What is Multicollinearity? Extensive video + simulation!
Вставка
- Опубліковано 9 лип 2024
- See all my videos at www.zstatistics.com/videos/
0:00 Introduction
2:16 Intuition
4:13 How does it affect our regression output?
6:55 Detection method I: Correlations
8:37 Detection method II: Variance Inflation Factors (VIFs)
11:50 Remedies
15:13 Justin's Simulation (COOL!)
22:17 Perfect multicollinearity
For my simulation spreadsheet, you can downloaded from my website:
www.zstatistics.com/videos/#/r...
(scroll to the multicollinearity video)
Video on Principal Components Analysis:
• StatQuest: Principal C...
You should change your channel's name to UNDERRATED man! The best content provider in this field!
Thanks VB!
True this channel is one of the best for statistics
You put a tremendous deal of passion and creativity into this. Yielding unmatched value for anyone curious about statistics. Thanks a million Justin.
Perfectly put!
Man, this is absolute gold. I've been binge watching your videos for a few hours now and you've taught me more than my professor ever could in a whole semester! Thank you SO much.
You're very welcome! Binge away! Glad people appreciate the vids.
Exactly! My professor confused the hell out of me :( Wish Justin could have taught us instead!
I just gave up on another video, called “Multilinearity explained simply.” The second he started talking , i knew it wasn’t going to be simple. Then he talked more and I was done. Found this. The second YOU started talking , i knew it was going to be simple. And by the 21 second mark i had already caught on. Thanks for this. Just goes to show, titles mean nothing. This was explained well.
Hahaha I did the same thing 4years later :)
I like the way the guy introduced the concept; he makes you understand the concept even before he delves into the details. Great and awesome tutor!
I've seen a lot of videos in my time, and I can tell you - this is a pretty damn good one
I’ve watched a lot of your YT videos. This is by far the best. Your gift of teaching and passion for stats shines in this one. Many thanks from Texas.
Perfect, the best on UA-cam! Thanks a lot!
That was as tangible as the sense of touch. Thank you!
This guy is awesome! His explanation is not only so clear and easy to understand, but it as well creates an opportunity for the student to think ahead before he gets to the point. Wonderful!
This was the best video on the subject, especially your simulation, really makes it land!
Thank you!
Probably the best stats video ever made! Thank you!
This video is one of my favorite videos because the way of the explanation is gold. I like the way you use the graphic to explain the intuition, how to detect multicollinearity probs, and its remedies. This video is great overall.
Thanks Justin, always a pleasure and transformative to watch your stats videos.
THE best! You’re teaching style is simply enlightening! You so effortlessly command audiences’ attention from the very start till the end and leave them with a full picture in their minds in one go! Thank you!
Thank you Justin for this awesome video! You've really nailed the explanation and covered all the edges. It's really helped clear alot of doubts and now thanks to you I truly understand the concepts. Please keep up the good work!
Always love watching your video because it is very clear and understandable ! You explain each point one by one .
Your videos are incredible ! Some of the best explanations and insights I’ve seen .. thank you
You are seriously the best at explaining this stuff!
The way he explained,is clearly.. thank you so much
This was great. I've been teaching myself linear algebra over the past 6 months and it's cools to see a real world example of ill-conditioned matrices and, in the final example, of a coefficient matrix who's columns don't form a basis. The real world context really helps cement those more abstract concepts.
Totally YES for this awesome explanation 😍 He is explaining every single subtopic regarding multicollinearity and now I understand and get more clear about this multicollinearity 👍🏻
The way he explained in devided the point, its make me clear and easy to make a notes.
Thank you, thank you, thank you!!! I was going nuts about this with all the bad explanations in other videos. Very simple and understandable!
Thank you for explaining about the multicollinearity step by step from intuition to perfect multicollinearity. I dont understand about this topic before this but right after im done watching this, I can understand it.
Such an incredible explanation, man
Such a realistic explanation of the topic. You are superb!
Statistician AND a Sufjan Stevens listener AND you linked to a StatQuest video. Ily
The way how you explained multicollinearity is awesome. Thank you for clearing my doubts.
You're the best statistics teacher on youtube thankyou so much ❤️
This was perfect! Thank you so much!
I really like how the video explain by using a good graphic to make sure the student and the other people understand what is multicollinearity. There has an explain the intuition, how to detect multicollinearity probs, and its remedies. I like it.
These are bar none the Best resources on statistics. You gave me something that NO other source has been able to.. An INTUITION! Thank you for making such an impact to a stanger's life
It's amazing the best thing is like you connect dots in your videos really loved the way u teach
I never thought I'd stumble upon a statistics video with not only a Sufjan Stevens vinyl in the background but also with It's Always Sunny references, immediately subscribed.
I'm in a class and not understanding the way they are trying to teach me these concept. I really appreciate you work and the way you explain things. Not sure why I'm taking a $2,000 class when I can learn more for the price of a "like" on your videos.
This is one of my favourite channel which I easily can understand it. Multicollinearity is when X variables are correlated with each others, also I can know to detect it. Thank you for the awesome video.
okay, i just want to thank you so much cuz this migh encourage you to upload more videos like this
thank you, your video helped em a lot
Thank you for make it simple and used the straight forward language so i can understands it clearly about multicollinearity .
Very clear explanation. Thanks Justin!
Awesome video. Clear as well as easy to understand.
The Best video that has explained the concept in clear manner. No need to cram the concept.
This a great video for multicollinearity . Absolutely, you explained well from the intuition until the part which is perfectly multicollinearity. Too many examples in this video make me slowly understand the model and how to manage if there is a problem. Thank you for sharing !
Thanks to this video, your great explanation about Intuition, detection method, remedies, Justin's Simulation and Perfect multicollinearity make me more understand and clear about multicollinearity. Its really help me to get a solution if there any issue with my data.
Youearned my subjusta few minutes into the video. Great job and much thanks.
I understand more about multicollinearity because in this video, he explained more details and concept about it. Thank you for sharing!
did ANYONE ELSE notice the It's Always Sunny in Philadelphia reference at 16:21 ? Am I the first to appreciate the effort put into making our statistics lecture culturally relevant? Mr. Zedstatistics, well done.
I accidentally fall on the your channel and simply loved it
Best explanation of multicollinearity I've come across
Wow, your videos are better than my graduate school statistics department was at teaching applied statistics. Keep at it Zed!
now I become more understand about multicollinearity because of this video.Thanks for explained more details and concept about it.
Thank you so much for this video!!!!! Amazing explanation!!
I am loving your videos. Very nice !!
This video helps me to understand the topic that is so complicated to me at first until I found this video. The explanation is simple yet easy to understand. Salam dari Malaysia.
Beautiful work. So many thanks.
Awesome stuff, thanks for the clear explanation!
Well structured explanation. Your video makes me understand clearly now on detection of multicollinearity and the solution if there's any issue based on the option given. Thank you for this video!!
Thank you. Can't wait to watch more videos.
this video gives me joy
this video explanation is very easy to understand especially the use of graphics to make it more interesting. it shows clearly the solution if there are issue and the detection of VIF and correlation
Just discovered this channel !!! Am having fun
This video is very helpful to me to get more understanding about Multicollinearity . The clear explanation with the graphic make me more understand in this topic.
I really appreciate the intuitive explanation! Very valuable! Thanks a lot!
Best on UA-cam! Help me a lot.
Excellent explanation. I really like the way how you explain a topic starting with the intuition. Great work. It has helped me a lot. :)
You keep it so simple!! Great videos!! Thank you!
Ahh. Wonderfully clear and concise. Thank-you!!
you are too good bro.... wish that every university to have a professor like you ..
Thank you for going into the small details that are usually not explained well in schools. I appreciate your efforts. And I really enjoy your accent - charming. ;)
This is so clear now. Thanks a lot!
This is utterly fantastic. Enough said.
(And thank you!)
This video help me a lot to understand multicolinear better.. Thanks for the explanation!
Thanks for providing such clarity in so simple words. Love frm 🇮🇳
Thank you for uploading it! :)
Thank you so much!!!!....for sharing your knowledge with us....one of best tutorials for stats ever......
It great to watch this video as I really understand about multicollinearity and about solution are used when multicollinearity happen. thank you for this video.
This video really make me understand the multicollinearity. Really usefull. Thank you
I don't attend my stats lectures no more, I just watch Zed video and pass my tests . Thanks for the uid bro!!
You are the best bro, hope you will make many more content of statistics, trust me bro what you thought me in 30 minutes my teacher couldn't thought me in last 6 month.
Excellent material!
I like your explanation..you explain multicollinearity with concept and example that easy to understand. Thank you for sharing.
This video will be my favorite list for me to study about multicollinearity. It is occur when there are gwo variable are related. When it get high value, there is a problem and in this video it provide an explanation about the solution to fixed the problem.
Very good explaination! Thank you!
This video is very useful for those that is not understand about multicollinearity like me. So, after watching this video, I clearly know the remedies in multicollinearity, the VIF and so on . thanks sir for this useful video. i really understand with your explanation.
This is really great. Thank you!
This video really help me to understand about multicollinearity. This video explain step by step which make it easy for me to undertand it. There are two detection which is correlation and vif. Thank you for the great explanation
such a nice video. the way you explain is really good. you explain it step by step, and the diagram that you use is very helpful. Thanks a lot
From the video, I have learn what is intuition, how to detect problem in multicollinearity and also suggest method to solve the issues. Thank you sharing this video. It is very helpful.
You are such genius. Thank you for this
Man you prepared me for a killer interview, thanks
Just awesome. getting going now. bivariates are very data set to deal with. a good understanding of root analysis from the first principle is important.
great video thanks. the clearest and most accessible explanation of multicolinearity I've seen. I wasn't aware of VIF but came from a more intuitive idea that correlated predictors were problematic, and conducted PCA to remedy this. The context in this case was a predictive NN, and I didn't find that PCA provided anything useful. I've used it a couple of other times as well, with little success. Anyway, thank you for providing such a clear, well-presented explanation. All the best!
Well done. Great explanation.
What a good and detail explaination about multicollunearity, this video really help me in understand this subject. thank you
could statistics be anymore interesting? So grateful to you for this video
Genuinely, thank you
Excellent teaching skills, really nice presentation, Thanks man
It really a good explanation about multicollinearity. Thanks a lot sir for a easy examples.
OMG so easy to understand. I'm learning more from UA-cam channels like this than from the 40k CAD master's degree I'm paying for :(
Great video, really clear stuff, plus bonus points for the It's Always Sunny reference!