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This design selection is driven by the deeply ingrained perception that a lower block size results in more nodes taking part in the network as a result of hosting an entire copy of the blockchain requires much less computational power and storage assets. The higher the variety of Bitcoin nodes, the more decentralized the community.
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Let 𝒜=a1,a2,⋯,am𝒜subscript𝑎1subscript𝑎2⋯subscript𝑎𝑚mathcalA=a_1,a_2,cdots,a_mcaligraphic_A = italic_a begin_POSTSUBSCRIPT 1 finish_POSTSUBSCRIPT , italic_a begin_POSTSUBSCRIPT 2 finish_POSTSUBSCRIPT , ⋯ , italic_a start_POSTSUBSCRIPT italic_m finish_POSTSUBSCRIPT symbolize the set of Altcoins thought of on this paper, and b𝑏bitalic_b represent the Bitcoin. We symbolize the normalized prices of Altcoin a𝑎aitalic_a at timestep tisubscript𝑡𝑖t_iitalic_t begin_POSTSUBSCRIPT italic_i finish_POSTSUBSCRIPT as piasuperscriptsubscript𝑝𝑖𝑎p_i^aitalic_p begin_POSTSUBSCRIPT italic_i end_POSTSUBSCRIPT start_POSTSUPERSCRIPT italic_a end_POSTSUPERSCRIPT. On this paper, we make one timestep equal to four hours, and take the worth sequences of the past 24 timesteps (96 hours) as enter, and the longer term three timesteps because the label to be predicted. For an enter time window Tw=[t1,t2,⋯,t24]subscript𝑇𝑤subscript𝑡1subscript𝑡2⋯subscript𝑡24T_w=[t_1,t_2,cdots,t_24]italic_T start_POSTSUBSCRIPT italic_w end_POSTSUBSCRIPT = [ italic_t start_POSTSUBSCRIPT 1 finish_POSTSUBSCRIPT , italic_t start_POSTSUBSCRIPT 2 end_POSTSUBSCRIPT , ⋯ , italic_t start_POSTSUBSCRIPT 24 finish_POSTSUBSCRIPT ], the price sequences of Altcoin a𝑎aitalic_a and Bitcoin b𝑏bitalic_b will be represented as