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Statistical Inference from High Dimensional Data

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£54.50 £51.78 £52.87 £53.96 £55.05 £56.14 £57.23 24 July 2026 05 August 2026 18 August 2026 30 August 2026 12 September 2026
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Description

• Real-world problems can be high-dimensional, complex, and noisy • More data does not imply more information • Different approaches deal with the so-called curse of dimensionality to reduce irrelevant information • A process with multidimensional information is not necessarily easy to interpret nor process • In some real-world applications, the number of elements of a class is clearly lower than the other. The models tend to assume that the importance of the analysis belongs to the majority class and this is not usually the truth • The analysis of complex diseases such as cancer are focused on more-than-one dimensional omic data • The increasing amount of data thanks to the reduction of cost of the high-throughput experiments opens up a new era for integrative data-driven approaches • Entropy-based approaches are of interest to reduce the dimensionality of high-dimensional data

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
28 April 2021
Listed Since
30 April 2021

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