modification of connection weights vs modification of the connection weights

Both phrases are correct, but they are used in slightly different contexts. "Modification of connection weights" is more general and can refer to any type of connection weights being modified. On the other hand, "modification of the connection weights" is more specific and implies a particular set of connection weights being modified.

Last updated: March 17, 2024 • 685 views

This phrase is correct and commonly used in the context of neural networks or machine learning to refer to the adjustment of the weights assigned to connections between nodes.

"modification of connection weights"

This phrase is used to describe the process of adjusting the strength of connections between nodes in a neural network or a machine learning model.

Examples:

The modification of connection weights is crucial for training neural networks.
The algorithm focuses on the modification of connection weights to improve accuracy.

Show examples from the web [+]

The cause is that, in the second strategy, the negative modification of connection weights for unsuccessful neurons of priority lists (utilization of Eq. (11) for ...
Storage occurs through the modification of connection weights based on the system's response to its input, that provides an opportunity for incremental storage.
The particular network parameters studied are output firing threshold, synaptic connectivity, and associative modification of connection weights. The network ...
processing units organized into modules. Storage occurs through the modification of connection weights based on the system response to its input, that provides.

Alternatives:

adjustment of connection weights
changing connection weights
tuning connection weights
alteration of connection weights
manipulation of connection weights

This phrase is also correct and can be used when referring to a specific set of connection weights that are being modified.

"modification of the connection weights"

This phrase is suitable when you want to emphasize a particular group of connection weights that are being adjusted or changed.

Examples:

The modification of the connection weights in layer 3 led to improved performance.
Researchers studied the modification of the connection weights in the output layer.

Show examples from the web [+]

This is for influencing the modification of the connection weights leading into a hidden neuron. The delta value for any output neuron is computed as,. where, 'tpj' ...
was no further modification of the connection weights during the test phase. Results. We first inspected the output activations at the end of 5000 epochs of ...
DYSTAL differs from other artificial neural networks in two principal respects: (1) the rules governing the modification of the connection weights do not involve the ...
governing the modification of the connection weights do not involve the output of the element whose input weights are being changed, either implictly or.

Alternatives:

adjustment of the connection weights
changing the connection weights
tuning the connection weights
alteration of the connection weights
manipulation of the connection weights

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modification of connection weights vs modification of the connection weights