•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
•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
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches,...
This book features research contributions fromThe Abel Symposium on Statistical Analysis for High Dimensional Data, held inNyvågar, Lofoten, Norway, in May 2014.The focus of the symposium was on...
Open Learning Units offer a very flexible approach to the teaching of psychology. They are designed to be more than sufficient for the purposes of A/S and A-Level psychology, and the applied emphasis...
Praise for the first edition:"[This book] succeeds singularly at providing a structured introduction to this active field of research. ... it is arguably the most accessible overview yet published of...
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