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Machine learning breakthrough sheds new light on hotel customer satisfaction

A research team has crafted an innovative machine learning model that delves into the intricate dynamics between service attributes and customer satisfaction. T ....

New York , United States , Shaolong Sun , Data Science , New York City , National Key Rd Program , National Natural Science Foundation , Grant Nos , Hotel Service , Chinese Academy Of Sciences ,

Frontiers | Motif Transition Intensity: A Novel Network-Based Early Warning Indicator for Financial Crises

Financial crisis, rooted in a lack of system resilience and robustness, is a particular type of critical transition that may cause grievous economic and social losses and should be warned against as early as possible. Regarding the financial system as a time-varying network, researchers have identified early warning signals from the changing dynamics of network motifs. In addition, network motifs have many different morphologies that unveil high-order correlation patterns of a financial system, whose synchronous change represents the dramatic shift in the financial system’s functionality and may indicate a financial crisis; however, it is less studied. This paper proposes motif transition intensity as a novel method that quantifies the synchronous change of network motifs in detail. Applying this method to stock networks, we developed three early warning indicators. Empirically, we conducted a horse race to predict ten global crises during 1991-2020. The results show evidence that th ....

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