Wolfram Language

Traitement des séries temporelles

Séries temporelles irrégulières lisses et fines

Lissez et amincissez la série temporelle des prix quotidiens des actions d'Apple, Inc.

Afficher l'entrée complète de Wolfram Language
In[1]:=
Click for copyable input
data = TimeSeries[ FinancialData["AAPL", {DateObject[{2000}], DateObject[{2016}]}]];
In[2]:=
Click for copyable input
data = TemporalData[TimeSeries, {CompressedData[" 1:eJxkXHk41N/3t2Xfx5p9Hbuxjd09RBtlSaUFUbIUiqg+SaRSSiq0oFKJopRC UURFSJLIVlFkyb7MGPvvPTQzz/P7/jHPfd7L3PXcc16vc859K3gHu/iwMDEx MWO/IgEmprBwfZP1t/jAr1b57wo5HtArFOxOP8UDMZSyi4uKXNBMcSB/3sQN B80NtVb/4IJvkh3i1+I4gf9uwd1PQhzQX9Dqdu4GFxxelybqnMgN66JXEHyi eMBvu7ePoT4vqCSr98hz8oPngIvSZCgf/Ega384lwwtMFndtwp7zAdfcr943 eD7Y5F72kVeKDwoCJVaUd3FDvMqj+LxQHng1ZBN68ww3dJJuPLdS4QZDsoqU wBYeWCewKicxkRc2DcyvNtfhB1nRxcO2PvwQQpRh/l7LR29Xh81UzauSF4oe iAlVZPADk5SgQm6EAJjJc82G6zP+d6RwTfDLYD54sv3GqL0MPwi3pMX4vuUH ubYP3JHH+KFiq3lcqCEfRLNVJOhN8cGxUykKm135IcP1Le4/SyFYNxXKPa4k CG019gv4EUEQtG7qa0oXBJUVYmVJ1oL05ykos8BfSxBi2tveTtwVhPXXFlQe 8goCV5zc7mEzRrtpHYQv8qKCIPTLky3+nCDwmikcqrcTBBO/J1aybULQFXi/ eS8OByxF7y9zPBOGUAexKbltwlB7LM3/bbgwyO3ZRhjzFYa57J0P5maF6O1d uWaUVzYlBPutcvlE7wlBewC2os2CID7yYegaEoKRixeaehIEQeTJs0L1ICF6 +54cdZLOKQIQ5FezEfXx0ucp3hp/ij+FD/b6Z/WE7BYEnU2JnXzVgkCtzpFd EPTypl8SDwlANdvcynW/BeD245iYkmnGuNfIntVqeC8ItuKNL2r9BQEX/VfO 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Calculez la médiane mobile sur 3 mois.

In[3]:=
Click for copyable input
smooth = MovingMap[Median, data, {{3, "Month"}}]
Out[3]=

La série temporelle a été lissée.

In[4]:=
Click for copyable input
DateListPlot[{data, smooth}, PlotTheme -> "Detailed", PlotLegends -> {"data", "smoothing"}]
Out[4]=

Calculez la médiane mobile sur 3 mois par incréments d'un mois.

In[5]:=
Click for copyable input
thin = MovingMap[Median, data, {{3, "Month"}, Right, "Month"}]
Out[5]=

La série temporelle est ainsi lissée et allégée.

In[6]:=
Click for copyable input
{data["PathLength"], smooth["PathLength"], thin["PathLength"]}
Out[6]=

Comparez les résultats.

In[7]:=
Click for copyable input
DateListPlot[{data, smooth, thin}, PlotTheme -> "Detailed", PlotLegends -> {"data", "smoothing only", "smoothing and thinning"}]
Out[7]=

Exemples connexes

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