Information Systems and Applications, incl. Internet/Web, and HCI Lect.Notes ComputerState-of-the-Art Surveys

Interactive Knowledge Discovery and Data Mining in Biomedical Informatics

State-of-the-Art and Future Challenges

Herausgeber: Holzinger, Andreas, Jurisica, Igor (Eds.)

  • Focuses on hot topics from interactive knowledge discovery and data mining in biomedical informatics
  • Each paper describes the state-of-the-art and focuses on open problems and future challenges in order to provide a research agenda to stimulate further research and progress
  • Written by professionals from diverse areas with various backgrounds who share a common vision: making sense of complex data
Weitere Vorteile

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eBook 47,59 €
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  • ISBN 978-3-662-43968-5
  • Versehen mit digitalem Wasserzeichen, DRM-frei
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  • eBooks sind auf allen Endgeräten nutzbar
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Softcover 59,92 €
Preis für Deutschland (Brutto)
  • ISBN 978-3-662-43967-8
  • Kostenfreier Versand für Individualkunden weltweit
  • Gewöhnlich versandfertig in 3-5 Werktagen.
Über dieses Buch

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.

This state-of-the-art survey is an output of the HCI-KDD expert network and features 19 carefully selected and reviewed papers related to seven hot and promising research areas: Area 1: Data Integration, Data Pre-processing and Data Mapping; Area 2: Data Mining Algorithms; Area 3: Graph-based Data Mining; Area 4: Entropy-Based Data Mining; Area 5: Topological Data Mining; Area 6 Data Visualization and Area 7: Privacy, Data Protection, Safety and Security.

Inhaltsverzeichnis (19 Kapitel)

  • Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions

    Holzinger, Andreas (et al.)

    Seiten 1-18

  • Visual Data Mining: Effective Exploration of the Biological Universe

    Otasek, David (et al.)

    Seiten 19-33

  • Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining

    Holzinger, Katharina (et al.)

    Seiten 35-56

  • On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process

    Holzinger, Andreas (et al.)

    Seiten 57-80

  • Adapted Features and Instance Selection for Improving Co-training

    Katz, Gilad (et al.)

    Seiten 81-100

Dieses Buch kaufen

eBook 47,59 €
Preis für Deutschland (Brutto)
  • ISBN 978-3-662-43968-5
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: PDF
  • eBooks sind auf allen Endgeräten nutzbar
  • Sofortiger eBook Download nach Kauf
Softcover 59,92 €
Preis für Deutschland (Brutto)
  • ISBN 978-3-662-43967-8
  • Kostenfreier Versand für Individualkunden weltweit
  • Gewöhnlich versandfertig in 3-5 Werktagen.
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Bibliografische Information

Bibliographic Information
Buchtitel
Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
Buchuntertitel
State-of-the-Art and Future Challenges
Herausgeber
  • Andreas Holzinger
  • Igor Jurisica
Titel der Buchreihe
Information Systems and Applications, incl. Internet/Web, and HCI
Buchreihen Band
8401
Copyright
2014
Verlag
Springer-Verlag Berlin Heidelberg
Copyright Inhaber
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-662-43968-5
DOI
10.1007/978-3-662-43968-5
Softcover ISBN
978-3-662-43967-8
Auflage
1
Seitenzahl
XX, 357
Anzahl der Bilder
56 schwarz-weiß Abbildungen
Themen