Mislabel: meaning, definitions and examples
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mislabel
[mɪsˈleɪbəl ]
Definition
in data analysis
To incorrectly assign a label or category to a data point or observation based on a mistake in analysis or interpretation.
Synonyms
misclassify, misidentify, misinterpret.
Which Synonym Should You Choose?
Word | Description / Examples |
---|---|
mislabel |
Use this word when referring to attaching incorrect or misleading labels to products, items, or categories. It implies a labeling error.
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misclassify |
This word is appropriate when discussing the incorrect categorization of items, people, or data into the wrong class or group.
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misidentify |
Use this term when talking about recognizing or naming someone or something incorrectly. It often applies to errors in visual or physical identification.
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misinterpret |
This word is best used when referring to the incorrect understanding or explanation of information, events, or statements. It suggests a comprehension error.
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Examples of usage
- The researcher mislabeled the control group as the experimental group, leading to inaccurate results.
- If you mislabel the data, your entire analysis could be invalid.
- The mislabeling of the samples caused confusion in the study.
- The software mislabels certain data points due to a bug in the algorithm.
- It is crucial not to mislabel the data to ensure the accuracy of the analysis.
Interesting Facts
Etymology
- The word is formed by combining 'mis-', meaning wrong or badly, with 'label', which comes from the Latin 'labellum' meaning a small letter or label.
- The use of the prefix 'mis-' dates back to Middle English, where it indicated error or mistake.
Applications
- In science, mislabeling specimen samples can lead to incorrect research conclusions.
- In retail, products can be mislabelled by mistake, leading to customer confusion and potentially affecting sales.
- Mislabeling in food can also pose allergy risks to consumers if allergens are not properly indicated.
Psychology
- Mislabeling can influence perceptions and judgments, causing people to make assumptions based on incorrect information.
- Cognitive biases like the 'halo effect' may cause someone to evaluate the quality of an object based on its incorrect label.
Literature
- Authors often use character mislabeling as a plot device to create conflict or misunderstanding within a story.
- The concept appears in various genres, including mystery, where mislabelling clues leads to unexpected twists.
Technology
- In machine learning, mislabeling data can lead to poor model performance, as the algorithms learn from the incorrect labels.
- Software bugs can result from mislabeling files or functions, causing errors in program execution.
Translations
Translations of the word "mislabel" in other languages:
🇵🇹 rotular incorretamente
🇮🇳 ग़लत लेबल लगाना
🇩🇪 falsch kennzeichnen
🇮🇩 salah label
🇺🇦 неправильно позначити
🇵🇱 źle oznaczyć
🇯🇵 誤ったラベルを貼る
🇫🇷 mal étiqueter
🇪🇸 etiquetar incorrectamente
🇹🇷 yanlış etiketlemek
🇰🇷 잘못 라벨을 붙이다
🇸🇦 وضع علامة خاطئة
🇨🇿 nesprávně označit
🇸🇰 nesprávne označiť
🇨🇳 错误标记
🇸🇮 napačno označiti
🇮🇸 ranga merkja
🇰🇿 қате таңбалау
🇬🇪 არასწორად მონიშვნა
🇦🇿 səhv etiketləmək
🇲🇽 etiquetar incorrectamente