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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collection Directory of Open Access Books
description 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.
format Online
id doab-20.500.12854ir-68428
institution Directory of Open Access Books
language eng
publishDate 2021
publishDateRange 2021
publishDateSort 2021
publisher MDPI - Multidisciplinary Digital Publishing Institute
publisherStr MDPI - Multidisciplinary Digital Publishing Institute
record_format ojs
spelling doab-20.500.12854ir-684282024-04-14T13:03:26Z Financial Statistics and Data Analytics Liu, Shuangzhe Sathye, Milind Index parameter estimation wrapped stable Hill estimator characteristic function-based estimator asymptotic efficiency GARCH model HARCH model PHARCH model Griddy-Gibs Euro-Dollar safe-haven assets gold price Swiss Franc exchange rate oil price generalized Birnbaum–Saunders distributions ACD models Box-Cox transformation high-frequency financial data goodness-of-fit banking competition credit risk NPLs Theil index convergence analysis interest rates yeld curve no-arbitrage bonds B-splines time series multifractal processes fractal scaling heavy tails long range dependence financial models Bitcoin capital asset pricing model estimation of systematic risk tests of mean-variance efficiency t-distribution generalized method of moments multifactor asset pricing model Lerner index stochastic frontiers shrinkage estimator seemingly unrelated regression model multicollinearity ridge regression financial incentives public service motivation job performance job satisfaction intention to leave thema EDItEUR::W Lifestyle, Hobbies and Leisure::WC Antiques, vintage and collectables::WCF Collecting coins, banknotes, medals and other related items 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. 2021-05-01T15:09:29Z 2021-05-01T15:09:29Z 2021 book ONIX_20210501_9783039439751_174 9783039439751 9783039439768 https://directory.doabooks.org/handle/20.500.12854/68428 eng application/octet-stream Attribution 4.0 International https://mdpi.com/books/pdfview/book/3444 https://mdpi.com/books/pdfview/book/3444 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-03943-976-8 10.3390/books978-3-03943-976-8 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783039439751 9783039439768 232 Basel, Switzerland open access
spellingShingle Index parameter
estimation
wrapped stable
Hill estimator
characteristic function-based estimator
asymptotic
efficiency
GARCH model
HARCH model
PHARCH model
Griddy-Gibs
Euro-Dollar
safe-haven assets
gold price
Swiss Franc exchange rate
oil price
generalized Birnbaum–Saunders distributions
ACD models
Box-Cox transformation
high-frequency financial data
goodness-of-fit
banking competition
credit risk
NPLs
Theil index
convergence analysis
interest rates
yeld curve
no-arbitrage
bonds
B-splines
time series
multifractal processes
fractal scaling
heavy tails
long range dependence
financial models
Bitcoin
capital asset pricing model
estimation of systematic risk
tests of mean-variance efficiency
t-distribution
generalized method of moments
multifactor asset pricing model
Lerner index
stochastic frontiers
shrinkage estimator
seemingly unrelated regression model
multicollinearity
ridge regression
financial incentives
public service motivation
job performance
job satisfaction
intention to leave
thema EDItEUR::W Lifestyle, Hobbies and Leisure::WC Antiques, vintage and collectables::WCF Collecting coins, banknotes, medals and other related items
Financial Statistics and Data Analytics
title Financial Statistics and Data Analytics
title_full Financial Statistics and Data Analytics
title_fullStr Financial Statistics and Data Analytics
title_full_unstemmed Financial Statistics and Data Analytics
title_short Financial Statistics and Data Analytics
title_sort financial statistics and data analytics
topic Index parameter
estimation
wrapped stable
Hill estimator
characteristic function-based estimator
asymptotic
efficiency
GARCH model
HARCH model
PHARCH model
Griddy-Gibs
Euro-Dollar
safe-haven assets
gold price
Swiss Franc exchange rate
oil price
generalized Birnbaum–Saunders distributions
ACD models
Box-Cox transformation
high-frequency financial data
goodness-of-fit
banking competition
credit risk
NPLs
Theil index
convergence analysis
interest rates
yeld curve
no-arbitrage
bonds
B-splines
time series
multifractal processes
fractal scaling
heavy tails
long range dependence
financial models
Bitcoin
capital asset pricing model
estimation of systematic risk
tests of mean-variance efficiency
t-distribution
generalized method of moments
multifactor asset pricing model
Lerner index
stochastic frontiers
shrinkage estimator
seemingly unrelated regression model
multicollinearity
ridge regression
financial incentives
public service motivation
job performance
job satisfaction
intention to leave
thema EDItEUR::W Lifestyle, Hobbies and Leisure::WC Antiques, vintage and collectables::WCF Collecting coins, banknotes, medals and other related items
topic_facet Index parameter
estimation
wrapped stable
Hill estimator
characteristic function-based estimator
asymptotic
efficiency
GARCH model
HARCH model
PHARCH model
Griddy-Gibs
Euro-Dollar
safe-haven assets
gold price
Swiss Franc exchange rate
oil price
generalized Birnbaum–Saunders distributions
ACD models
Box-Cox transformation
high-frequency financial data
goodness-of-fit
banking competition
credit risk
NPLs
Theil index
convergence analysis
interest rates
yeld curve
no-arbitrage
bonds
B-splines
time series
multifractal processes
fractal scaling
heavy tails
long range dependence
financial models
Bitcoin
capital asset pricing model
estimation of systematic risk
tests of mean-variance efficiency
t-distribution
generalized method of moments
multifactor asset pricing model
Lerner index
stochastic frontiers
shrinkage estimator
seemingly unrelated regression model
multicollinearity
ridge regression
financial incentives
public service motivation
job performance
job satisfaction
intention to leave
thema EDItEUR::W Lifestyle, Hobbies and Leisure::WC Antiques, vintage and collectables::WCF Collecting coins, banknotes, medals and other related items
url ONIX_20210501_9783039439751_174