clustering

• 将一组对象分组的过程，使同一组内的对象彼此之间比与其他组的对象更相似；常用于数据分析和机器学习。

A noun referring to the process of grouping a set of objects in such a way that objects in the same group are more similar to each other than to those in other groups, commonly used in data analysis and machine learning.

不可数

1. Grouping togetherB2formal

   The process of organizing objects or data into groups based on similarities.

   聚类

   • Clustering of data points helps identify patterns.
   • The clustering of stars in the galaxy is fascinating.
   • Researchers used clustering to analyze customer preferences.

   同义词agglomerationaggregationassemblyclumpingcollectionconcentrationgrouping

   反义词dispersaldivisionscatteringseparation

2. Statistical methodC1formalscientific

   A technique in data analysis where similar items are grouped into clusters.

   聚类

   • Clustering algorithms are widely used in machine learning.
   • The study applied hierarchical clustering to the dataset.
   • K-means clustering is a popular method for segmentation.

3. Medical conditionC1formalmedical

   The occurrence of multiple cases of a disease in a specific area or time period.

   聚集性

   • There was a clustering of flu cases in the city.
   • Health officials investigated the clustering of infections.
   • Clustering of symptoms suggested a common cause.

   同义词clusterepidemicoutbreak

• 动词，指将人或事物聚集、集中或归并在一起，常指形成紧密的群体；在科学或技术语境中常指将数据、对象等按其相似性归并成类或簇。

A verb meaning to group or gather closely together, often used in scientific or technical contexts.

1. Gather in a groupB2formal

   To come together or form a group of similar things or people.

   聚集

   • The students clustered around the teacher to hear the instructions.
   • Stars cluster together in galaxies.
   • Protesters clustered near the entrance of the building.

   同义词assemblebunchcollectcongregateconvergecrowdflockgathergrouphuddle

   反义词dispersescatterseparatesplit

2. Arrange in clustersC1formal

   To arrange or organize things into groups or clusters.

   使成簇

   • The algorithm clusters data points based on similarity.
   • We clustered the survey responses into several categories.
   • The software clusters related documents automatically.

   同义词aggregateassemblebunchcollectgathergroup

   反义词dispersedividescatterseparatespread