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Cover: 9783036509440 | Statistical Inference from High Dimensional Data | Buch | Englisch
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Statistical Inference from High Dimensional Data
Sprache: Englisch

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Beschreibung
¿ 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
Details
Erscheinungsjahr: 2021
Fachbereich: Allgemeines
Genre: Biologie
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Buch
ISBN-13: 9783036509440
ISBN-10: 3036509445
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Hersteller: MDPI AG
Maße: 250 x 175 x 25 mm
Erscheinungsdatum: 28.04.2021
Gewicht: 0,987 kg
Artikel-ID: 120027462
Details
Erscheinungsjahr: 2021
Fachbereich: Allgemeines
Genre: Biologie
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Buch
ISBN-13: 9783036509440
ISBN-10: 3036509445
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Hersteller: MDPI AG
Maße: 250 x 175 x 25 mm
Erscheinungsdatum: 28.04.2021
Gewicht: 0,987 kg
Artikel-ID: 120027462
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