causal network

USAGE SUMMARY

The phrase "causal network" is correct and usable in written English.
It can be used in contexts related to statistics, machine learning, or systems theory to describe a model that represents causal relationships among variables. Example: "In our research, we developed a causal network to better understand the interactions between various environmental factors and their impact on wildlife populations."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

A causal network model is composed of multiple causally-linked nodes that are biologically related, including HYPs [ 16, 17].

BMC Systems Biology

"Severing one link in a causal network," they write, "still leaves the rest of the network intact".

The New Yorker

We meet these conditions by proposing a novel incremental causal network construction algorithm.

Information Sciences

(ii) Functional brain mapping of the spatiotemporal neural dynamics during cognitive tasks can be used to construct causal network models.

Progress in Brain Research

Two sample runs were included to demonstrate the concept of dynamic causal network modification and time-delay management.

Computers & Chemical Engineering

The tools for investigating causal network structures in respect of frequency bands are unique functions provided by this toolbox.

Neural Networks

A graphical model, the extended fuzzy causal network is introduced and applied to a case study of waste water treatment plants.

Chemical Engineering Science

In this article, we propose a new plug-in approach that brings the causal network structure into a classical monitoring scheme based on the Hotelling's T2 methodology.

Chemical Engineering Science

The CS-CN method successfully detected a causal network of 111 variables and 167 bivariate relations in the initial validation study.

Stanford University

"Severing one link in a causal network," they write, "still leaves the rest of the network intact". And the more links you sever, the more powerful or, put differently, the less probable your magic seems.

The New Yorker

The causal network does not specify how each causal factor produces its effects, though.

SEP

Expert writing Tips

Best practice

When describing complex systems, use "causal network" to clearly indicate the relationships and dependencies between different elements. Ensure that the context clarifies the nature of these causal links.

Common error

Avoid using "causal network" when the relationships are merely correlational. A true causal network requires evidence of direct influence, not just association.

Linguistic Context

The phrase "causal network" functions primarily as a noun phrase, serving to identify and describe a specific type of network characterized by causal relationships. It's often used as a subject or object in sentences, as seen in Ludwig's examples.

Expression frequency: Very common

Frequent in

Science

95%

Academia

3%

News & Media

1%

Less common in

Formal & Business

1%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "causal network" is a grammatically sound and widely used noun phrase, primarily within scientific and academic domains. As Ludwig's analysis shows, it accurately denotes a system of interconnected causal relationships. When using this phrase, it's important to ensure you're representing true causal links and not just correlations. Alternative terms like "causal model" or "network of causation" may be suitable depending on the specific context. The high frequency and authoritative sources confirm its established place in technical and scientific discourse, and its proper use enhances clarity and precision in describing complex systems. Ludwig AI confirms that the phrase is correct and usable in written English.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

causal web

Replaces "network" with "web", implying a similar interconnected system of causes.

causal system

Substitutes "network" with "system", focusing on the organized set of causal relationships.

cause-and-effect network

Explicitly states the "cause-and-effect" relationship inherent in the network.

network of causation

Rephrases to emphasize the concept of causation within a network structure.

causal graph

Replaces "network" with "graph", a more formal term often used in statistics and machine learning.

interconnected causes

Highlights the interconnectedness of causal factors.

causal model

A broader term that encompasses different representations of causal relationships.

system of dependencies

Focuses on the dependencies between variables in a system.

chain of causality

Suggests a linear progression of causes and effects.

web of influence

Emphasizes the influence that different factors have on each other.

FAQs

How can I use "causal network" in a sentence?

You might say, "Researchers constructed a "causal network" to understand the factors influencing disease spread" or "The "causal network" revealed unexpected connections between genes and environmental conditions."

What is the difference between a "causal network" and a "correlation network"?

A "causal network" represents direct cause-and-effect relationships, while a correlation network only shows statistical associations, which don't necessarily imply causation. A "correlation network" may reveal patterns, but a "causal network" aims to explain why those patterns exist.

What can I say instead of "causal network"?

Depending on the context, you could use alternatives like "causal model", "causal system", or "network of causation".

How is a "causal network" constructed?

A "causal network" is typically constructed using a combination of statistical methods, domain expertise, and experimental data to identify and validate causal relationships between variables. This often involves techniques like Bayesian networks or intervention analysis.