JSAI Technical Report, Type 2 SIG
Online ISSN : 2436-5556
Why do the models learning stock prices choose similar stocks?
Takanobu MIZUTASatoru KOBAYASHITokufumi KATOTomonari SHIMOTSUMA
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RESEARCH REPORT / TECHNICAL REPORT FREE ACCESS

2009 Volume 2009 Issue FIN-002 Pages 07-

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Abstract

We examine that the models which are inputted very different factors and are learning same stock returns select similar stocks each other. We make 2 type models, neural network model and linear regression model. In both cases, the predictions of returns are more similar, as learning term is shorter. The reasons may be that the past stock returns which all models learned are same, and there are positive feedback mechanisms in the markets.

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