Statistical Inference from High Dimensional Data
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Statistical Inference from High Dimensional Data

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¿ 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 foc...