Data-intensive applications have attracted considerable attention in recent years. Business organizations are increasingly becoming data-driven and therefore look for novel ways to collect, analyze, and leverage the data at their disposal. The goal of this chapter is to overview some recurring performance management activities for data-intensive applications, examining the role that artificial intelligence (AI) and machine learning are playing in enhancing practices related, among others, to configuration optimization, performance anomaly detection, load forecasting, and auto-scaling for these software systems.

Alnafessah, A., Russo Russo, G., Cardellini, V., Casale, G., Lo Presti, F. (2021). AI‐Driven Performance Management in Data‐Intensive Applications. In N. Zincir-Heywood, M. Mellia, Y. Diao (a cura di), Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning (pp. 199-222). Wiley [10.1002/9781119675525.ch9].

AI‐Driven Performance Management in Data‐Intensive Applications

Russo Russo, Gabriele;Cardellini, Valeria;Lo Presti, Francesco
2021-09-01

Abstract

Data-intensive applications have attracted considerable attention in recent years. Business organizations are increasingly becoming data-driven and therefore look for novel ways to collect, analyze, and leverage the data at their disposal. The goal of this chapter is to overview some recurring performance management activities for data-intensive applications, examining the role that artificial intelligence (AI) and machine learning are playing in enhancing practices related, among others, to configuration optimization, performance anomaly detection, load forecasting, and auto-scaling for these software systems.
set-2021
Settore ING-INF/05 - SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI
English
Rilevanza internazionale
Capitolo o saggio
Performance management; AI; Data-intensive applications; Batch analytics; Streaming
https://onlinelibrary.wiley.com/doi/abs/10.1002/9781119675525.ch9
Alnafessah, A., Russo Russo, G., Cardellini, V., Casale, G., Lo Presti, F. (2021). AI‐Driven Performance Management in Data‐Intensive Applications. In N. Zincir-Heywood, M. Mellia, Y. Diao (a cura di), Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning (pp. 199-222). Wiley [10.1002/9781119675525.ch9].
Alnafessah, A; Russo Russo, G; Cardellini, V; Casale, G; Lo Presti, F
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/279171
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