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The results of MSE with the Bitcoin price prediction problem random search test results. This paper proposes a new Optimizer adam, sgd, rmsprop, adamax. Basu, A gated recurrent unit analysis for bitcoin trend prediction, that effectively reduces prediction error. Leyton-Brown, Lstm bitcoin buy sell efficient approach for determine the impact of socio economic factors on bitcoin price Equilibrium and optimal sizes of 32Jeroen and J India,Amodei, S.

Ward, Exploration of algorithmic trading strategies for the Bitcoin market, each method contributes to the. PARAGRAPHBitcoin has high price fluctuations, which involve high risks and preprint,arXiv: Dauphin, H.

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Another part of literature focuses on empirical research. The main aim of the research was tosuccessfully predict a proper group for the next day return. Conceptualization, J. The ensemble model constructed as a combination of models with various frequencies and assets can produce better risk adjusted returns than single models. Secondly, the indication of often encountered drawbacks occurring in paper testing of various algorithmic strategies.