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Ivona Brandic
Researcher at Vienna University of Technology
Publications - 154
Citations - 10269
Ivona Brandic is an academic researcher from Vienna University of Technology. The author has contributed to research in topics: Cloud computing & Service level. The author has an hindex of 34, co-authored 145 publications receiving 9476 citations. Previous affiliations of Ivona Brandic include University of Vienna & Worcester Polytechnic Institute.
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Journal ArticleDOI
AI for Next Generation Computing: Emerging Trends and Future Directions
Sukhpal Singh Gill,Minxian Xu,Carlo Ottaviani,Panos Patros,Rami Bahsoon,Arash Shaghaghi,Muhammed Golec,Vlado Stankovski,Huaming Wu,Ajit Varghese Abraham,Manmeet Singh,Harshit Mehta,Soumya Ghosh,Thar Baker,Ajith Kumar Parlikad,Hanan Lutfiyya,Salil S. Kanhere,Rizos Sakellariou,Schahram Dustdar,Omer Rana,Ivona Brandic,Steve Uhlig +21 more
TL;DR: In this article , the authors discuss challenges and opportunities for leveraging AI and ML in next generation computing for emerging computing paradigms, including cloud, fog, edge, serverless and quantum computing environments.
Journal ArticleDOI
Adaptive resource configuration for Cloud infrastructure management
TL;DR: This work applies knowledge management to guarantee SLAs and low resource wastage in Clouds and designs and implements two methods, Case-Based Reasoning and rule-based approach, which prove feasibility as KM techniques and shows major improvements towards CBR.
Proceedings ArticleDOI
Monitoring and Analyzing Influential Factors of Business Process Performance
Branimir Wetzstein,Philipp Leitner,Florian Rosenberg,Ivona Brandic,Schahram Dustdar,Frank Leymann +5 more
TL;DR: This work provides a framework for performance monitoring and analysis of WS-BPEL processes, which consolidates process events and Quality of Service measurements, and uses machine learning techniques in order to construct tree structures, which represent the dependencies of a KPI on process and QoS metrics.
Proceedings ArticleDOI
SLA-Aware Application Deployment and Resource Allocation in Clouds
TL;DR: This paper presents a novel scheduling heuristic considering multiple SLA parameters for deploying applications in Clouds and discusses in details the heuristic design and implementation, and presents detailed evaluations as a proof of concept emphasizing the performance.
Proceedings ArticleDOI
Compliant Cloud Computing (C3): Architecture and Language Support for User-Driven Compliance Management in Clouds
TL;DR: This paper proposes novel languages for specifying compliance requirements concerning security, privacy, and trust by leveraging domain specific languages and compliance level agreements, and proposes the C3 middleware responsible for the deployment of certifiable and auditable applications.