notesum.ai

Published at November 19

A Full-History Network Dataset for BTC Asset Decentralization Profiling

q-fin.ST

cs.AI

Released Date: November 19, 2024

Authors: Ling Cheng¹, Qian Shao¹, Fengzhu Zeng¹, Feida Zhu¹

Aff.: ¹Singapore Management University

Arxiv: http://arxiv.org/abs/2411.13603v1

Refer to caption

Length		iTransformer		Flashformer		Flowformer		Informer		Reformer		Transformer		GRU		LSTM
His.	Pred.	MSE	MAE	MSE	MAE	MSE	MAE	MSE	MAE	MSE	MAE	MSE	MAE	MSE	MAE	MSE	MAE
30	1	0.190	0.135	0.794	0.762	0.674	0.686	0.915	0.810	0.647	0.597	0.635	0.647	0.651	0.654	1.155	0.902
14	1	0.208	0.129	0.549	0.492	0.554	0.490	0.695	0.678	0.687	0.472	0.737	0.644	0.597	0.612	1.090	0.881
7	1	0.208	0.123	0.587	0.601	0.541	0.585	0.586	0.601	0.698	0.634	0.705	0.688	0.530	0.580	0.946	0.832
30	7	0.374	0.223	1.366	0.991	1.390	0.959	1.064	0.826	1.055	0.815	1.484	1.038	1.641	1.040	2.267	1.124
14	7	0.347	0.196	1.577	1.074	1.572	1.023	1.643	1.040	1.206	0.882	1.682	1.119	1.766	1.082	1.839	1.049
7	7	0.354	0.194	1.117	0.853	1.156	0.851	1.186	0.838	1.415	0.958	1.353	0.942	1.490	1.005	1.786	1.056
30	14	0.420	0.244	1.444	0.959	1.646	1.043	1.131	0.727	1.023	0.746	1.629	1.018	2.235	1.195	2.247	1.195
14	14	0.474	0.250	1.261	0.895	1.017	0.796	1.344	0.894	1.693	1.063	2.053	1.179	2.301	1.211	1.868	1.056
30	30	0.582	0.311	1.696	0.937	1.489	0.858	0.880	0.640	0.721	0.565	1.806	0.973	3.526	1.400	1.734	0.927