Misclassify: meaning, definitions and examples
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misclassify
[ˌmɪsˈklæsɪfaɪ ]
Definition
in data analysis
To classify incorrectly or assign to the wrong category or group, especially in the context of data analysis.
Synonyms
misassign, misidentify, mislabel.
Which Synonym Should You Choose?
Word | Description / Examples |
---|---|
misclassify |
Used when placing an item or person into the wrong category or group, typically in academic, scientific, or administrative settings.
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mislabel |
Used when placing the wrong label on an object, product, or document, commonly in retail, packaging, or informational contexts.
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misidentify |
Used when incorrectly identifying or recognizing someone or something, often in security, eyewitness reports, or analysis.
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misassign |
Used when assigning a task, role, or value incorrectly, often in work or organizational settings.
|
Examples of usage
- The algorithm misclassified the images due to a glitch in the system.
- She realized she had misclassified the data after reviewing it again.
- If we misclassify the samples, our results will be inaccurate.
- The software was trained to avoid misclassifying new entries.
- It is crucial to ensure the model does not misclassify the data.
Interesting Facts
Etymology
- The word is formed from 'mis-' meaning wrong or bad, and 'classify,' which comes from the Latin 'classis' meaning category.
- The term has been in use since the early 20th century as professionals began to emphasize accurate categorization.
Psychology
- Misclassification can lead to cognitive biases, where incorrect assumptions affect decision-making or judgments.
- In psychology, correct categorization is essential for accurate perception and understanding of social interactions.
Data Science
- In machine learning, misclassification occurs when an algorithm incorrectly predicts the category of data points, affecting the model's accuracy.
- Researchers constantly refine classification algorithms to reduce misclassification rates through better training and validation techniques.
Education
- In educational settings, misclassification of students with learning differences can hinder their access to proper resources and support.
- Teachers often need training to avoid misclassification in assessing student abilities to ensure fair and effective instruction.
Law
- Legal misclassification can occur in employment contexts, where inaccurately classifying workers may lead to violations of labor rights.
- Understanding the correct classification of terms and conditions in legal documents is crucial to avoid disputes.
Translations
Translations of the word "misclassify" in other languages:
🇵🇹 classificar erroneamente
🇮🇳 गलत वर्गीकृत करना
🇩🇪 falsch klassifizieren
🇮🇩 mengklasifikasikan secara salah
🇺🇦 неправильно класифікувати
🇵🇱 błędnie klasyfikować
🇯🇵 誤分類する
🇫🇷 mal classer
🇪🇸 clasificar incorrectamente
🇹🇷 yanlış sınıflandırmak
🇰🇷 잘못 분류하다
🇸🇦 تصنيف بشكل خاطئ
🇨🇿 nesprávně klasifikovat
🇸🇰 nesprávne klasifikovať
🇨🇳 错误分类 (cuòwù fēnlèi)
🇸🇮 napačno razvrstiti
🇮🇸 ranglega flokka
🇰🇿 қате жіктеу
🇬🇪 არასწორად კლასიფიცირება
🇦🇿 səhv təsnif etmək
🇲🇽 clasificar incorrectamente