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a recurrent connection

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "a recurrent connection" is correct and usable in written English.
It can be used to describe a connection or relationship that occurs repeatedly or regularly over time. Example: "The study revealed a recurrent connection between stress levels and sleep quality among participants."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In this work, the efficiency of a nonlinear feedforward network is compared to the same one with a recurrent connection in its hidden layer.

A recurrent neural network (RNN) [9] can learn an effective representation of history from the training data through recurrent connections between a hidden layer and an input layer as shown in Fig. 4. With a recurrent connection through s (t−1), the hidden layer or context layer s of RNNLM can capture longer word history than fixed-length context in an NNLM or an n-gram LM.

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

A cell is composed of four main elements: an input gate, a neuron with a self-recurrent connection, a forget gate, and an output gate.

Different recurrent connection strategies, diagonal recurrent and full connected recurrent ones, were considered.

(A) Dual homeostasis tunes a single neuron with a recurrent excitatory connection to function as an integrator from two different initial conditions (orange and blue).

The structure and training of this recurrent connection, is designed in such a way that the network learns to denoise the signal step by step, using properties of attractors it has formed, along with phone recognition.

First, we introduced two new attributes of node gene, the node location and recurrent connection (RCC), to increase the calculation efficiency.

This recall sequence consisting of multiple object place associations reflects the whole associative network structure through dynamics of the excitation of the recurrent connection and the global inhibition of the unit activation.

Science

Plosone

We will deal with the issue of recurrent connection plasticity in future work (but see [Si and Treves, 2013]).

Science

eLife

The total synapticinput includes a feedback component via recurrent connections as well as an independentexternal component.

The simulated network is a simple approximation of inputs and recurrent connections to a patch of cortex.

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Expert writing Tips

Best practice

When describing neural networks or other complex systems, use "a recurrent connection" to emphasize the presence of feedback loops that enable the system to retain memory or exhibit dynamic behavior.

Common error

Avoid using "a recurrent connection" when you mean a simple, one-way connection. "Recurrent" implies a loop or feedback, so ensure the context accurately reflects this bidirectional flow of information or influence.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "a recurrent connection" functions as a noun phrase, typically serving as the subject or object in a sentence. Ludwig AI indicates the phrase is correct and usable in written English. It denotes a connection that involves feedback or repetition, crucial for dynamic systems.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "a recurrent connection" refers to a link or relationship that involves feedback or repetition, enabling systems to exhibit dynamic behavior and retain memory. As Ludwig AI confirms, this phrase is grammatically sound and primarily used in scientific and technical contexts. While examples are limited, its specific meaning makes it invaluable for accurately describing complex systems in fields such as neuroscience and artificial intelligence. When writing, ensure the context accurately reflects the presence of feedback loops to avoid misrepresenting the connection's nature.

FAQs

How is "a recurrent connection" used in neural networks?

In neural networks, "a recurrent connection" allows a node to feed its output back into itself or another node in the same layer, enabling the network to process sequential data and retain memory of past inputs.

What is the difference between "a recurrent connection" and a feedforward connection?

A feedforward connection transmits information in one direction only, from input to output. In contrast, "a recurrent connection" creates a loop, allowing information to persist and influence future states of the network.

Can you suggest some alternatives to "a recurrent connection"?

Depending on the context, you could use alternatives like "a feedback loop", "a recurring link", or "a cyclical relationship".

Where is "a recurrent connection" commonly found?

Recurrent connections are commonly found in areas like the CA3 region of the hippocampus, as well as various neural network architectures and insect neural anatomy.

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Source & Trust

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Real-world application tested

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