The set of computing techniques collectively called data mining methods can be applied to stock market analysis, predictions, and other financial applications. In this article we will discuss outline these methods for financial modeling and present a survey of current capabilities of these methods in financial analysis. There are two main categories: adaptive linear and non-linear “mining” of financial data. Example of such methods as: ARIMA, …
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Machine Learning and Financial Models
The machine-learning approach to financial modeling is an attempt to find financial models automatically, through a process of progressive adaptation. Machine learning is rooted in statistics and artificial intelligence (AI). There are several machine-learning approaches to automatic problem solving that play a role in financial asset management. Machine learning (and AI techniques in general) is one of the many techniques used in specific applications in financial …
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