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Probability Distributions and Their Applications

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Statistical Methods in Hydrology and Hydroclimatology
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Abstract

Use of probability distributions in hydrology and hydroclimatology is inevitable. This is mostly due to the presence of uncertainty and lack of complete knowledge from the data. In this chapter two types of probability distributions namely—discrete probability distribution and continuous probability distribution are discussed elaborately. Commonly used distributions with their parameters, properties of the distribution supported by graphical representation and their plausible applications in hydrology and hydroclimatology are explained. Each distribution is explained in the following order—basics, interpretation of the random variable, parameters, probability mass/density function, description, potential applications and illustrative examples. This order is expected to help the readers to understand the distribution and to develop the knowledge base for its further applications.

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Notes

  1. 1.

    Some mathematical textbook may refer to these outcomes as “success” and “failure”. We prefer to use “occurrence” and “non-occurrence” since it may be embarrassing to refer to some of the extreme events, such as “floods”, “droughts”, “overtopping an embankment” etc. as success.

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Correspondence to Rajib Maity .

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© 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

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Maity, R. (2022). Probability Distributions and Their Applications. In: Statistical Methods in Hydrology and Hydroclimatology. Springer Transactions in Civil and Environmental Engineering. Springer, Singapore. https://doi.org/10.1007/978-981-16-5517-3_4

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  • DOI: https://doi.org/10.1007/978-981-16-5517-3_4

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  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-16-5516-6

  • Online ISBN: 978-981-16-5517-3

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