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E-raamat: Service-Oriented Computing - ICSOC 2021 Workshops: AIOps, STRAPS, AI-PA and Satellite Events, Dubai, United Arab Emirates, November 22-25, 2021, Proceedings

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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)
A Study of Artificial Intelligence Frameworks and their Capability to
Diagnose Major Depressive Disorder.- Say No2Ads: Automatic Advertisement and
Music Filtering from Broadcast News Content.- Hybrid Recommendation of Movies
based on Deep Content Features.- Automatic Image Annotation using
Quantization Reweighting Function and Graph Neural Networks.- Interactive
Process Improvement Using Simulation of Enriched Process Trees.- A
Reproducible Approach for Mining BusinessActivities from Emails for Process
Analytics.- Human-in-the-loop Optimization for Artificial Intelligence
Algorithms.- Proposing a recommender system and risk mitigation strategy for
Supply Chain Management by using Counterfactual Explanation.- Improving
Multi-Label Text Classification Models with Knowledge Graphs.- An iterative
model for quality assessment in collaborative content generation systems.-
Log Attention Assessing Software Releases with Attention-based Log Anomaly
Detection.- A Taxonomy of Anomalies in Log Data.- Little Help Makes a Big
Difference: Leveraging Active Learning to Improve Unsupervised Time Series
Anomaly Detection.- MMRCA: MultiModal Root Cause Analysis.- IAD: Indirect
Anomalous VMMs Detection in the Cloud-based Environment.- Comparing graph
data science libraries for querying and analysing datasets: towards data
science queries on graphs?.- Gamification for healthier lifestyle User
Retention.- Streaming and visualising neuronal signals for understanding
pain.- Graph analytics workflows enactment on just in time data centres.-Data
Centred Intelligent Geosciences: Research Agenda and Opportunities.- Design
patterns in an ERP environment.-Towards a Semantics-based Search Engine for
Smart Contract Information.-A Blockchain-based Autonomous System for Primary
Financial Market.- Multi-Agent Reinforcement Learning for Task Allocation in
Cooperative Edge Cloud Computing.- Occupancy Estimation from Thermal Images.-
Constraint-Aware Trajectory for Drone Delivery Services.-
SeamlessSynchronization for Collaborative Web Services.- Crowd4ME: A
Crowdsourcing-based Micro-expression Collection Platform.- AI-enabled
Processes: The Age of Artificial Intelligence and Big Data.- Continuously
Testing Distributed IoT Systems: An Overview of the State of the Ar.- Towards
Scalable Blockchains Using Service-Oriented Architectures.- Snapshot of
Research Issues in Service Robots.