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  • © 2023

Living Beyond Data

Toward Sustainable Value Creation

Editors:

  • Shows how the dynamics of people and moving objects in human-life systems are sensed
  • Presents a trustworthy place for open innovations, called the market of data
  • Introduces meta-sensing, i.e., sensing of sensing

Part of the book series: Intelligent Systems Reference Library (ISRL, volume 230)

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Table of contents (13 chapters)

  1. Front Matter

    Pages i-xx
  2. Thoughts and Communication for Living Beyond Data

    1. Front Matter

      Pages 1-1
    2. Living Beyond Data with Feature Concepts

      • Yukio Ohsawa, Sae Kondo, Teruaki Hayashi
      Pages 3-27
    3. Innovation for the Real-World Through Knowing Why

      • Jan Auernhammer, Larry Leifer
      Pages 29-38
  3. Explore, Collect, and Use Data

    1. Front Matter

      Pages 87-87
    2. Interpretability and Explainability in Machine Learning

      • Wai Kit Tsang, Dries F. Benoit
      Pages 89-100
    3. Interpretable GAM Models: Predicting Sepsis in ICU Patients

      • Wai Kit Tsang, Dries F. Benoit
      Pages 101-129
    4. Why Can We Obtain Such an Analysis?

      • Akinori Abe
      Pages 145-158
  4. Insights from Cases

    1. Front Matter

      Pages 159-159
    2. Positive Artificial Intelligence Meets Affective Walkability

      • Stefania Bandini, Francesca Gasparini, Flavio S. Correa da Silva
      Pages 161-178
    3. Interactive Sensing and Sensing Interactions

      • Eri Sato-Shimokawara
      Pages 207-241
    4. Simulation-Oriented Data Utilization to Analyze Human Behavior in Urban Traffic Systems

      • Hideki Fujii, Kazuki Abe, Hideaki Uchida, Shinobu Yoshimura
      Pages 243-264
  5. Back Matter

    Pages 279-281

About this book

This book states that data users often suffer from the difficulty of acquiring knowledge for decision-making, and others are unsure how existing data are useful. The reader will be released from these dilemmas and enabled to act beyond patterns in past events by creating a process to interact with the data market and the dynamic real-world rich in new events.

We present new approaches from the aspects of computation, communication, and their integration, to readers including analysts in sciences and businesses, systems managers, and learners desiring to design knowledge to learn. We show clues to explaining causalities in the target world of a black-box AI of which users may seek a predictive performance. For obtaining interpretable knowledge, we show the integration of model- and data-driven approaches, the analysis and perception of signals from data acquired in the cyber or the real word, and creative communication which connects demands to data by visualizing the datamarket as a place for innovations



Editors and Affiliations

  • Department of Systems Innovation, School of Engineering, The University of Tokyo, Tokyo, Japan

    Yukio Ohsawa

Bibliographic Information

Buy it now

Buying options

eBook USD 139.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 179.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 179.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access