05617nam 2200469 450 99650356310331620231110221124.03-031-23298-4(MiAaPQ)EBC7165875(Au-PeEL)EBL7165875(CKB)25913880200041(PPN)267813945(EXLCZ)992591388020004120230422d2022 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAdvances in service-oriented and cloud computing International Workshops of ESOCC 2022, Wittenberg, Germany, March 22-24, 2022, revised selected papers /edited by Christian Zirpins, Guadalupe OrtizCham, Switzerland :Springer,[2022]©20221 online resource (119 pages)Communications in Computer and Information Science ;v.1617Print version: Zirpins, Christian Advances in Service-Oriented and Cloud Computing Cham : Springer,c2023 9783031232978 Includes bibliographical references and index.Intro -- Workshop Editors -- Preface -- Organization -- Contents -- First International Workshop on AI for Web Application Infrastructure and Cloud Platform Security (AWACS 2022) -- Preface to the AWACS 2022 Workshop -- Organization -- Workshop Co-organizers -- Program Committee -- Additional Reviewers -- Towards a Metadata Management System for Provenance, Reproducibility and Accountability in Federated Machine Learning -- 1 Introduction -- 2 Background -- 2.1 Federated Machine Learning -- 2.2 Data Governance -- 2.3 ML Metadata Management -- 3 Related Work -- 4 FML Metadata Management -- 5 Metadata for Governance in FML -- 6 Metadata Management System -- 6.1 Architecture View -- 6.2 Implementation -- 7 Use Case Demonstration -- 7.1 Metadata Uses -- 7.2 Experiment Settings -- 7.3 Assessment of Uses -- 8 Conclusions and Future Work -- References -- Towards a Secure Peer-to-Peer Federated Learning Framework -- 1 Introduction -- 2 Problem Statement -- 2.1 Underlying Threat Model -- 2.2 Federated Preprocessing of Training and Test Data -- 3 Concept of the Decentralized P2P Framework -- 3.1 Secure Model Aggregation -- 3.2 Secure Preprocessing Tasks -- 4 Experiments -- 4.1 DNN Architecture and Example Dataset -- 4.2 Procedure and Evaluation -- 5 Related Work -- 6 Conclusion and Future Work -- References -- MIDA: Micro-flow Independent Detection of DDoS Attacks with CNNs -- 1 Introduction -- 2 MIDA in a Nutshell -- 3 Traffic Aggregation -- 4 Classification with CNNs -- 5 Data Sets -- 6 Performance Results -- 7 Conclusion and Future Work -- References -- ESOCC 2022 PhD Symposium -- En -- ESOCC 2022 PhD Symposium Chairs -- Program Committee -- Improving the Key Exchange Process of the eXtended Triple Diffie-Hellman Protocol with Blockchain -- 1 Introduction -- 2 Background and Related Work -- 3 Motivation -- 4 Design -- 5 Implementation -- 6 Experiments.7 Conclusions and Future Work -- References -- Towards Data Governance for Federated Machine Learning -- 1 Introduction -- 2 Related Work -- 3 Hypothesis and Goals -- 4 Methodology -- 4.1 Study of the State of the Art -- 4.2 Conception of Federated Machine Learning Data Governance -- 4.3 Development of the Data Governance Solution -- 4.4 Evaluation and Optimization, with Experimentation in both Simulated and Real Use Cases -- 5 A Preliminary Approach for FML-DG -- 6 Conclusions and Future Work -- References -- ESOCC 2022 Projects Track -- En -- ESOCC 2022 Projects Track Chair -- Program Committee -- QuickFaaS: Providing Portability and Interoperability Between FaaS Platforms -- 1 Introduction -- 2 Challenges in FaaS Adoption -- 3 QuickFaaS -- 3.1 Function Definition -- 4 Conclusion and Future Work -- References -- Cloud Computing Continuum Research Topics and Challenges. A Multi-source Analysis -- 1 Introduction -- 2 Methodology -- 3 Cloud Computing Continuum Research Topics and Challenges -- 4 Conclusions -- References -- Developing a New DevOps Modelling Language to Support the Creation of Infrastructure as Code -- 1 Introduction -- 2 Current IaC Approaches -- 3 DOML Modelling Principles -- 3.1 A Single Model for Multiple IaC Code Fragments -- 3.2 Separation of Concerns and Multiple Modelling Layers -- 4 An Example of a DOML Model -- 5 Discussion -- References -- Urban Heat Island Detection Utilizing Citizen Science -- 1 Introduction -- 2 System Architecture -- 3 UHI Detection -- 4 Discussion -- References -- Using a Multi-sourced Methodology to Identify Challenges in Software Technologies Research -- 1 Introduction -- 2 Approach and Methodology to Determine the Research Challenges and Recommendations -- 3 Identified Research Challenges -- References -- ESOCC 2022 Industrial Track -- En -- ESOCC 2022 Industrial Track Chair.Rethinking Monitoring for Cloud Environments: BMC Software AIOps Case Study -- 1 Introduction -- 1.1 BMC AIOps - Background -- 2 A Service Centric Perspective on Noise Reduction -- 3 Incremental Differential Clustering for Causality -- Reference -- Author Index.Communications in Computer and Information Science Cloud computingCloud computing.411Zirpins ChristianOrtiz GuadalupeMiAaPQMiAaPQMiAaPQBOOK996503563103316Advances in service-oriented and cloud computing1896823UNISA