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

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.