World Languages Lexicon
10 Language-to-English DictionariesDimensionality-Reduction
/dɪˌmɛnʃəˈnælɪti rɪˈdʌkʃən/Comprehensive Definitions & Senses
2 senses- 1
The process of reducing the number of random variables under consideration by obtaining a set of principal variables.
"Dimensionality-reduction techniques are essential in preprocessing data for machine learning models." - 2
A method used in data analysis to simplify complex datasets while retaining their essential features.
"Principal Component Analysis is a popular dimensionality-reduction method used in exploratory data analysis."
Thesaurus & Semantic Spectrum
Linguistic Origin & Historical Etymology
The term 'dimensionality-reduction' is derived from the combination of 'dimension', which comes from the Latin 'dimensio' meaning 'measuring', and 'reduction', from Latin 'reductio', meaning 'to lead back'. The concept emerged in the fields of statistics and machine learning in the late 20th century as a method to simplify data analysis by reducing the number of variables under consideration.
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10 Global Lexicons: How "Dimensionality-Reduction" is said worldwide
Click any language below to open its dedicated Language to English dictionary page with native script & transliteration
Réduction de dimensionnalité
Transliteration: Réduction de dimensionnalité
"Les techniques de réduction de dimensionnalité sont cruciales dans l'analyse de données."
Dimensionsreduktion
Transliteration: Dimensionsreduktion
"Die Dimensionsreduktion hilft, komplexe Datensätze zu vereinfachen."
Riduzione della dimensionalità
Transliteration: Riduzione della dimensionalità
"La riduzione della dimensionalità è fondamentale nell'analisi dei dati."
Reducción de dimensionalidad
Transliteration: Reducción de dimensionalidad
"La reducción de dimensionalidad es clave en el procesamiento de datos."
Redução de dimensionalidade
Transliteration: Redução de dimensionalidade
"A redução de dimensionalidade é importante na análise de dados."
आयाम घटाना
Transliteration: Aayaam ghataana
"आयाम घटाने की तकनीकें डेटा विश्लेषण में महत्वपूर्ण हैं।"
降维
Transliteration: Jiàngwéi
"降维技术在数据分析中至关重要。"
차원 축소
Transliteration: Chawon chukso
"차원 축소 기술은 데이터 분석에서 필수적입니다."
次元削減
Transliteration: Jigen sakugen
"次元削減技術はデータ分析において重要です。"
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