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Learning Threshold-Type Investment Strategies with Stochastic Gradient Method. (arXiv:1907.02457v1 [q-fin.PM])

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In online portfolio optimization the investor makes decisions based on new, continuously incoming information on financial assets (typically their prices). In our study we consider a learning algorithm, namely the Kiefer--Wolfowitz version of the Stochastic Gradient method, that converges to the log-optimal solution in the threshold-type, buy-and-sell strategy class.

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