Aldridge, Irene, 1975-

Big data science in finance / by Irene Aldridge, Marco Avellaneda. - 1 online resource.

Includes bibliographical references and index.

Why big data? -- Neural networks in finance -- Supervised learning -- Modeling human behavior with semi-supervised learning -- Letting the data speak with unsupervised learning -- Big data factor models -- Data as a signal versus noise -- Applications : unsupervised learning in option pricing and stochastic modeling -- Data clustering.

"Data Science has overtaken the way the finance and investment is done on Wall Street. All tools and techniques driving decision-making are being revamp with the help of applied mathematics and code"--

9781119602972 (electronic bk.) 9781119602989


Finance--Decision making--Data processing.
Big data.
Neural networks (Computer science)
Finance--Mathematical models.

HG4012.5 / .A53 2021


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