algorithmically complex

USAGE SUMMARY

The phrase "algorithmically complex" is correct and usable in written English.
It can be used when discussing the difficulty or intricacy of an algorithm in terms of its computational requirements or structure. Example: "The problem is algorithmically complex, requiring advanced techniques to solve efficiently."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

Classical chaotic trajectories are always algorithmically complex.

SEP

There are many examples of systems that are algorithmically complex but are not chaotic.

SEP

Long randomly generated bit strings, no matter how they were obtained, are algorithmically complex but need not have any relationship to chaos.

SEP

For energies, however, the accuracy of prediction is not satisfactory, highlighting the need to consider more algorithmically complex methods (e.g., deep learning).

Journal of Computational Physics

Thus as in the previous example, in order to construct an algorithmically complex residually finite finitely presented group using Mikhailova's construction and the HNN extensions as above, one needs to have already a finitely presented residually finite algorithmically complex group M. The third example is Cohen's [12] construction of highly distorted subgroups employing the modular machines.

Bulletin of Mathematical Sciences

The expectation value of the particle position becomes unpredictable with respect to the initial state label after long times and one can show that the sequence of shifts of the quantum state labels is algorithmically complex.

SEP

Human-verified similar examples from authoritative sources

Similar Expressions

49 human-written examples

An implementation of the FMM on a GPU accelerator should yield a further significant speed-up compared to my CPU-based implementation, though this is certainly a challenging task, given that FMM is algorithmically more complex than direct summation or a tree code (both of which have been successfully ported to the GPU).

Computational Astrophysics and Cosmology

New concepts are developing that tackle various aspects of coevolution, including approaches to defining and algorithmically constructing complex evolutionary scenarios for genetic systems, their regulations, epigenetic and intrinsic factors, noncoding genome elements, sequence primary and secondary structures, the speciation process, and so forth.

BioMed Research International

Conway's purpose was to show how a simple structure of cells could be organized algorithmically to simulate complex, lifelike systems in which unpredictable or "emergent" outcomes occur.

The New Yorker

This module is algorithmically explained in Algorithm 1.

EURASIP Journal on Information Security

Other constraints can only be checked algorithmically, such as circular nesting of protein complexes.

Bioinformatics

Expert writing Tips

Best practice

When describing algorithms, use "algorithmically complex" to emphasize the inherent difficulty and the need for advanced techniques to understand or implement them.

Common error

Avoid using "algorithmically complex" to simply mean 'long' or 'detailed'. It specifically refers to the intricacy and difficulty in predicting or optimizing the algorithm's behavior.

Linguistic Context

The phrase "algorithmically complex" functions as an adjective phrase that modifies a noun, describing its inherent algorithmic complexity. Ludwig AI confirms its grammatical correctness and appropriate usage in various scientific and technical contexts.

Expression frequency: Uncommon

Frequent in

Science

70%

News & Media

15%

Formal & Business

15%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "algorithmically complex" is a grammatically correct adjective phrase used to describe systems or problems that are inherently difficult to analyze or solve due to their intricate algorithmic nature. As Ludwig AI indicates, while its usage is relatively uncommon, it appears most frequently in scientific and technical contexts. When using this phrase, it's important to emphasize the difficulty stemming from the algorithm's intricacy, rather than simply indicating length or detail. Alternatives include "computationally intensive" or "highly intricate algorithm". Remember to consider the formal and scientific register associated with this phrase when choosing to use it in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Focuses on the computational resources required rather than the intricacy of the algorithm itself.

highly intricate algorithm

Emphasizes the detailed and elaborate nature of the algorithm.

mathematically sophisticated

Highlights the advanced mathematical principles underlying the algorithm.

computationally challenging

Directly indicates the difficulty in performing the computation.

elaborate algorithmic process

Stresses the complexity and detail involved in the algorithmic steps.

complex computational model

Shifts focus to the model that is being computed, rather than the algorithm itself.

difficult algorithmic problem

Highlights the problematic nature of the algorithm from a problem-solving perspective.

advanced algorithmic technique

Indicates the algorithm utilizes cutting-edge or non-standard methods.

sophisticated computational approach

Suggests a refined and highly developed approach to computation.

intricate algorithmic solution

Focuses on the complexity of the solution provided by the algorithm.

FAQs

How can I use "algorithmically complex" in a sentence?

You can use "algorithmically complex" to describe a system or process that requires a significant amount of computational resources or sophisticated techniques to analyze. For example: "The task of predicting stock market fluctuations is an "algorithmically complex" problem."

What are some alternatives to saying "algorithmically complex"?

Depending on the context, you can use alternatives like "computationally intensive", "highly intricate algorithm", or "mathematically sophisticated".

Is it better to say "algorithmically complex" or "complex algorithm"?

Both "algorithmically complex" and "complex algorithm" are acceptable, but they emphasize different aspects. "Algorithmically complex" highlights the nature of the complexity itself, while "complex algorithm" describes the algorithm as being complex.

What makes an algorithm "algorithmically complex"?

An algorithm is considered "algorithmically complex" if its behavior is difficult to predict or optimize due to its intricate structure, numerous variables, or reliance on advanced mathematical principles. This often implies that significant computational resources are needed to analyze or implement it.