#10 ROC curve with AUC, Sensitivity & Specificity | Multinomial Logistic Regression in R

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  • Опубликовано: 27 окт 2024

Комментарии • 36

  • @asthamalhotra2345
    @asthamalhotra2345 3 года назад +7

    Thanks to all your sessions I have successfully landed a job as a data scientist and moved ahead in my career. Thanks Dr. Rai. I aim to do a PhD someday in this field😊

    • @bkrai
      @bkrai  3 года назад +2

      That's excellent! Congratulations!

  • @abdulkhader101
    @abdulkhader101 3 года назад +2

    You are a Legend Sir..You give all real time scenarios with Clear examples...Please keep posting RUclips Vedios..

    • @bkrai
      @bkrai  3 года назад +1

      Thanks for comments!

  • @sallu.mandya1995
    @sallu.mandya1995 3 года назад +1

    i got internship in ds , all thanks to you sir, god bless

    • @bkrai
      @bkrai  3 года назад +1

      That's great to know, Congratulations!

  • @Porusharda
    @Porusharda 3 года назад +1

    Excellent video Sir 🙏

    • @bkrai
      @bkrai  3 года назад +1

      Thanks!

  • @karthick2254
    @karthick2254 3 года назад +1

    Nice! Thank you!

    • @bkrai
      @bkrai  3 года назад

      You are welcome!

  • @dimplekashyap1
    @dimplekashyap1 3 года назад +1

    Great video 👌🏼👌🏼

    • @bkrai
      @bkrai  3 года назад +1

      Thanks for the visit!

  • @smparulekar6103
    @smparulekar6103 3 года назад +1

    Very Good ..Thanks

    • @bkrai
      @bkrai  3 года назад

      You are welcome!

  • @munthirmansour7554
    @munthirmansour7554 Год назад +1

    hello sir thank for your the nice videos, i am a cardiologist in the US, and does research in cardiac imaging. i have a question, when ever i do this code: plot.roc(r1)
    I get this: Error in roc.default(x, predictor, plot = TRUE, ...) :
    No valid data provided.
    not sure why i made sure i followed your steps and i tried to google this but no answer, could you tell me what i did wrong
    Thanks alot

    • @bkrai
      @bkrai  Год назад

      If you are using the same data as in the video, then check your code again. If you are using a different data set, I may have to look at the code.

  • @adityachakraborty1814
    @adityachakraborty1814 Год назад

    Very informative video. What is the null hypothesis of Mcnemar's test in this context?

  • @soumyendupaul9556
    @soumyendupaul9556 3 года назад +2

    Sir long waited for this video. Thanks a ton. Jus one query what's the significance of two tailed z test?

    • @bkrai
      @bkrai  3 года назад

      It's to see if the variable is statistically significant or not. If it is not, then it can be removed from the model.

    • @soumyendupaul9556
      @soumyendupaul9556 3 года назад +1

      @@bkrai Sir what's the criteria to decide variables are significant under z-test?

    • @bkrai
      @bkrai  3 года назад

      If p-value is less than 0.05, it is statistically significant.

  • @kar2194
    @kar2194 2 года назад +1

    Hi Dr Rai, at 31:53 regarding "Setting direection", how does the system know that 0 is controls group and 1 is cases group? Thank you

    • @bkrai
      @bkrai  2 года назад

      It's the default setting or this function.

  • @sanjibphukan8921
    @sanjibphukan8921 2 года назад +1

    Sir, I have a query, kindly suggest.
    I tried to build two models, MLR and SVM with training and testing data. The sensitivity for MLR-training is 62.9% and SVM training is 65.7%. Whereas, the sensitivity for MLR-testing is 70.0% and SVM-testing is 63.3%.
    Please suggest, why the sensitivity decreased in the case of MLR though it was high in the training data set as compared to SVM. And how we can to interpret this kind of situation.

    • @bkrai
      @bkrai  2 года назад

      It's difficult to say without looking at the data. But for choosing the better model, we should go with the results from test data.

    • @sanjibphukan8921
      @sanjibphukan8921 2 года назад +1

      @@bkrai Thank you so much sir

    • @bkrai
      @bkrai  2 года назад

      You are welcome!

  • @datascience1274
    @datascience1274 2 года назад +1

    Hello Professor, I'd be curious to see how to construct the plot for logistic regression with multiple variables. Can you maybe share the code with us, or suggest a video where you show this? Thanks in advance

    • @bkrai
      @bkrai  2 года назад +1

      This video includes Multi-class ROC Curves, if you are referring to that.

    • @datascience1274
      @datascience1274 2 года назад +1

      @@bkrai No I was referring to the actual logistic regression model, with the x variables and the probabilities on the y axes. I have trouble to do that with multiple x variables. It’d be great to see that on the admit, gpa, rank dataset. Thanks a lot

    • @bkrai
      @bkrai  2 года назад +1

      I didn't understand your question. By 'multiple x variables' do you mean several independent variables.

    • @datascience1274
      @datascience1274 2 года назад +1

      @@bkrai yes Professor. I'd like to plot each independent variable on the x axes and the respective predicted probabilities on the y axes. Im new to R, so Im finding this particular thing difficult. If you can share the code I'm sure it'd help me and many others. Thanks a lot

    • @bkrai
      @bkrai  2 года назад +1

      For making such plots in R, you can refer to this:
      ruclips.net/video/CSAE66lwiyA/видео.html

  • @asadalisarkar4253
    @asadalisarkar4253 3 года назад +1

    Sir please make a tutorial on multiple polynomial regression in R

    • @bkrai
      @bkrai  3 года назад +1

      Thanks for the suggestion!