Interactive and Dynamic Dashboard

£52.99

Interactive and Dynamic Dashboard

Design Principles

Electrical engineering Electronics engineering WAP (wireless) technology Information technology: general topics Algorithms and data structures Software Engineering Computer architecture and logic design Artificial intelligence Information visualization

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Collection: Future Generation Information Systems

Language: English

Published by: CRC Press

Published on: 31st December 2024

Format: LCP-protected ePub

ISBN: 9781040259283


The text comprehensively discusses the representation of visual data and design principles of interactive and dynamic dashboards. It further covers the theoretical concept of inference and machine learning algorithms for making the concepts clear to the reader. The book illustrates important topics such as data testing a parametric hypothesis, data testing a non-parametric hypothesis, exploratory data analysis, outlier detection and interpretation.

This book:

  • Covers various data analysis tools such as KNIME, RapidMiner, Rstudio, Grafana, and Redash
  • Discusses the theoretical concept of inference and machine learning algorithms for designing dynamic dashboards
  • Presents statistical modelling techniques with an emphasis on pattern mining, and pattern relationships
  • Explains the problem of efficient retrieval of similar time series in large databases to enrich the knowledge of the readers to effectively handle various real-time datasets
  • Illustrates dimensionality reduction techniques such as principal component analysis, linear discriminant analysis, singular value decomposition, and piecewise vector quantized approximation

It is primarily written for senior undergraduates, graduate students, and academic researchers in the fields of electrical engineering, electronics and communications engineering, computer science and engineering, and information technology.

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