2. Standard Model with Interpretation in R

Поделиться
HTML-код
  • Опубликовано: 21 авг 2024
  • Generalized Autoregressive Conditional Heteroskedasticity (GARCH) models in R | 2. Standard GARCH model
    R file: drive.google.c...
    Time-Series videos: goo.gl/FLztxt
    Machine Learning videos: goo.gl/WHHqWP
    Becoming Data Scientist: goo.gl/JWyyQc
    Introductory R Videos: goo.gl/NZ55SJ
    Deep Learning with TensorFlow: goo.gl/5VtSuC
    Image Analysis & Classification: goo.gl/Md3fMi
    Text mining: goo.gl/7FJGmd
    Data Visualization: goo.gl/Q7Q2A8
    Playlist: goo.gl/iwbhnE
    R is a free software environment for statistical computing and graphics, and is widely used by both academia and industry. R software works on both Windows and Mac-OS. It was ranked no. 1 in a KDnuggets poll on top languages for analytics, data mining, and data science. RStudio is a user friendly environment for R that has become popular.

Комментарии • 38

  • @shehaniwanniarachchi2808
    @shehaniwanniarachchi2808 3 года назад +3

    Very clear explanation! Your interpretations were really helpful. Thank you!!!

    • @bkrai
      @bkrai  3 года назад

      Welcome!

  • @leonardoaquino2387
    @leonardoaquino2387 4 года назад

    Thank you very much, Dr. Bharatendra!!

    • @bkrai
      @bkrai  4 года назад

      You are very welcome!

  • @karthick2254
    @karthick2254 4 года назад +2

    Thank you sir! Nice explanation.

    • @bkrai
      @bkrai  4 года назад

      Most welcome!

  • @jac6003
    @jac6003 3 года назад +2

    Nice work!

    • @bkrai
      @bkrai  3 года назад

      Thanks!

  • @zurwanpatel6098
    @zurwanpatel6098 3 года назад +1

    Very good explanation Dr. My question is I was trying to fit time series for WIPRO stock prices but P values for mu and omega were not below 0.05, hence rendering them statistically insignificant in the sGarch model. What could I do in order to get those values below 0.05

  • @Javkillers
    @Javkillers 3 года назад +1

    Amazing Dr, do you have a video on ARIMA?

    • @bkrai
      @bkrai  3 года назад

      You can find all time series videos in this playlist:
      ruclips.net/video/OJ3aeVBHAIk/видео.html

  • @simkon14
    @simkon14 2 года назад

    Thanks a lot for the video. It's very helpful. How did you call up this information board about optimal parameters? If I run m always appears a plot selection.

  • @lalitalone706
    @lalitalone706 3 года назад +1

    Hello sir, I have one question related to adjusted pearson goodness of fit test. In goodness of fit test we can see output results we got three columns one is "groups" second is "Statistics" and 3rd is p-values. But I didn't understand what is column of groups what is groups 20,30,40 and 50.

    • @bkrai
      @bkrai  3 года назад

      What time point in the video does your question relate to?

  • @renanolivier316
    @renanolivier316 Год назад

    Mr. Bharatendra Rai, aren´t the arch lm tests being inconsistent with the garch regression?

  • @simonmarchand2874
    @simonmarchand2874 3 года назад

    I have a question, can the garch model be used to compare the volatility of 2 stocks ? for example apple and microsoft and if so on what basis are we comparing ?

  • @jeboteyt
    @jeboteyt 3 года назад

    Dear Mr. Bharatendra Rai, Do you maybe have a similar approach for multivariate garch. I am looking at DCC-Garch rolling forecast. However the package "rmgarch" in R does not have a "report" function like "rugarch" and does not report the backtesting results of Value-at-Risk. As backtesting is the only way to validate and see if the model is any good (by looking at how many times the model forecast exceeded 5%), it is very important to have this result. As I said, it is given in univariate package but not multivariate one. Any help is greatly appreciated. KR.

  • @bleacherz7503
    @bleacherz7503 Год назад +1

    Great vid, can you repeat in python?

    • @bkrai
      @bkrai  Год назад

      That may take time as current semester is very busy!

    • @bleacherz7503
      @bleacherz7503 Год назад +1

      @@bkrai no problem, thanks, I am trying to wean off of R.

  • @yashminkhatun7308
    @yashminkhatun7308 3 года назад

    Thank You sir. sir How to interpret if Alpha+beta is more than 1????

  • @deepthibhadran4181
    @deepthibhadran4181 4 года назад +1

    Sir can you please one video about the r code for merging different netcdf files

  • @bleacherz7503
    @bleacherz7503 3 года назад +1

    Can you cover vector garch?

    • @bkrai
      @bkrai  3 года назад

      I've added it to my list.

  • @saikatkar547
    @saikatkar547 2 года назад

    If my model for mean part is a SARIMA model , then in ugarchspec() function what should be the order of mean.model?

    • @saikatkar547
      @saikatkar547 2 года назад

      Sir, kindly answer this question!!

    • @saikatkar547
      @saikatkar547 2 года назад

      my model for mean is ARIMA(p=4,d=1,q=2,seasonal=order(P=2,D=1,Q=2),period=7); then when i'm going to write this model in the function ugarchspec(), then in armaOrder i only can define p,q values but can't define d,P,D,Q values. How to do that??

  • @RustuYucel
    @RustuYucel 4 года назад +1

    Thnx for tutorial. R code available?

    • @bkrai
      @bkrai  4 года назад

      2 more to go, will post entire code once done.

  • @lalitalone706
    @lalitalone706 3 года назад

    Please explain me sir.

    • @bkrai
      @bkrai  3 года назад

      I don't understand your question. I didn't talk about it in the video.

    • @lalitalone706
      @lalitalone706 3 года назад

      My question is what is roll of group column in goodness of fit test means what is 20,30,40 and 50 group in goodness of fit test. Thank you