Kohonen network
Term · Chemistry · MLC-T-CHM-006377
A type of artificial neural network, also known as a self-organizing map, used for unsupervised learning and data visualization. It maps high-dimensional input data onto a lower-dimensional grid of neurons, preserving the topological relationships of the input data. This network is often employed for clustering, pattern recognition, and dimensionality reduction in chemometrics.
| Identifier | MLC-T-CHM-006377 |
|---|---|
| Field | Chemistry |
| Subject | Analytical Chemistry |
| References | PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 430 (https://doi.org/10.1515/pac-2015-0605) |
Record as JSON
{
"id": "MLC-T-CHM-006377",
"term": "Kohonen network",
"field": "Chemistry",
"definition": "A type of artificial neural network, also known as a self-organizing map, used for unsupervised learning and data visualization. It maps high-dimensional input data onto a lower-dimensional grid of neurons, preserving the topological relationships of the input data. This network is often employed for clustering, pattern recognition, and dimensionality reduction in chemometrics.",
"subject": "Analytical Chemistry",
"references": [
"PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 430 (https://doi.org/10.1515/pac-2015-0605)"
],
"url": "https://mlchart.com/terminology/chemistry/kohonen-network/"
}
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