Naslov
Advanced Portfolio Management in Big Data Environments With Machine Learning and Advanced Analytical Techniques

Autori
Klepac, Goran ; Mršić, Leo ; Kopal, Robert

Vrsta, podvrsta i kategorija rada
Poglavlja u knjigama, znanstveni

Knjiga
Handbook of Research on New Investigations in Artificial Life, AI, and Machine Learning

Urednik/ci
Habib k., Maki

Izdavač
IGI Global

Grad
Hershey (PA)

Godina
2022

Raspon stranica
178-192

ISBN
9781799886860

Ključne riječi
Portfolio management, machine learning, big data, analytical techniques

Sažetak
Chapter will propose novel approach which combine traditional machine learning approach in churn management and customer satisfaction evaluation which unite traditional machine learning approach and expert based approach which leans on event- based management. Core of the proposed framework is hybrid fuzzy expert system which can contain variety data mining predictive models responsible for some specific areas as addition to traditional rule blocks. It can also include social network analysis metrics based on linguistic variables and incorporated within rule blocks. Chapter will introduce permanent monitoring and self-learning approach-based o mentioned approach with workflow how revealed patterns can be applied for continual portfolio management improvement. Proposed solution unite advanced analytical techniques with decision making process within holistic self-learning framework.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti

POVEZANOST RADA