Service-Oriented Computing ICSOC 2021 Workshops

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)

Inhalt
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.