{"product_id":"statistical-inference-from-high-dimensional-data-9783036509440","title":"Statistical Inference from High Dimensional Data","description":"\u003cp\u003e- 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\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Mdpi AG\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/28\/2021\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9783036509440\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 314\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.93lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.61h x 6.69w x 1.00d","brand":"Carlos Fernandez-Lozano","offers":[{"title":"Default Title","offer_id":39992205672629,"sku":"9783036509440","price":68.85,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_f6fbb40d-f3b3-4094-9f41-ff62751aeee7.jpg?v=1620707617","url":"https:\/\/pastforward.org\/products\/statistical-inference-from-high-dimensional-data-9783036509440","provider":"Past Forward","version":"1.0","type":"link"}