MLchartDataset catalogue

Fuzzy clustering

Term · Chemistry · MLC-T-CHM-004733

A method of data analysis that groups elements into clusters where an individual element can have partial membership in multiple clusters simultaneously. Instead of assigning each data point to a single, definite cluster, this technique assigns a membership grade or probability, typically between 0 and 1, for each point's association with every cluster. The sum of an element's membership grades across all clusters must equal one.

Table 1. Record
IdentifierMLC-T-CHM-004733
FieldChemistry
SubjectAnalytical Chemistry
ReferencesPAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 429 (https://doi.org/10.1515/pac-2015-0605)
Record as JSON
{
  "id": "MLC-T-CHM-004733",
  "term": "Fuzzy clustering",
  "field": "Chemistry",
  "definition": "A method of data analysis that groups elements into clusters where an individual element can have partial membership in multiple clusters simultaneously. Instead of assigning each data point to a single, definite cluster, this technique assigns a membership grade or probability, typically between 0 and 1, for each point's association with every cluster. The sum of an element's membership grades across all clusters must equal one.",
  "subject": "Analytical Chemistry",
  "references": [
    "PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 429 (https://doi.org/10.1515/pac-2015-0605)"
  ],
  "url": "https://mlchart.com/terminology/chemistry/fuzzy-clustering/"
}

Record 5,010 of 13,676 in Chemistry terminology (MLC-0109). Request the full dataset.