Multiple Regression | Coefficients - Interpretation, C.I, Hypothesis Testing

แชร์
ฝัง
  • เผยแพร่เมื่อ 7 ม.ค. 2025

ความคิดเห็น • 62

  • @joshemman
    @joshemman  2 หลายเดือนก่อน +1

    Simple Linear Regression Problem Solved - th-cam.com/video/cMZBOm7XMls/w-d-xo.html

  • @alteredkill6109
    @alteredkill6109 8 หลายเดือนก่อน +20

    This is by far the best multi regression video I have seen

  • @cheeseopedia6500
    @cheeseopedia6500 ปีที่แล้ว +23

    Thanks for the clear and straight-to-the-point video. No lengthy intro and outro, but short with examples and visualizations. Great!

    • @joshemman
      @joshemman  ปีที่แล้ว +2

      Thanks for the feedback, Cheeseopedia.
      Glad you like it.

  • @littlepagesforlittlelearne4336
    @littlepagesforlittlelearne4336 2 หลายเดือนก่อน +2

    This was SO helpful! It's amazing how much information you can pack into an 8 minute video. Your explanations were clear, concise, and easy to process. Thank you!!

    • @joshemman
      @joshemman  2 หลายเดือนก่อน

      🙏

  • @jdll-te3ly
    @jdll-te3ly ปีที่แล้ว +11

    Wow, this video explained linear regression so clearly! I've been struggling to grasp this concept, but your explanation really made it click for me. Thank you so much, Joshua Emmanuel! Your dedication to educating young black people like me is inspiring. Please keep up the fantastic work - we need more educators like you empowering us to excel in these fields! 🙌💯

  • @TheJoeltodd
    @TheJoeltodd 9 หลายเดือนก่อน +1

    This was so helpful. It made my research into multi-factor models in finance much easier to understand. Thank you very much.

  • @tayana0lolo
    @tayana0lolo ปีที่แล้ว +9

    This was so clear! Everything makes sense now, thank you so much!

    • @joshemman
      @joshemman  ปีที่แล้ว

      You're welcome, Tayana.

  • @deepasri467
    @deepasri467 3 วันที่ผ่านมา

    The content is very clearly explained.I find it the best video of explaining coefficients of MLR.

  • @jacquelinesilerio1838
    @jacquelinesilerio1838 2 ปีที่แล้ว +8

    Thank you for these videos! They are very helpful!

  • @mosesehijie3265
    @mosesehijie3265 ปีที่แล้ว +3

    Thank you so much sir, but im unclear about 3:52, in the question it is stated as 10 years but while solving you used 96 months which was 8 years based on the conversion

    • @joshemman
      @joshemman  ปีที่แล้ว +2

      You’re right. I changed the question to 96 months at 3:52 but forgot to go back and change it at the beginning (0:00). Thanks for pointing it out.

  • @sajjadabouei6721
    @sajjadabouei6721 ปีที่แล้ว +1

    man this was great
    more than what I expected it explained the whole thing together as a package
    keep it on 🔥🔥🔥🔥🔥🔥

  • @muazaljuneidi5880
    @muazaljuneidi5880 11 หลายเดือนก่อน +2

    Amazing! that is exactly what I was looking for, thank you!

  • @mapa5000
    @mapa5000 ปีที่แล้ว +5

    outstanding explanation ! Thank you !

  • @nadiaenih9178
    @nadiaenih9178 ปีที่แล้ว

    Thank you so much Emmanuel. This video is so explanatory.

  • @helloitsnan6018
    @helloitsnan6018 ปีที่แล้ว +1

    Hi,
    I have a quick question. Why does it says “8-years” 4:13 when at the beginning 0:00 “c)…10-year-old”?

  • @nahumyehdego8612
    @nahumyehdego8612 ปีที่แล้ว +2

    This video is amazing, thank you!

  • @DieWundeBliebt
    @DieWundeBliebt ปีที่แล้ว +1

    This made so much sense. Thank you!!!!

  • @Falco.
    @Falco. 5 หลายเดือนก่อน +2

    Prof Emmanuel to the rescue! I was trying to figure out what were these coefficient β that were pulled out of nowhere in my chapter about Design of Experiment

    • @joshemman
      @joshemman  5 หลายเดือนก่อน

      My pleasure. Thanks for dropping a note.

  • @mahindrachilukuri1260
    @mahindrachilukuri1260 ปีที่แล้ว

    This Helped me a lot for my exam Tq so much 😊😊

  • @hakiri9072
    @hakiri9072 หลายเดือนก่อน +1

    If p-value is greater than 0,05 in a dummy variable from discrete variable, and the others are 0, whats the interpretation? Thanks.

    • @joshemman
      @joshemman  หลายเดือนก่อน +1

      When the p-value for a dummy variable is greater than 0.05, while the p-values for other variables are less than 0.05, the interpretation is as follows:
      1. The dummy variable is not statistically significant at the 0.05 level in predicting the dependent variable.
      2. This suggests that there is no significant difference between the categories represented by the dummy variable in terms of their effect on the dependent variable.
      3. The other independent variables with p-values less than 0.05 are considered statistically significant predictors of the dependent variable.

    • @hakiri9072
      @hakiri9072 หลายเดือนก่อน

      @@joshemman Thankss

  • @muhammadkhurramshabbir5321
    @muhammadkhurramshabbir5321 3 หลายเดือนก่อน

    Really good explanation.

  • @sydneyverge6961
    @sydneyverge6961 ปีที่แล้ว +1

    Do you offer tutoring? You are a great teacher!

  • @ericomeli2235
    @ericomeli2235 9 หลายเดือนก่อน +1

    for the t-tests, please explain why you use two-tailed test for the other variables and one-tailed test for the last variable.

    • @joshemman
      @joshemman  9 หลายเดือนก่อน +2

      7:03; if you’re testing whether the coefficient is positive or negative, then it is a one tailed test. If you’re simply testing for significance (without a specified direction), then it is a two-tailed.

    • @ericomeli2235
      @ericomeli2235 9 หลายเดือนก่อน +1

      @@joshemman thank you so much for the help and quick response

  • @blessingokon255
    @blessingokon255 หลายเดือนก่อน

    Waw. The best explanation I have seen ❤❤❤❤
    Please can you use animal science field for this same video? I'll like to watch it.... thanks

  • @nias2156
    @nias2156 หลายเดือนก่อน +1

    i hope your pillow is the perfect temperature when u go to bed every night 🫶

    • @joshemman
      @joshemman  หลายเดือนก่อน

      Same to you. 🙏

  • @evelynfurtado1240
    @evelynfurtado1240 8 หลายเดือนก่อน

    Hii, if i have a model that as a whole is not significant, but one of the independent variables is significant, can i still report the result just for that indeoendent variable?

  • @arrrigatoru2879
    @arrrigatoru2879 ปีที่แล้ว

    Thank you for the explanation, it is very clear and helpful!
    I have a question what should I do if some of the parameters for example maintenance of the house depend on price,room numbers or region but not directly? is it correct to make this type of analysis with such parameters?

  • @Ogg_skimmer
    @Ogg_skimmer 2 วันที่ผ่านมา

    abeg oo is this for machine learning or statistics, we haven't contacted anything like degree of freedom (df) in machine learning

  • @statisticslearning
    @statisticslearning ปีที่แล้ว +1

    Very good ..m also a lecturer of statistics

    • @joshemman
      @joshemman  ปีที่แล้ว

      Thanks for dropping a note. Much appreciated.

  • @suryaupadhyay688
    @suryaupadhyay688 หลายเดือนก่อน

    Thank you so much ❤❤❤

  • @tiberiusmose9884
    @tiberiusmose9884 ปีที่แล้ว +1

    thank you for your lecture

  • @oluyomiamos2862
    @oluyomiamos2862 ปีที่แล้ว +1

    Thanks so much for this video

    • @joshemman
      @joshemman  ปีที่แล้ว

      You're welcome.

  • @knowledgedrah
    @knowledgedrah 9 หลายเดือนก่อน

    Don't understand y u use the student t test instead of the z test to construct the 95% confidence interval since the sample size was large thus greater than or equal to 30 and the standard error of population given

    • @joshemman
      @joshemman  9 หลายเดือนก่อน

      People use Z when sample is large just as an approximation since t-tables may not include large t values. Also note that the standard error is based on the sample, not population.

  • @varshapatil3566
    @varshapatil3566 ปีที่แล้ว

    At 3.49, Actual value of Age coefficients is 1.35. At 95% confidence, Age values interval is between -3.8 to 6.6.
    It means our regression coefficient from -3.8 to 6.6 is allowed or what?

    • @joshemman
      @joshemman  ปีที่แล้ว +3

      You will say you are 95% confidence that the true Age coefficient lies between -3.8 and 6.6.
      That is, with repeated sampling, you expect the true Age coefficient to be somewhere between those two values in 95% of the samples.
      You can look up definition of confidence intervals to learn more.

  • @hrehrjrjj5
    @hrehrjrjj5 2 ปีที่แล้ว +1

    Thanks for the video!
    I have a question.
    When testing the significance of predictor variables, we used Beta not equal to 0 as Ha, but for Distance, we used Beta < 0.
    Just like Distance, can we use Beta > 0 for the other independent variables?
    If yes, can we also use Beta not equal to 0 for testing the significance of Distance?

    • @joshemman
      @joshemman  2 ปีที่แล้ว +1

      Yes, you can use Beta not equal to 0 for testing the significance of Distance. I used Beta > 0 as an example of a right-tailed test.

    • @hrehrjrjj5
      @hrehrjrjj5 2 ปีที่แล้ว +1

      @@joshemman Oh okay. Thank you for the quick reply!

  • @bontu4018
    @bontu4018 2 ปีที่แล้ว

    Thank you for these videos
    I have on question
    how to a form product dd for the least period is given below period dd period 1,2,3,4,5,6,7,8,9 dd 44,52,50,54,55,55,60,56,62 develop a linear trend equation ,predict the dd value for the next period and find the regression equation solution

    • @joshemman
      @joshemman  2 ปีที่แล้ว +2

      Use Excel or Google sheets:
      X = 1,2,3,4,5,6,7,8,9
      Y = 44,52,50,54,55,55,60,56,62
      use
      =SLOPE(Y, X)
      =INTERCEPT(Y, X)

  • @SandeepKumar-sg7ou
    @SandeepKumar-sg7ou ปีที่แล้ว

    How to estimate the ratio of MVP AND MFC

  • @delinemadzore
    @delinemadzore 2 หลายเดือนก่อน

    This is wonderful, but I didn't understand where n=34 coming from

    • @joshemman
      @joshemman  2 หลายเดือนก่อน

      See 0:05. The first line says n = 34. That is the number of observations in the analysis.

  • @selimgabsi
    @selimgabsi 3 หลายเดือนก่อน +1

    Good video

    • @joshemman
      @joshemman  3 หลายเดือนก่อน +1

      Nice to hear. Thanks.

  • @sinansuleiman
    @sinansuleiman ปีที่แล้ว +1

    Amazing

  • @alexanderfischer541
    @alexanderfischer541 ปีที่แล้ว

    beautiful.

  • @shewayebelayneh2004
    @shewayebelayneh2004 11 หลายเดือนก่อน

  • @Charcharmr
    @Charcharmr ปีที่แล้ว

    Hi Prof Emmanuel. Please, I need ur email, I can't chat with you on LinkedIn either I quess I need to have a prenium account