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Service-Oriented Computing – ICSOC 2021 Workshops

AIOps, STRAPS, AI-PA and Satellite Events, Dubai, United Arab Emirates, November 22–25, 2021, Proceedings

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. Hakim Hacid

    1. Zayed University, Dubai, United Arab Emirates

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  2. Monther Aldwairi

    1. Zayed University, Abu Dhabi, United Arab Emirates

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  3. Mohamed Reda Bouadjenek

    1. Deakin University, Waurn Ponds, Australia

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  4. Marinella Petrocchi

    1. National Research Council C.N.R., Pisa, Italy

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  5. Noura Faci

    1. University of Lyon, Villeurbanne, France

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  6. Fatma Outay

    1. Zayed University, Dubai, United Arab Emirates

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  7. Amin Beheshti

    1. Macquarie University, Sydney, Australia

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  8. Lauritz Thamsen

    1. Technical University of Berlin, Berlin, Germany

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  9. Hai Dong

    1. Royal Melbourne Institute of Technology, Melbourne, Australia

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 13236)

Included in the following conference series:

Conference proceedings info: ICSOC 2021.

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Table of contents (32 papers)

  1. Front Matter

    Pages i-xiv
    Download chapter PDF

  2. AIPA

    1. Front Matter

      Pages 1-1
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    2. A Study of Artificial Intelligence Frameworks and Their Capability to Diagnose Major Depressive Disorder

      • Oluwafeyisayo Oyeniyi, Shreyansh Sandip Dhandhukia, Amartya Sen, Kenneth K. Fletcher
      Pages 3-17

    3. Say No2Ads: Automatic Advertisement and Music Filtering from Broadcast News Content

      • Shayan Zamanirad, Koen Douterloigne
      Pages 18-31

    4. Hybrid Recommendation of Movies Based on Deep Content Features

      • Tord Kvifte, Mehdi Elahi, Christoph Trattner
      Pages 32-45

    5. Automatic Image Annotation Using Quantization Reweighting Function and Graph Neural Networks

      • Fariba Lotfi, Mansour Jamzad, Hamid Beigy
      Pages 46-60

    6. Interactive Process Improvement Using Simulation of Enriched Process Trees

      • Mahsa Pourbafrani, Wil M. P. van der Aalst
      Pages 61-76

    7. A Reproducible Approach for Mining Business Activities from Emails for Process Analytics

      • Raphael Azorin, Daniela Grigori, Khalid Belhajjame
      Pages 77-91

    8. Human-in-the-Loop Optimization for Artificial Intelligence Algorithms

      • Helia Farhood, Morteza Saberi, Mohammad Najafi
      Pages 92-102

    9. A Recommender System and Risk Mitigation Strategy for Supply Chain Management Using the Counterfactual Explanation Algorithm

      • Amir Hossein Ordibazar, Omar Hussain, Morteza Saberi
      Pages 103-116

    10. Improving Multi-label Text Classification Models with Knowledge Graphs

      • Divya Prabhu, Enayat Rajabi, Mohan Kumar Ganta, Tressy Thomas
      Pages 117-124

    11. An Iterative Model for Quality Assessment in Collaborative Content Generation Systems

      • Fariba Abedinzadeh, Haleh Amintoosi, Mohammad Allahbakhsh
      Pages 125-138

    12. Log Attention – Assessing Software Releases with Attention-Based Log Anomaly Detection

      • Sohail Munir, Hamid Ali, Jahangeer Qureshi
      Pages 139-150

  3. AIOPS

    1. Front Matter

      Pages 151-151
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    2. A Taxonomy of Anomalies in Log Data

      • Thorsten Wittkopp, Philipp Wiesner, Dominik Scheinert, Odej Kao
      Pages 153-164

    3. Little Help Makes a Big Difference: Leveraging Active Learning to Improve Unsupervised Time Series Anomaly Detection

      • Hamza Bodor, Thai V. Hoang, Zonghua Zhang
      Pages 165-176

    4. MMRCA: MultiModal Root Cause Analysis

      • Gary White, Jaroslaw Diuwe, Erika Fonseca, Owen O’Brien
      Pages 177-189

    5. IAD: Indirect Anomalous VMMs Detection in the Cloud-Based Environment

      • Anshul Jindal, Ilya Shakhat, Jorge Cardoso, Michael Gerndt, Vladimir Podolskiy
      Pages 190-201

  4. STRAPS

    1. Front Matter

      Pages 203-203
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    2. Comparing Graph Data Science Libraries for Querying and Analysing Datasets: Towards Data Science Queries on Graphs

      • Genoveva Vargas-Solar, Pierre Marrec, Mirian Halfeld Ferrari Alves
      Pages 205-216
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Other volumes

  1. Service-Oriented Computing

  2. Service-Oriented Computing – ICSOC 2021 Workshops

Keywords

About this book

This book constitutes the selected papers from the scientific satellite events held in conjunction with the19th International Conference on Service-Oriented Computing, ICSOC 2021. The conference was held Dubai, United Arab Emirates in November 2021.

This year, these satellite events were organized around three main tracks, including a workshop track, a demonstration track, and a tutorials track.

 

The ICSOC 2021 workshop track consisted of the following three workshops covering a wide range of topics that fall into the general area of service computing.

 

•          International Workshop on Artificial Intelligence for IT Operations (AIOps)

•          3rd Workshop on Smart Data Integration and Processing (STRAPS 2021)

•          International Workshop on AI-enabled Process Automation (AI-PA 2021)

Editors and Affiliations

  • Zayed University, Dubai, United Arab Emirates

    Hakim Hacid, Fatma Outay

  • Zayed University, Abu Dhabi, United Arab Emirates

    Monther Aldwairi

  • Deakin University, Waurn Ponds, Australia

    Mohamed Reda Bouadjenek

  • National Research Council C.N.R., Pisa, Italy

    Marinella Petrocchi

  • University of Lyon, Villeurbanne, France

    Noura Faci

  • Macquarie University, Sydney, Australia

    Amin Beheshti

  • Technical University of Berlin, Berlin, Germany

    Lauritz Thamsen

  • Royal Melbourne Institute of Technology, Melbourne, Australia

    Hai Dong

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