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Machine Learning and Knowledge Extraction

First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio, Italy, August 29 – September 1, 2017, Proceedings

  • Andreas Holzinger
  • Peter Kieseberg
  • A Min Tjoa
  • Edgar Weippl
Conference proceedings CD-MAKE 2017

Part of the Lecture Notes in Computer Science book series (LNCS, volume 10410)

Also part of the Information Systems and Applications, incl. Internet/Web, and HCI book sub series (LNISA, volume 10410)

Table of contents

  1. Front Matter
    Pages I-XV
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  2. MAKE Topology

    1. Front Matter
      Pages 1-1
      PDF
    2. On Distance Mapping from non-Euclidean Spaces to Euclidean Spaces
      Wei Ren, Yoan Miche, Ian Oliver, Silke Holtmanns, Kaj-Mikael Bjork, Amaury Lendasse
      Pages 3-13
    3. Some Remarks on the Algebraic Properties of Group Invariant Operators in Persistent Homology
      Patrizio Frosini, Nicola Quercioli
      Pages 14-24
    4. Decentralized Computation of Homology in Wireless Sensor Networks Using Spanning Trees
      Domen Šoberl, Neža Mramor Kosta, Primož Škraba
      Pages 25-40
    5. Detecting and Ranking API Usage Pattern in Large Source Code Repository: A LFM Based Approach
      Jitong Zhao, Yan Liu
      Pages 41-56

  3. MAKE Smart Factor

    1. Front Matter
      Pages 57-57
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    2. Towards a Framework for Assistance Systems to Support Work Processes in Smart Factories
      Michael Fellmann, Sebastian Robert, Sebastian Büttner, Henrik Mucha, Carsten Röcker
      Pages 59-68
    3. Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction
      Sebastian Büttner, Paul Wunderlich, Mario Heinz, Oliver Niggemann, Carsten Röcker
      Pages 69-82
    4. Online Self-disclosure: From Users’ Regrets to Instructional Awareness
      N. E. Díaz Ferreyra, Rene Meis, Maritta Heisel
      Pages 83-102

  4. MAKE Privacy

    1. Front Matter
      Pages 103-103
      PDF
    2. Decision Tree Rule Induction for Detecting Covert Timing Channels in TCP/IP Traffic
      Félix Iglesias, Valentin Bernhardt, Robert Annessi, Tanja Zseby
      Pages 105-122
    3. Practical Estimation of Mutual Information on Non-Euclidean Spaces
      Yoan Miche, Ian Oliver, Wei Ren, Silke Holtmanns, Anton Akusok, Amaury Lendasse
      Pages 123-136
    4. IntelliAV: Toward the Feasibility of Building Intelligent Anti-malware on Android Devices
      Mansour Ahmadi, Angelo Sotgiu, Giorgio Giacinto
      Pages 137-154
    5. DO NOT DISTURB? Classifier Behavior on Perturbed Datasets
      Bernd Malle, Peter Kieseberg, Andreas Holzinger
      Pages 155-173
    6. A Short-Term Forecast Approach of Public Buildings’ Power Demands upon Multi-source Data
      Shubing Shan, Buyang Cao
      Pages 174-188

  5. MAKE VIS

    1. Front Matter
      Pages 189-189
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    2. On the Challenges and Opportunities in Visualization for Machine Learning and Knowledge Extraction: A Research Agenda
      Cagatay Turkay, Robert Laramee, Andreas Holzinger
      Pages 191-198
    3. Quantitative Externalization of Visual Data Analysis Results Using Local Regression Models
      Krešimir Matković, Hrvoje Abraham, Mario Jelović, Helwig Hauser
      Pages 199-218
    4. Analysis of Online User Behaviour for Art and Culture Events
      Behnam Rahdari, Tahereh Arabghalizi, Marco Brambilla
      Pages 219-236
    5. On Joint Representation Learning of Network Structure and Document Content
      Jörg Schlötterer, Christin Seifert, Michael Granitzer
      Pages 237-251

  6. MAKE AAL

    1. Front Matter
      Pages 253-253
      PDF
    2. Ambient Assisted Living Technologies from the Perspectives of Older People and Professionals
      Deepika Singh, Johannes Kropf, Sten Hanke, Andreas Holzinger
      Pages 255-266
    3. Human Activity Recognition Using Recurrent Neural Networks
      Deepika Singh, Erinc Merdivan, Ismini Psychoula, Johannes Kropf, Sten Hanke, Matthieu Geist et al.
      Pages 267-274
    4. Modeling Golf Player Skill Using Machine Learning
      Rikard König, Ulf Johansson, Maria Riveiro, Peter Brattberg
      Pages 275-294
    5. Predicting Chronic Heart Failure Using Diagnoses Graphs
      Saurabh Nagrecha, Pamela Bilo Thomas, Keith Feldman, Nitesh V. Chawla
      Pages 295-312

  7. MAKE Semantics

    1. Front Matter
      Pages 313-313
      PDF
    2. A Declarative Semantics for P2P Systems
      Luciano Caroprese, Ester Zumpano
      Pages 315-329
    3. Improving Language-Dependent Named Entity Detection
      Gerald Petz, Werner Wetzlinger, Dietmar Nedbal
      Pages 330-345
    4. Towards the Automatic Detection of Nutritional Incompatibilities Based on Recipe Titles
      Nadia Clairet, Mathieu Lafourcade
      Pages 346-366
    5. The More the Merrier - Federated Learning from Local Sphere Recommendations
      Bernd Malle, Nicola Giuliani, Peter Kieseberg, Andreas Holzinger
      Pages 367-373
  8. Back Matter
    Pages 375-376
    PDF

About these proceedings

Introduction

This book constitutes the refereed proceedings of the IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference for Machine Learning and Knowledge Extraction, CD-MAKE 2017, held in Reggio, Italy, in August/September 2017.

The 24 revised full papers presented were carefully reviewed and selected for inclusion in this volume. The papers deal with fundamental questions and theoretical aspects and cover a wide range of topics in the field of machine learning and knowledge extraction. They are organized in the following topical sections: MAKE topology; MAKE smart factory; MAKE privacy; MAKE VIS; MAKE AAL; and MAKE semantics.

Keywords

artificial intelligence classification computer networks data mining data privacy data security databases Human-Computer Interaction (HCI) information technology learning algorithms learning systems machine learning machine learning techniques network security privacy semantics sensors Social Networks (SN) telecommunication networks user interfaces

Editors and affiliations

  • Andreas Holzinger
    • 1
  • Peter Kieseberg
    • 2
  • A Min Tjoa
    • 3
  • Edgar Weippl
    • 4
  1. 1.Medical University GrazGrazAustria
  2. 2.SBA ResearchViennaAustria
  3. 3.Vienna University of TechnologyViennaAustria
  4. 4.SBA ResearchViennaAustria

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-66808-6
  • Copyright Information IFIP International Federation for Information Processing 2017
  • Publisher Name Springer, Cham
  • eBook Packages Computer Science
  • Print ISBN 978-3-319-66807-9
  • Online ISBN 978-3-319-66808-6
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • Buy this book on publisher's site