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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 |
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 |
Warnhinweis