rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Big data analysis
    sub title: new algorithms for a new society
  name:
    name part: Stefanowski, Jerzy
    role:
      role term: editor
  name:
    name part: Japkowicz, Nathalie
    role:
      role term: editor
  type of resource: text
  origin info:
    place:
      place term: gw^
    place:
      place term: Cham
    publisher: Springer
    date issued: ©2016
    date issued: 2016
    issuance: monographic
  language:
    language term: eng
  physical description:
    extent: 329 páginas; 24 cm. : ilustraciones ; 24 cm.
  abstract: This edited volume is devoted to Big Data Analysis from a Machine Learning standpoint as presented by some of the most eminent researchers in this area. It demonstrates that Big Data Analysis opens up new research problems which were either never considered before, or were only considered within a limited range. In addition to providing methodological discussions on the principles of mining Big Data and the difference between traditional statistical data analysis and newer computing frameworks, this book presents recently developed algorithms affecting such areas as business, financial forecasting, human mobility, the Internet of Things, information networks, bioinformatics, medical systems and life science. It explores, through a number of specific examples, how the study of Big Data Analysis has evolved and how it has started and will most likely continue to affect society. While the benefits brought upon by Big Data Analysis are underlined, the book also discusses some of the warnings that have been issued concerning the potential dangers of Big Data Analysis along with its pitfalls and challenges.
  table of contents: A Machine Learning Perspective on Big Data Analysis -- An Insight on Big Data Analytics -- Toward Problem Solving Support based on Big Data and Domain Knowledge: Interactive Granular Computing and Adaptive Judgment -- An overview of Conceptdrift Applications.- Analysis of Text-Enriched Heterogeneous Information Networks.- Implementing Big Data Analytics Projects in Business -- Data mining in Business: Current Advances and Future Challenges -- Industrial-Scale Ad Hoc Risk Analytics Using MapReduce -- Big Data and the Internet of Things -- Social Network Analysis in Streaming Call Graphs.- Scalable Cloud-Based Data Analysis Software Systems for Big Data From Next Generation Sequencing -- Discovering Networks of Interdependent Features in High-Dimensional Problems -- Final Remarks on Big Data Analysis and its Impact on Society and Science
  target audience: general
  note: Editores Nathalie Japkowicz, Jerzy Stefanowski.
  note: Incluye referencias bibliográficas
  subject:
    topic: Big data
  subject:
    topic: Agentes inteligentes (Software para computadores)
  classification: 006.3 B592b
  related item:
    title info:
      title: Studies in Big Data 16
  identifier: 9783319269870
  record info:
    record content source: CO-BoSNA
    record creation date: 210324
    record change date: 20260706163946.0
    record identifier: 000105580
    language of cataloging:
      language term: spa