Definition of «outlier»

An outlier is an observation or data point that differs significantly from other observations in a set. It is often defined as any value that lies more than one standard deviation away from the mean, although this definition can vary depending on the distribution of the data. Outliers are typically considered to be unusual or anomalous and may indicate errors or special circumstances in the data collection process. In statistics, outliers can have a significant impact on the results of certain analyses, such as regression analysis, and may require additional methods for their detection and treatment.

Usage examples

  1. In statistics, an outlier refers to a data point that significantly deviates from the rest of the dataset. For example, consider a dataset of test scores: 85, 78, 92, 89, 95, and 120. The score of 120 is an outlier as it is much higher than the other scores.
  2. In finance, an outlier can indicate a stock price that significantly deviates from the expected pattern. For instance, if a stock typically ranges between $50 and $60 but suddenly jumps to $100, it would be considered an outlier.
  3. In sports, an outlier could be an athlete who consistently performs much better or worse than their peers. For instance, in a swimming competition, if one swimmer consistently finishes a race several seconds ahead of all others, they would be considered an outlier.
  4. In social sciences, an outlier might be an individual whose behavior significantly differs from the norm within a given group. For example, in a study on political opinions, if the majority of participants support a particular candidate, but one person strongly opposes, they could be seen as an outlier.
  5. In machine learning, outliers can refer to data points that do not conform to the general pattern, affecting the accuracy of predictive models. For instance, if a spam detection algorithm classifies most emails correctly but struggles with a few specific types of spam, those instances can be treated as outliers and used for further improvements.

Sentences with «outlier»

  • I guess the only argument for adding in the cupcake or blowout games would be to increase the sample size to reduce the influence of outliers in results. (sbnation.com)
  • Using a box plot to graphically describe the data shows the large number of outliers in relation to the majority of cryptocurrencies. (links2exchange.net)
  • Some have been found abandoned in outlying areas of the city and in the boondocks, and the hope is that most will be recovered before snow buries them. (si.com)
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