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Descriptive Statistics

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Book cover Introduction to Data Science

Part of the book series: Undergraduate Topics in Computer Science ((UTICS))

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Abstract

In this chapter, we will become familiar with descriptive statistics that is comprised of concepts, terms, measures, and tools that help to describe, show, and summarize data in a meaningful way. When analyzing data, it is possible to use both descriptive and inferential statistics in order to analyze the results and draw some conclusions. We will discuss basic concepts, terms, and procedures, such as mean, median, variance, correlation, etc., to explore, describe, and summarize a given set of data.

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Notes

  1. 1.

    https://archive.ics.uci.edu/ml/datasets/Adult.

  2. 2.

    We will use the following notation: X is a random variable, \(\mathbf {x}\) is a column vector, \(\mathbf {x}^T\) (the transpose of \(\mathbf {x}\)) is a row vector, \(\mathbf {X}\) is a matrix, and \(x_i\) is the i-th element of a dataset.

  3. 3.

    http://www.scipy.org.

References

  1. A. B. Downey, “Probability and Statistics for Programmers”, O’Reilly Media, 2011, ISBN-10: 1449307116.

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  2. Probability Distributions: Discrete vs. Continuous, http://stattrek.com/probability-distributions/discrete-continuous.aspx.

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Acknowledgements

This chapter was co-written by Petia Radeva and Laura Igual.

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Correspondence to Laura Igual .

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Igual, L., Seguí, S. (2017). Descriptive Statistics. In: Introduction to Data Science. Undergraduate Topics in Computer Science. Springer, Cham. https://doi.org/10.1007/978-3-319-50017-1_3

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  • DOI: https://doi.org/10.1007/978-3-319-50017-1_3

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-50016-4

  • Online ISBN: 978-3-319-50017-1

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