clustering
Học thuậtThân thiện
Definition
- Noun:
- A grouping of a number of similar things: The act or result of gathering or forming into a cluster; a collection of similar items or points that are close together.
Usage
- Clustering is used to describe the natural or intentional gathering of similar objects, data points, or entities into groups based on their proximity or shared characteristics.
- It is a common term in data analysis, biology, and general observation.
Examples
- Noun:
- The clustering of stars in that part of the sky is clearly visible.
- Data clustering helps identify patterns in customer behavior.
- We observed a clustering of wildflowers around the base of the old tree.
Advanced Usage
- In Data Science/Machine Learning: "Clustering" refers to an unsupervised learning technique for grouping unlabeled data points based on their similarities.
- K-means clustering is a popular algorithm for segmenting data.
- In Biology: Used to describe the grouping of cells, organisms, or genes.
- The clustering of neurons is crucial for brain function.
Variants and Related Words
- Cluster (noun/verb): A group of similar things growing or located closely together; to gather or form into a cluster.
- Noun: A cluster of grapes hung from the vine.
- Verb: The birds clustered together on the telephone wire.
- Clustered (adjective): Grouped or gathered in a cluster.
- The clustered buildings formed a small village.
Synonyms
- Grouping: The action of putting things into categories or groups.
- Aggregation: The formation of a number of things into a cluster.
- Bunch: A number of things, typically of the same kind, growing or fastened together.
Related Phrases
- Cluster analysis: The statistical task of grouping a set of objects so that those in the same group are more similar to each other.
- Cluster analysis revealed three distinct customer segments.
Noun
- a grouping of a number of similar things
- a bunch of trees
- a cluster of admirers