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El autor Martin Kappes ha publicado 2 artículo(s):

1 - Analysis of the Feasibility to Combine CEP and EDA with Machine Learning using the Example of Network Analysis and Surveillance

Complex Event Processing (CEP) and Event-driven Architectures (EDA) are modern paradigms for processing data in form of events. Machine Learning (ML) methods offer additional sophisticated means for analyzing data. By combining these technologies it is possible to create even more comprehensive and powerful data analysis and processing systems. We analyze the feasibility of combining CEP and EDA with ML using the example of the application domain of computer networks. We present relevant aspects, a sample use case, an sample architecture, and results of performance benchmarks. Our results indicate that the combination of these technologies increases data processing capabilities and that it is feasible from a performance perspective as well.

Autores: Ruediger Gad / Martin Kappes / Inmaculada Medina-Bulo / 
Palabras Clave: Complex Event Processing - Computer Networks - Event-driven Architecture - Machine Learning

2 - Leveraging EDA and CEP for Integrating Low-level Network Analysis Methods into

Computer networks are crucial for the operation of Information Technology (IT) infrastructures. For assuring and maintaining the functionality of networks and with this of IT systems in general, accurate and up-to-date information about networks and the incidents in them is of vital importance. To allow a proper, accurate, and timely assessment this information must be efficiently communicated to the relevant analysis applications that rely on it. In this paper we propose an approach on obtaining and efficiently communicating information gathered with means of low-level network analysis methods from spatially distributed and heterogeneous data sources. Thereby, we leverage existing technologies from the fields of network analysis, Event-driven Architecture (EDA), and Complex Event Processing (CEP) and combine these into a novel distributed network analysis system approach that can be integrated into todays, modern, distributed IT architectures.

Autores: Rüdiger Gad / Juan Boubeta-Puig / Martin Kappes / Inmaculada Medina-Bulo / 
Palabras Clave: CEP - EDA - network analysis - network surveillance