Imbalanced: meaning, definitions and examples
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imbalanced
[ ɪmˈbælənst ]
data analysis
Not evenly distributed or proportionate; having unequal or uneven balance.
Synonyms
disproportionate, lopsided, unequal, uneven.
Which Synonym Should You Choose?
Word | Description / Examples |
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imbalanced |
Used to describe a situation where elements are not in equal or proper proportion. Often used in scientific, medical, or technical contexts.
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unequal |
Used when comparing things that are not the same in amount, size, or value. Can have negative connotations, especially in social, economic, or legal contexts.
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uneven |
Used to describe surfaces that are not level or to indicate variability. Commonly used for physical descriptions and in sports or performance contexts.
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disproportionate |
Employed when something is not in correct or appropriate proportion in comparison to something else. Frequently used in legal, economic, or social discussions to highlight fairness or justice.
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lopsided |
Refers to something that is uneven or asymmetrical. Often used to describe physical objects or competitions where one side is clearly dominant.
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Examples of usage
- The dataset is imbalanced, with a majority of samples belonging to one class.
- Imbalanced data can lead to biased machine learning models.
- The imbalanced distribution of data can affect the performance of the algorithm.
workplace
Not fairly or evenly treated; having unequal opportunities or representation.
Synonyms
biased, discriminatory, unequal, unfair.
Which Synonym Should You Choose?
Word | Description / Examples |
---|---|
imbalanced |
Use this word when referring to situations where things are not in proper balance or proportion, often in physical or measurable contexts.
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unfair |
Use this word to describe situations where behavior or actions are not just or reasonable, usually implicating intentional or perceived injustice.
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unequal |
This word is appropriate for situations where there is a notable difference in size, amount, or value, often indicating an unfair distribution.
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biased |
This word is used to describe situations where someone or something has an unfair preference or prejudice for or against something, usually in judgment or decision-making contexts.
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discriminatory |
Use this word to describe behavior or policies that unfairly treat a person or group of people differently, often based on race, gender, age, or other characteristics. It has a negative connotation.
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Examples of usage
- The company has been criticized for its imbalanced hiring practices.
- Gender imbalanced teams can struggle with collaboration and decision-making.
Translations
Translations of the word "imbalanced" in other languages:
🇵🇹 desequilibrado
🇮🇳 असंतुलित
🇩🇪 unausgeglichen
🇮🇩 tidak seimbang
🇺🇦 незбалансований
🇵🇱 niezrównoważony
🇯🇵 不均衡な (fukin'kōna)
🇫🇷 déséquilibré
🇪🇸 desequilibrado
🇹🇷 dengesiz
🇰🇷 불균형한 (bulgyunhyeonghan)
🇸🇦 غير متوازن (ghayr mutawazin)
🇨🇿 nevyvážený
🇸🇰 nevyvážený
🇨🇳 不平衡的 (bù pínghéng de)
🇸🇮 neuravnotežen
🇮🇸 ójafnvægi
🇰🇿 теңгерімсіз
🇬🇪 უთანასწორო (utanasc'oro)
🇦🇿 tarazsız
🇲🇽 desequilibrado
Etymology
The word 'imbalanced' originates from the prefix 'im-' meaning 'not' or 'opposite of', combined with 'balanced', which has roots in the Latin word 'bilanx', meaning 'having two scales'. The concept of imbalance has been prevalent in various fields, from mathematics to social sciences, highlighting disparities and lack of equilibrium.
See also: balance, balanced, balancer, balancing, counterbalance, counterbalancing, imbalance, unbalance, unbalanced.
Word Frequency Rank
This word's position of #30,741 indicates it's among the more rare English words. While understanding it broadens your vocabulary, focus on more common words first.
- ...
- 30738 extricating
- 30739 nonplussed
- 30740 spermatozoon
- 30741 imbalanced
- 30742 befitted
- 30743 gurgled
- 30744 sniping
- ...