What is a Moment Generating Function (MGF)? ("Best explanation on YouTube")

  Рет қаралды 186,197

Iain Explains Signals, Systems, and Digital Comms

Iain Explains Signals, Systems, and Digital Comms

Күн бұрын

Пікірлер: 176
@КатяКузьмина-м1з
@КатяКузьмина-м1з 2 жыл бұрын
About three years ago I watched a lot of your videos when I was a ms student and took Digital Signal Processing course. Now I am already a Phd and having Stochastic Methods in Mathematical Modelling. The long search again took me to your videos :) Thanks for being so good in teaching 😁
@iain_explains
@iain_explains 2 жыл бұрын
That's so great to hear! I'm really pleased that you're finding all the topics on my channel useful. Best wishes for your PhD studies.
@ayeshaseddeka1004
@ayeshaseddeka1004 Жыл бұрын
@jules3331
@jules3331 Жыл бұрын
What a clever method of calculating moments. Hats off to the person who discovered this.
@keyvanfardi419
@keyvanfardi419 Жыл бұрын
And those who teach it very well.
@Kuro-uc4jp
@Kuro-uc4jp Жыл бұрын
I cannot believe that after both an introductory and an advanced module in probability MGF was never presented like this to me, everything makes so much more sense now. Thank you!
@iain_explains
@iain_explains Жыл бұрын
I'm so glad you liked the explanation, and found it helpful.
@yelloshado
@yelloshado 2 жыл бұрын
Huge thanks from Germany for this explanation! Somehow, I just didn't understand what the MGF was doing and what it is used for and this was the only video I could find that showed exactly that instead of skipping to examples. Saved my day!
@iain_explains
@iain_explains 2 жыл бұрын
Glad it helped! And Hi to you in Germany. I love the country and have visited many times - most recently in January 2020. It reminds me that I used a photo from that trip in a video I made on 2D Fourier Transforms: kzbin.info/www/bejne/qp3aeoqgmtqobrc
@mingyuexu-j4e
@mingyuexu-j4e Ай бұрын
This video from Ages saved me from collapsing!😕
@dewinmoonl
@dewinmoonl 2 жыл бұрын
hey lain, this is the _best_ explanation on MGF on YT. I would totally recommend this.
@iain_explains
@iain_explains 2 жыл бұрын
Thanks, I'm glad you think so.
@rishabpradhan-5881
@rishabpradhan-5881 3 ай бұрын
The explanation was so good and made me realize the usefulness of MGF. Thanks from India.
@iain_explains
@iain_explains 3 ай бұрын
I'm so glad it was helpful!
@papername1237
@papername1237 2 жыл бұрын
Truly the best explanation on KZbin. By far! Thank you so much.
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@caspervanberloo1667
@caspervanberloo1667 7 ай бұрын
This saved half of a two hour lecture, thanks so much!
@iain_explains
@iain_explains 7 ай бұрын
Glad it helped!
@patchanok1186
@patchanok1186 Жыл бұрын
This really is the best explanation! I learned this stuff at uni and understood nothing. Thank you!
@iain_explains
@iain_explains Жыл бұрын
I'm so glad it helped!
@AlanSadeeq
@AlanSadeeq 10 ай бұрын
I have been struggling with the moment generating function for a very long time and tmr I have an exam but this video is gem 💎 you explained much better than my professor, I feel confident thanks 👍👍
@iain_explains
@iain_explains 10 ай бұрын
Glad it helped! Good luck with your exam.
@ming2158
@ming2158 10 ай бұрын
Only watched one video about MGF on KZbin and I would say this is the best
@iain_explains
@iain_explains 10 ай бұрын
I'm glad you liked it.
@jacobblack2544
@jacobblack2544 Жыл бұрын
Really it is nice and justifies the title, don't know why other teachers don't start with explaining these basics
@iain_explains
@iain_explains Жыл бұрын
I'm glad you liked it.
@aravindpradeep1265
@aravindpradeep1265 Жыл бұрын
This is indeed the best explanation of MGF on KZbin ! Thank you so much :)
@iain_explains
@iain_explains Жыл бұрын
Glad it was helpful!
@competitivedoubt2465
@competitivedoubt2465 3 ай бұрын
greeat simple straightforward explanation
@akbarrahmatullah6701
@akbarrahmatullah6701 3 жыл бұрын
Lian, Very good explanation. A suggestion for your consideration. Perhaps the inclusion of an application example from the area of Digital communications would be helpful and would reinforce student understanding of the underlying concepts.
@iain_explains
@iain_explains 3 жыл бұрын
Great suggestion! I'll add add it to my "to do" list.
@fl0a226
@fl0a226 3 күн бұрын
Best explanation on KZbin
@iain_explains
@iain_explains Күн бұрын
Glad you think so!
@edisonzhou9864
@edisonzhou9864 Жыл бұрын
The explanation was very detailed, and watching your video was simply an enjoyment. Thank you!
@iain_explains
@iain_explains Жыл бұрын
That's great to hear. Glad you enjoyed it!
@EverinaChonya
@EverinaChonya 2 ай бұрын
You are so good at it, it's amazing you explain it very good...
@iain_explains
@iain_explains 2 ай бұрын
Glad it was helpful!
@grjesus9979
@grjesus9979 Жыл бұрын
Didn't expect that. Wow, very good explanation
@iain_explains
@iain_explains Жыл бұрын
Glad you liked it!
@kenroyadams2762
@kenroyadams2762 2 жыл бұрын
Thank you, thank you, thank you....Thank you SOOOOO MUCH!!!! This was so well explained. Sir you are an absolute legend!!! I have been trying to grasp this for hours, until I found your video....
@iain_explains
@iain_explains 2 жыл бұрын
I'm so glad you liked my video. Thanks for your nice comment.
@ellahscult
@ellahscult 15 сағат бұрын
love the handwriting!
@elliott8175
@elliott8175 2 жыл бұрын
Oh my god, this is such a good explanation!! Thank you!!
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@Geetha-Pitta
@Geetha-Pitta 3 ай бұрын
wow...such a nice explaination.
@iain_explains
@iain_explains 3 ай бұрын
Glad you liked it
@iagodantasf
@iagodantasf 3 жыл бұрын
You actually saved my life right now
@iain_explains
@iain_explains 3 жыл бұрын
I'm glad you found the video helpful.
@ZEKUNWANG-gc1ck
@ZEKUNWANG-gc1ck Жыл бұрын
could you please record a new vedio talking about the fisher information,please? I really love your vedios!!!
@iain_explains
@iain_explains Жыл бұрын
Have you seen the video I already have on that topic? "What is Fisher Information?" kzbin.info/www/bejne/bmPQoJ-jo7d2nZI All my videos can be found, in categorised order, at iaincollings.com
@andrestorres7343
@andrestorres7343 Жыл бұрын
I finally understand how the MGF works. Thanks for the video, it was really helpful!
@iain_explains
@iain_explains Жыл бұрын
That's great to hear!
@karinasakurai6599
@karinasakurai6599 2 ай бұрын
Such a beautiful explanation!!
@iain_explains
@iain_explains 2 ай бұрын
I'm so glad you liked it!
@priotoshsarkar7890
@priotoshsarkar7890 Жыл бұрын
best lecture ever ..great explanation
@iain_explains
@iain_explains Жыл бұрын
Glad you think so!
@Sindhu-20-nov
@Sindhu-20-nov Ай бұрын
Huge thanks from India
@iain_explains
@iain_explains 29 күн бұрын
Glad you found it helpful.
@sankhanilnayek9345
@sankhanilnayek9345 3 жыл бұрын
How do I like this video twice. Crystal clear now.
@iain_explains
@iain_explains 3 жыл бұрын
Great. Glad to hear it helped.
@爸爸到底-s9x
@爸爸到底-s9x Жыл бұрын
The PDF isn’t always assumed to exist. Another way is to express the MGF in terms of the CDF by the integral over R of the product of (1 - CDF) and te^tx.
@Zhanbu547
@Zhanbu547 2 жыл бұрын
thank you uve explained this way better than melbourne uni's probability class
@iain_explains
@iain_explains 2 жыл бұрын
Glad it helped
@prithviprakash1110
@prithviprakash1110 2 жыл бұрын
Great explanation. Cleared up a great deal of my confusion, hope to learn more. Subscribed!
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful! Let me know if there are specific topics you'd like me to cover, if I haven't already got a video on it.
@A_B
@A_B 4 ай бұрын
3:40 From your explanation, it seems that the moment generating function will not provide the moment after the 2nd moment since the 3rd derivative will have a factor of 3/3! I know we can counteract this by multiplying with the reciprocal of that factor after getting the nth derivative and setting t=0. However, at least in the formula that I was taught at uni, there was no multiplication. Am I missing something here? Edit: after thinking a bit, I am definitely missing something very trivial, repeated differentiation will eliminate the factorial.
@crimfan
@crimfan Жыл бұрын
Great explanation... basically differentiation "unzips" the desired polynomial term.
@iain_explains
@iain_explains Жыл бұрын
That's one way to look at it.
@heyman620
@heyman620 Жыл бұрын
You have made a very tricky subject so simple!
@iain_explains
@iain_explains Жыл бұрын
Glad it was helpful!
@fangwilly2086
@fangwilly2086 3 жыл бұрын
Thank you for making these great videos ~
@iain_explains
@iain_explains 3 жыл бұрын
Glad you like them!
@cusescholar3582
@cusescholar3582 11 ай бұрын
O.M.G, the moment generating function has an e because of the series expansion. WOOOOOOWWWW! Blown away!
@shukhratergashov9289
@shukhratergashov9289 Жыл бұрын
Loved you explanation, thanks so much!!
@iain_explains
@iain_explains Жыл бұрын
Glad you found it useful.
@basics7930
@basics7930 2 жыл бұрын
Very Good Explanation...Thank You
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@Premium-i8c
@Premium-i8c 10 ай бұрын
agreed best explanation on youtube
@iain_explains
@iain_explains 10 ай бұрын
Glad you think so!
@vedchoudhary9519
@vedchoudhary9519 2 жыл бұрын
Thanks. It was very helpful to understand this concept.
@iain_explains
@iain_explains 2 жыл бұрын
Great. I'm glad it helped.
@nicolocomignani1859
@nicolocomignani1859 Ай бұрын
that was so clear congrats
@iain_explains
@iain_explains Ай бұрын
Glad you liked it.
@KrishnaSharma-64
@KrishnaSharma-64 2 жыл бұрын
Is this derivation for moment generating function of binomial distribution?
@iain_explains
@iain_explains 2 жыл бұрын
Sorry, but I don't understand your question. The video includes an explanation of the MGF definition, and shows an example for the Gaussian distribution.
@VamsiTheVigilante
@VamsiTheVigilante 2 жыл бұрын
What a beautiful explanation!! Thanks a lot!!
@iain_explains
@iain_explains 2 жыл бұрын
Glad you liked it!
@Ericodic
@Ericodic 11 ай бұрын
it was in the name but i never really understood that the MGF was literally a generator for moments lol, thanks for that !
@iain_explains
@iain_explains 11 ай бұрын
I'm glad it helped.
@kidusabebe2645
@kidusabebe2645 2 жыл бұрын
AS THE TITLE STATES Best explanation on KZbin
@iain_explains
@iain_explains 2 жыл бұрын
I'm glad you agree. (I put it in the title because that's what someone else had said too.)
@leolei9352
@leolei9352 2 ай бұрын
Really appreciate! I finally understand what moment and moment generating function are.
@iain_explains
@iain_explains 2 ай бұрын
I'm glad it helped.
@KL-ez7cm
@KL-ez7cm 6 ай бұрын
Amazing pen. Is that a Parker Jotter? Thank you for this video.
@iain_explains
@iain_explains 6 ай бұрын
It's a Parker Sonnet. Glad you liked the video.
@KL-ez7cm
@KL-ez7cm 6 ай бұрын
@@iain_explains Cheers. Have a great rest of the week.
@thedoctorate
@thedoctorate 3 жыл бұрын
Excellent explanations.
@iain_explains
@iain_explains 3 жыл бұрын
Glad you liked it
@jiahengzhou9820
@jiahengzhou9820 2 жыл бұрын
Thanks a lot for the clear explanation!
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@yaweli2968
@yaweli2968 3 жыл бұрын
Can you do joint moments if possible?for instance, Mx+y(w,t)!
@iain_explains
@iain_explains 3 жыл бұрын
Good question. There is a generalisation for vector valued random variables, so you could define a new vector valued RV where the elements of the vector are the scalar RVs you're interested in. From Wikipedia: For vector-valued random variables \mathbf {X} with real components, the moment-generating function is given by {\displaystyle M_{X}(\mathbf {t} )=E\left(e^{\langle \mathbf {t} ,\mathbf {X} angle } ight)} where {\displaystyle \mathbf {t} } is a vector and \langle \cdot ,\cdot angle is the dot product.
@tomribaroff8817
@tomribaroff8817 3 жыл бұрын
Brilliant explanation!
@iain_explains
@iain_explains 3 жыл бұрын
Glad you liked it!
@sachinrajpandey5242
@sachinrajpandey5242 3 жыл бұрын
How to find the moment generating function of a Gaussian which you have used in the above video? Please explain.
@iain_explains
@iain_explains 3 жыл бұрын
Thanks for the question. I think I'll make a video on this, to go through the steps. In summary though, you use the definition of the m.g.f. (in the top right hand corner of the video) and put in the equation for the Gaussian p.d.f. Then collect terms in the exponential, and complete the square. You'll get a term that comes out the front of the integral (which is the final answer) and you're left with an integral that is in the exact form of a Gaussian p.d.f. (but with a different mean), so you know that integral equals 1.
@bradleyli1569
@bradleyli1569 2 жыл бұрын
Having seen so many resources on the topic of MGF, this is the BEST one that I found so far!
@iain_explains
@iain_explains 2 жыл бұрын
Thanks for your comment. It's great to know that you think it's the best one you've seen on the topic.
@OchiengAustine-t1l
@OchiengAustine-t1l Жыл бұрын
Thanks you very much 🙏🙏
@iain_explains
@iain_explains Жыл бұрын
You're welcome.
@froglet827
@froglet827 3 жыл бұрын
Thank you for the informative video
@iain_explains
@iain_explains 3 жыл бұрын
Glad it was helpful!
@dumaloocanplay
@dumaloocanplay 2 ай бұрын
Hands down the best explanation of MGF. Simple, crisp and to the point. You've earned a sub :) Thanks lain!
@iain_explains
@iain_explains 2 ай бұрын
That's great to hear. I'm glad you liked the video.
@El..._
@El..._ Жыл бұрын
Thanks, you are amazing.
@iain_explains
@iain_explains Жыл бұрын
I'm glad you like the videos.
@gamingandmusic9217
@gamingandmusic9217 3 жыл бұрын
how is the fourier transform of the density function and the moment generating function related. please give intuitive explanation.
@iain_explains
@iain_explains 3 жыл бұрын
Thanks for the suggestion. I've added it to my "to do" list.
@فتحالرحمنحسينعبدالله
@فتحالرحمنحسينعبدالله 2 жыл бұрын
1 find Moment generating function distribution 2 find E(x)and var(x)
@iain_explains
@iain_explains 2 жыл бұрын
Sorry, I'm not sure I understand. Is this a question? or a comment? I'm not sure what you're saying, sorry.
@guliyevshahriyar
@guliyevshahriyar Жыл бұрын
Thanks
@sanjayd411
@sanjayd411 3 жыл бұрын
Excellent explanation as always!👍
@iain_explains
@iain_explains 3 жыл бұрын
Glad you liked it!
@darpur5469
@darpur5469 5 ай бұрын
my exam in 4 hours and I’m not truly memorising anything sadly
@mariaclaralopes3140
@mariaclaralopes3140 2 жыл бұрын
Best explanation on KZbin!!! Thank you!
@iain_explains
@iain_explains 2 жыл бұрын
Glad it was helpful!
@davidleder1344
@davidleder1344 11 ай бұрын
This is a great video :)
@iain_explains
@iain_explains 11 ай бұрын
Glad you think so!
@taoshao4515
@taoshao4515 3 жыл бұрын
thank you very much for the nice explanation :)
@iain_explains
@iain_explains 3 жыл бұрын
Glad it was helpful!
@jeremiahmuuo6407
@jeremiahmuuo6407 Жыл бұрын
Brilliant 💯
@iain_explains
@iain_explains Жыл бұрын
Thanks. I'm glad you liked it.
@pallavkumar3766
@pallavkumar3766 11 ай бұрын
Thanks Thanks Thanks Thanks Thanks a TON!!!!
@iain_explains
@iain_explains 11 ай бұрын
I'm so glad it helped!
@kyrilcouda
@kyrilcouda Жыл бұрын
just perfect
@iain_explains
@iain_explains Жыл бұрын
Thanks. I'm glad you liked it.
@15998088
@15998088 3 жыл бұрын
Great video
@iain_explains
@iain_explains 3 жыл бұрын
Thanks!
@prabinkarky8402
@prabinkarky8402 2 жыл бұрын
Thank you
@iain_explains
@iain_explains 2 жыл бұрын
You're welcome
@alifarahani4398
@alifarahani4398 3 жыл бұрын
Good job!
@iain_explains
@iain_explains 3 жыл бұрын
Thank you! Cheers!
@jahanvi9429
@jahanvi9429 2 жыл бұрын
Thank you so much!!
@iain_explains
@iain_explains 2 жыл бұрын
You're welcome!
@robinbelien8127
@robinbelien8127 2 жыл бұрын
Thanks so much my tutor can learn from you haha
@iain_explains
@iain_explains 2 жыл бұрын
Yes, well nobody's perfect and we're all learning every day.
@فتحالرحمنحسينعبدالله
@فتحالرحمنحسينعبدالله 2 жыл бұрын
السلام عليكم ورحمة الله وبركاته يا دكتور إذا ممكن انا عايزه تساعدني في حل هذه المسألة
@denisovtenetova6125
@denisovtenetova6125 2 жыл бұрын
awesome!
@iain_explains
@iain_explains 2 жыл бұрын
Glad you liked it.
@TrumanSebastiane
@TrumanSebastiane 2 ай бұрын
140 Langosh Groves
@AbbyWintringham-y8f
@AbbyWintringham-y8f 2 ай бұрын
Mathilde Well
@proofishere2568
@proofishere2568 5 ай бұрын
watching this the day before the exam lmao
@iain_explains
@iain_explains 5 ай бұрын
Hope your exam went well.
@sanathgunawardena832
@sanathgunawardena832 2 жыл бұрын
Nice!
@iain_explains
@iain_explains 2 жыл бұрын
I'm glad you liked it.
@JenniferJackson-t3u
@JenniferJackson-t3u 2 ай бұрын
Arielle Center
@xvgreen8586
@xvgreen8586 Жыл бұрын
Heavenly father
@MalvernMufutumari
@MalvernMufutumari 2 ай бұрын
Who art in moments let you will be done
@زهرةالخميس-ز4ت
@زهرةالخميس-ز4ت Жыл бұрын
Why my doctor didn’t explain that like you, it’s easy, but the doctor in University make it hard
@iain_explains
@iain_explains Жыл бұрын
I'm glad my explanations are helping you.
@UlyssesMineah-w9h
@UlyssesMineah-w9h 2 ай бұрын
Flatley Pines
@AsaMoeser-h3n
@AsaMoeser-h3n 2 ай бұрын
Kilback Wall
@MansfieldSpencer-m3x
@MansfieldSpencer-m3x 2 ай бұрын
Feil Throughway
@jackdvorak6239
@jackdvorak6239 Жыл бұрын
goat
@iain_explains
@iain_explains Жыл бұрын
👍
@masonhung7061
@masonhung7061 2 ай бұрын
Hey I love you
@iain_explains
@iain_explains 2 ай бұрын
I'm glad you like the channel.
@HoratioVita-c2i
@HoratioVita-c2i 2 ай бұрын
Clark Carol Smith Deborah Jones Laura
@ShehabAbdelwahid
@ShehabAbdelwahid Ай бұрын
بحبك يارب تخش الجنه
@WilsonJamie-g4e
@WilsonJamie-g4e 3 ай бұрын
Nick Pike
@喵喵汪汪-m8m
@喵喵汪汪-m8m Жыл бұрын
???????
@TheophileEDOU
@TheophileEDOU Жыл бұрын
thanks
@iain_explains
@iain_explains 11 ай бұрын
You're welcome!
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