Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
by Holzinger
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One of the grand challenges in our digital world are the large, complex and often weakly structured data sets, and massive amounts of unstructured information. This "big data" challenge is most evident in biomedical informatics: the trend towards precision medicine has resulted in an explosion in the amount of generated biomedical data sets. Despite the fact that human experts are very good at pattern recognition in dimensions of <= 3; most of the data is high-dimensional, which makes manual analysis often impossible and neither the medical doctor nor the biomedical researcher can memorize all these facts. A synergistic combination of methodologies and approaches of two fields offer ideal conditions towards unraveling these problems: Human-Computer Interaction (HCI) and Knowledge Discovery/Data Mining (KDD), with the goal of supporting human capabilities with machine learning.
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An aparitie | 2014 |
Autor | Holzinger |
Dimensiuni | 2 x 15.3 x 23.1 cm |
Editura | Springer |
Format | Paperback |
Limba | Engleza |
Nr pag | 380 |
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