics, Selection, Evolution

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

Our main objective of bridging between the UMLS SN and BioTop was to capitalize on the categorization of the UMLS Metathesaurus with SN types on the one hand, and to benefit from the ontologically sound and computationally more sophisticated architecture of BioTop on the other.

Bioinformatics

For use within the real world automotive environment usage of more sophisticated, computationally intensive algorithms may be largely unjustified because the increase in resulting disparity map quality is limited if it improves at all.

EURASIP Journal on Image and Video Processing

We therefore argue that simulation software needs to be both computationally efficient, employing sophisticated algorithms, yet in the same time flexible in order to meet present and future needs of increasingly complex biological modeling.

BMC Systems Biology

CPLEX is a sophisticated and computationally efficient solution that can handle thousands of variables.

Journal of Modern Power Systems and Clean Energy

While most translation apps still work when they are offline, they can't use the sophisticated — and computationally intense — machine learning algorithms in the cloud that typically power them.

TechCrunch

Expert writing Tips

Best practice

When describing algorithms or systems, specify the area in which the "computationally sophisticated" methods excel, such as data analysis, simulation, or optimization.

Common error

Avoid using "computationally sophisticated" as a generic compliment. Always provide specific details about what makes the method sophisticated.

Linguistic Context

The phrase "computationally sophisticated" functions as an adjective phrase that modifies a noun, indicating that the noun (e.g., algorithm, method, system) possesses a high degree of computational complexity and capability. As stated by Ludwig, it is correct and usable in written English.

Expression frequency: Common

Frequent in

Science

70%

News & Media

15%

Formal & Business

0%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "computationally sophisticated" is a grammatically correct and usable phrase that describes the high level of complexity and capability in computational tasks. Ludwig indicates that the phrase sees frequent use in scientific and technical contexts, indicating a formal register. It's crucial to use it with specific details to avoid vagueness. Related phrases include "advanced computational methods" and "complex computational algorithms". Remember to specify the area in which the "computationally sophisticated" methods excel for greater impact. While the phrase is appropriate for formal writing, ensure it accurately reflects the complexity of the described method or system.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

advanced computational methods

Focuses on the methods being advanced, rather than the sophistication of the computation itself.

complex computational algorithms

Highlights the complexity of the algorithms used.

computationally intensive techniques

Emphasizes the computational resources required by the techniques.

computationally demanding approaches

Similar to computationally intensive, but emphasizes the demands placed on computational resources.

high-performance computing solutions

Focuses on the performance aspect of the computational solutions.

sophisticated data processing

Shifts the focus to the data processing aspect, implying complexity in how data is handled.

computationally optimized systems

Highlights the optimization aspect, suggesting efficiency in computation.

advanced analytical techniques

Focuses on the analytical aspect, suggesting complex methods for analysis.

intricate computational models

Emphasizes the detailed and complex nature of the computational models.

computationally robust methods

Highlights the reliability and stability of the computational methods.

FAQs

How can I effectively use "computationally sophisticated" in a sentence?

Use "computationally sophisticated" to describe algorithms, methods, or systems that use advanced computational techniques. For example: "The model employs "computationally sophisticated" algorithms to improve prediction accuracy."

What are some alternatives to "computationally sophisticated"?

You can use alternatives like "advanced computational methods", "complex computational algorithms", or "computationally intensive techniques" depending on the context.

Is it appropriate to use "computationally sophisticated" in formal writing?

Yes, "computationally sophisticated" is appropriate for formal writing, especially in scientific, technical, and academic contexts. It clearly conveys that a method or system utilizes advanced computational techniques.

What is the difference between "computationally sophisticated" and "computationally efficient"?

"Computationally sophisticated" refers to the complexity and advancement of the computational techniques used, while "computationally efficient" refers to how effectively resources are used. A method can be "computationally sophisticated" but not necessarily computationally efficient, and vice versa.