clustering

• عملية تجميع مجموعة من العناصر بحيث تكون العناصر في المجموعة الواحدة أكثر تشابهًا فيما بينها من تشابهها مع العناصر في المجموعات الأخرى؛ ويُستخدم المصطلح كثيرًا في تحليل البيانات وتعلم الآلة.

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.

غير معدود

1. Grouping togetherB2formal

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

   التجميع

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

   المرادفاتagglomerationaggregationassemblyclumpingcollectionconcentrationgrouping

   الأضدادdispersaldivisionscatteringseparation

2. Statistical methodC1formalscientific

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

   التجميع العنقودي

   • 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.

   تجمّع الحالات

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

   المرادفاتclusterepidemicoutbreak

• فعل يعني تجميع الأشياء أو جمعها متقاربة في مجموعة واحدة، ويُستخدم غالبًا في السياقات العلمية أو التقنية.

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.

   التجمع في مجموعة

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

   المرادفاتassemblebunchcollectcongregateconvergecrowdflockgathergrouphuddle

   الأضدادdispersescatterseparatesplit

2. Arrange in clustersC1formal

   To arrange or organize things into groups or clusters.

   تجميع في مجموعات

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

   المرادفاتaggregateassemblebunchcollectgathergroup

   الأضدادdispersedividescatterseparatespread