Reports

This section contains all the articles and reports written by the A.I.4Trading team

Financial Prediction!

This report is the first of a series on machine learning applied to finance, in which we try to highlight the possible use of ML and DL in finance. Financial Prediction Markets allow you to buy and sell units of financial assets. If the prices of these...

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Archetypal Analysis as an autoencoder

In this article we show how the structure of an autoencoder network can be used to produce the output of an archetypal analysis reducing the computational effort. Archetypal Analysis as an autoencoder Archetypal Analysis (AA) is a data approximation method...

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PCA improvement and generalization with deep learning

In this article we show how the structure of an autoencoder network can be used to produce the output of an archetypal analysis reducing the computational effort. PCA improvement and generalization with deep learning: Dimensionality reduction techniques...

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Italian CDS towards Elections

An interesting article about an empirical application of a standard Machine Learning algorithm (PCA) to a market issue: the political risk implied in the 5y Italian Credit Default Swap. Italian CDS Towards Elections As Italian elections loom, we provide an...

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