Data Science – Analytics and Applications

Proceedings of the 2nd International Data Science Conference – iDSC2019

Editors: Haber, Peter, Lampoltshammer, Thomas, Mayr, Manfred (Hrsg.)

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  • Collects papers from the 2nd International Data Science Conference - iDSC 2019 
  • Aktuelle Data Science Themen
  • Spezifische Data Science Fragestellungen
  • In einem Werk konzentriert
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Hardcover + eBook $84.99
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  • ISBN 978-3-658-27494-8
  • Immediate eBook download after purchase
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About this book

This book offers the proceedings of the Second International Data Science Conference (iDSC2019), organized by Salzburg University of Applied Sciences, Austria. The Conference brought together researchers, scientists, and business experts to discuss new ways of embracing agile approaches to various facets of data science, including machine learning and artificial intelligence, data mining, data visualization, and communication. The papers gathered here include case studies of applied techniques, and theoretical papers that push the field into the future. The full-length scientific-track papers on Data Analytics are broadly grouped by category, including Complexity; NLP and Semantics; Modelling; and Comprehensibility.

Included among real-world applications of data science are papers on

  • Exploring insider trading using hypernetworks
  • Data-driven approach to detection of autism spectrum disorder
  • Anonymization and sentiment analysis of Twitter posts

Theoretical papers in the book cover such topics as Optimal Regression Tree Models Through Mixed Integer Programming; Chance Influence in Datasets with Large Number of Features; Adversarial Networks — A Technology for Image Augmentation; and Optimal Regression Tree Models Through Mixed Integer Programming.

Five shorter student-track papers are also published here, on topics such as

  • State-of-the-art Deep Learning Methods to effect Neural Machine Translation from Natural Language into SQL
  • A Smart Recommendation System to Simplify Projecting for a HMI/SCADA Platform
  •  Use of Adversarial Networks as a Technology for Image Augmentation
  • Using Supervised Learning to Predict the Reliability of a Welding Process

The work collected in this volume of proceedings will provide researchers and practitioners with a detailed snapshot of current progress in the field of data science. Moreover, it will stimulate new study, research, and the development of new applications.

About the authors

Peter Haber is a Professor of Information and Communication Technology, in particular for analog and digital signal processing, and responsible coordinator for system theory and electrical engineering at Salzburg University of Applied Sciences. He is a researcher and project manager, leading and coordinating national and international projects in the field of IT and IT management, while also integrating data science solutions at businesses. Since 2009 he has been a member of the international advisory board for the IATED conferences.

Thomas Lampoltshammer is an Assistant Professor for ICT and Deputy Head of the Centre for E-Governance at the Department of E-Governance and Administration, Danube University Krems, Austria. His current research focus is on the domain of data governance, the effects of ICT application in a connected society, and the effects on a data-driven society. He has a substantial background in the design and implementation of expert and decision-making systems, data analytics, and semantic-based reasoning. 

Manfred Mayr is the Academic Program Director for Business Informatics and Digital Transformation as well department head for IT Management at Salzburg University of Applied Sciences. He is a lecturer at international conferences and the author of various publications in the field of IT management and business informatics. In addition, he has coordinated several national and international research projects.

The editors are the conference chairs of the International Data Science Conference.

Table of contents (15 chapters)

Table of contents (15 chapters)
  • Exploring Insider Trading Within Hypernetworks

    Pages 15-20

    Rayes, Jad (et al.)

  • Chance influence in datasets with a large number of features

    Pages 21-26

    Taha, Abdel Aziz (et al.)

  • Combining Lexical and Semantic Similarity Methods for News Article Matching

    Pages 29-35

    Sen, Mehmet Umut (et al.)

  • The Effectiveness of the Max Entropy Classifier for Feature Selection

    Pages 37-39

    Schn¨oll, Martin (et al.)

  • Impact of Anonymization on Sentiment Analysis of Twitter Postings

    Pages 41-48

    Lampoltshammer, Thomas J. (et al.)

Buy this book

eBook $64.99
price for USA in USD (gross)
  • ISBN 978-3-658-27495-5
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover + eBook $84.99
price for USA in USD
  • ISBN 978-3-658-27494-8
  • Immediate eBook download after purchase
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Data Science – Analytics and Applications
Book Subtitle
Proceedings of the 2nd International Data Science Conference – iDSC2019
Editors
  • Peter Haber
  • Thomas Lampoltshammer
  • Manfred Mayr
Copyright
2019
Publisher
Springer Vieweg
Copyright Holder
Springer Fachmedien Wiesbaden GmbH, ein Teil von Springer Nature
eBook ISBN
978-3-658-27495-5
DOI
10.1007/978-3-658-27495-5
Hardcover ISBN
978-3-658-27494-8
Edition Number
1
Number of Pages
XIV, 102
Number of Illustrations
9 b/w illustrations, 46 illustrations in colour
Topics