Mislabel Meaning: Definition, Examples, and Translations
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mislabel
[mษชsหleษชbษl ]
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.
|
| misidentify |
Use this term when talking about recognizing or naming someone or something incorrectly. It often applies to errors in visual or physical identification.
|
| misinterpret |
This word is best used when referring to the incorrect understanding or explanation of information, events, or statements. It suggests a comprehension error.
|
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.
Translations
To see the translation, please select a language from the options available.
Interesting Facts
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.
Origin of 'mislabel'
Main points about word origin
- 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.
The word 'mislabel' originated from the prefix 'mis-' (meaning wrongly or badly) and the word 'label' (to attach a word or phrase to something for identification). The term is commonly used in the context of data analysis and research, where accurate labeling of data points is essential for valid results.