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

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.

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).