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A Study of the Evolution of Compositional Techniques Applying Time Series Analysis

  
21 mar 2025
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Figure 1.

LSTM network structure
LSTM network structure

Figure 2.

LSTM modeling process
LSTM modeling process

Figure 3.

The graph of playback, downloads, and collection
The graph of playback, downloads, and collection

Figure 4.

The prediction curve is compared to the curve of the actual playback
The prediction curve is compared to the curve of the actual playback

Figure 5.

A data scatter diagram after a difference treatment
A data scatter diagram after a difference treatment

Figure 6.

Autocorrelation sequence diagram
Autocorrelation sequence diagram

Figure 7.

Partial self-correlation sequence diagram
Partial self-correlation sequence diagram

Figure 8.

Forecast output and actual output
Forecast output and actual output

Forecast output is compared with actual output

Time Actual value Predictive value Mean relative error
2023.9.1~2023.9.5 5951,6051,6771,6447,6728 5836,5661,5699,5773,5798 9.822%
2023.9.6~2023.9.10 6335,6820,5899,6317,7149 5875,5898,5770,5769,5744 10.132%
2023.9.11~2023.9.16 6758,6878,6480,6632,6021 5758,5773,5790,5809,5754 12.633%
2023.9.16~2023.9.20 5933,7103,6874,6686,7065 5741,5765,5726,5739,5727 15.624%
2023.9.21~2023.9.25 7101,6096,6798,6555,6797 5719,5697,5715,5683,5715 12.326%
2023.9.26~2023.9.30 6902,6338,6291,6070,5962 5687,5684,5609,5657,5688 9.952%
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro