ARMA Stationarity, Invertibility, and Causality [Time Series]

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  • Опубликовано: 30 сен 2024
  • Determining the stationarity, causality, and invertibility of an ARMA(p,q) time series.
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Комментарии • 25

  • @yomaru_1999
    @yomaru_1999 4 года назад +16

    keep on making more videos! love your clear delivery.

  • @adamdewaal340
    @adamdewaal340 4 года назад +6

    dumb question but if you have say xt=5-0.55xt+zt, what happens to the constant ? Does the backshift equation become (-4-0.55b)=zt?

    • @21_jadhav_rajendra84
      @21_jadhav_rajendra84 2 года назад

      Why does Your Model have 2 Xt values and no Zt-1 or Xt-1 terms.
      I think the model you gave is not proper.
      However your questions surrounds 5 i.e a constant value which we can Consider as Drift Mew. For such problem our prof have told us to simply take Yt= Xt-5. And then it's easier.

  • @You-sb4nf
    @You-sb4nf Год назад +3

    I think you made a mistake in the second example, several resources state that if |θ| < 1 then the process is invertible, which in this case it is less than 1. Same rule applies for causality but with φ.

  • @camilochaves4771
    @camilochaves4771 2 года назад +3

    I wish my tuition went to you instead of my professors

  • @yashwanthsai9304
    @yashwanthsai9304 7 месяцев назад

    you sound like penny from big bang tv show

  • @졔졔-k7u
    @졔졔-k7u 3 года назад +2

    Thank you for your kind explanation!

  • @RebeccaLi-s1k
    @RebeccaLi-s1k 10 месяцев назад +1

    Best video i've ever seen in explaining ARMA, tysm!

  • @batistasarfoakuoko7011
    @batistasarfoakuoko7011 4 года назад +2

    Thumps up. This video is dope

  • @archer9322
    @archer9322 2 года назад +1

    Thank you very much for making such a concise video!

  • @adamkolany1668
    @adamkolany1668 Год назад

    you should not use the lettter Z in the two different meanings as here. once it a complex variable, and once a white noise process. why don't you just use B in the first case?

  • @NishadiKumarasiri
    @NishadiKumarasiri 10 месяцев назад

    i think you made a mistake in the first example. θ(B) >1 should be for function invertible.

    • @tuananhtran5071
      @tuananhtran5071 7 месяцев назад

      same question, it should be > 1, not >=1

  • @petermburu4830
    @petermburu4830 2 года назад +1

    Thanks for the video. Please confirm if the quadratic is right?

    • @gigz54
      @gigz54 2 года назад

      looked right to me, did you think something was wrong?

  • @viajeespacial5391
    @viajeespacial5391 Год назад

    Al parecer utilizaste mal la fórmula cuadrática para encontrar las raíces de los phi

  • @krishnabarfiwala5766
    @krishnabarfiwala5766 3 года назад +1

    Amazing

  • @hanifmuhammad5543
    @hanifmuhammad5543 Год назад

    can you explain why does the 3 properties apply?

  • @Geetoowavy
    @Geetoowavy 3 года назад +1

    3:12

  • @totochandelier
    @totochandelier 4 года назад

    thanks for this video
    i'm confuse because I don't understand why you say that -8 is > - 1 and then lies into the unit circle . Isn't it the contrary?

    • @mathetal
      @mathetal  4 года назад +2

      It's -0.8 not -8 !

    • @totochandelier
      @totochandelier 4 года назад

      @@mathetal ok ! thanks

    • @zuriatiwenger6480
      @zuriatiwenger6480 3 года назад

      @@mathetal hi! Isn't -0.8 < -1.0, which means it's in the unit circle. Plus, you drew the dot on the y-axis to show that.

    • @JacobBe5
      @JacobBe5 3 года назад +1

      @@zuriatiwenger6480 -0.8 is greater than -1, it is to the right of -1.
      Is it easier to understand if said as -0.8 is between -1 and 1, so it is inside the unit circle. And that means it fails the test?