Financial Statistics and Data Analytics

Modern financial management is largely about risk management, which is increasingly data-driven. The problem is how to extract information from the data overload. It is here that advanced statistical and machine learning techniques can help. Accordingly, finance, statistics, and data analytics go ha...

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Year of Publication:2021
Language:English
Physical Description:1 electronic resource (232 p.)
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520 |a Modern financial management is largely about risk management, which is increasingly data-driven. The problem is how to extract information from the data overload. It is here that advanced statistical and machine learning techniques can help. Accordingly, finance, statistics, and data analytics go hand in hand. The purpose of this book is to bring the state-of-art research in these three areas to the fore and especially research that juxtaposes these three. 
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653 |a Index parameter 
653 |a estimation 
653 |a wrapped stable 
653 |a Hill estimator 
653 |a characteristic function-based estimator 
653 |a asymptotic 
653 |a efficiency 
653 |a GARCH model 
653 |a HARCH model 
653 |a PHARCH model 
653 |a Griddy-Gibs 
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653 |a gold price 
653 |a Swiss Franc exchange rate 
653 |a oil price 
653 |a generalized Birnbaum–Saunders distributions 
653 |a ACD models 
653 |a Box-Cox transformation 
653 |a high-frequency financial data 
653 |a goodness-of-fit 
653 |a banking competition 
653 |a credit risk 
653 |a NPLs 
653 |a Theil index 
653 |a convergence analysis 
653 |a interest rates 
653 |a yeld curve 
653 |a no-arbitrage 
653 |a bonds 
653 |a B-splines 
653 |a time series 
653 |a multifractal processes 
653 |a fractal scaling 
653 |a heavy tails 
653 |a long range dependence 
653 |a financial models 
653 |a Bitcoin 
653 |a capital asset pricing model 
653 |a estimation of systematic risk 
653 |a tests of mean-variance efficiency 
653 |a t-distribution 
653 |a generalized method of moments 
653 |a multifactor asset pricing model 
653 |a Lerner index 
653 |a stochastic frontiers 
653 |a shrinkage estimator 
653 |a seemingly unrelated regression model 
653 |a multicollinearity 
653 |a ridge regression 
653 |a financial incentives 
653 |a public service motivation 
653 |a job performance 
653 |a job satisfaction 
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