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portada Statistics Is Easy: Case Studies on Real Scientific Datasets (in English)
Type
Physical Book
Publisher
Language
English
Pages
62
Format
Paperback
Dimensions
23.5 x 19.1 x 0.4 cm
Weight
0.15 kg.
ISBN13
9783031013058
Edition No.
1

Statistics Is Easy: Case Studies on Real Scientific Datasets (in English)

Dennis Shasha (Author) · Manpreet Singh Katari (Author) · Sudarshini Tyagi (Author) · Springer · Paperback

Statistics Is Easy: Case Studies on Real Scientific Datasets (in English) - Katari, Manpreet Singh ; Tyagi, Sudarshini ; Shasha, Dennis

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Synopsis "Statistics Is Easy: Case Studies on Real Scientific Datasets (in English)"

Computational analysis of natural science experiments often confronts noisy data due to natural variability in environment or measurement. Drawing conclusions in the face of such noise entails a statistical analysis. Parametric statistical methods assume that the data is a sample from a population that can be characterized by a specific distribution (e.g., a normal distribution). When the assumption is true, parametric approaches can lead to high confidence predictions. However, in many cases particular distribution assumptions do not hold. In that case, assuming a distribution may yield false conclusions. The companion book Statistics is Easy, gave a (nearly) equation-free introduction to nonparametric (i.e., no distribution assumption) statistical methods. The present book applies data preparation, machine learning, and nonparametric statistics to three quite different life science datasets. We provide the code as applied to each dataset in both R and Python 3. We also include exercises for self-study or classroom use.

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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Paperback.

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