Andrew Gelman - Solve All Your Statistics Problems Using P-Values

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Күн бұрын

Solve All Your Statistics Problems Using P-Values
By Andrew Gelman
Abstract:
There's been a lot of hype in recent years about Bayes, machine learning, etc., using statistics to solve problems from protein folding to survey weighting, from reading CAT scans to recognizing cat pictures, prediction and causal inference. But can we really trust any of these claims? Only if p is less than 0.05. In this series of slides, we present a method for determining statistical significance for any problem in statistics or machine learning, and we discuss how the so-called replication crisis in science could be resolved, if people would just treat all statistically significant results as real, and all non-significant results as zero.
Bio:
Andrew Gelman is a professor of statistics and political science and director of the Applied Statistics Center at Columbia University. He has received the Outstanding Statistical Application award from the American Statistical Association, the award for best article published in the American Political Science Review, and the Council of Presidents of Statistical Societies award for outstanding contributions by a person under the age of 40. His books include Bayesian Data Analysis (with John Carlin, Hal Stern, David Dunson, Aki Vehtari, and Don Rubin), Teaching Statistics: A Bag of Tricks (with Deb Nolan), Data Analysis Using Regression and Multilevel/Hierarchical Models (with Jennifer Hill), Red State, Blue State, Rich State, Poor State: Why Americans Vote the Way They Do (with David Park, Boris Shor, and Jeronimo Cortina), and A Quantitative Tour of the Social Sciences (co-edited with Jeronimo Cortina).
Twitter: @StatModeling
Presented at the 2019 New York Conference (May 10th, 2019)

Пікірлер: 16
@DJJeri
@DJJeri 2 жыл бұрын
Andrew is my favourite stand-up statistician.
@HoraceMash
@HoraceMash 2 жыл бұрын
Statistics’ answer to David Sedaris. The power of wisdom, humour and humility is formidable. Thanks Prof Gelman! And thanks for sharing this video!
@JOHNSMITH-ve3rq
@JOHNSMITH-ve3rq 3 жыл бұрын
More Gelman stats stand-up please
@ffffit
@ffffit 4 ай бұрын
Studied Stats with The Gelman 14 years ago, and still miss it to this day, so I came here to relive the feeling. Legend.
@prashantbhandari7102
@prashantbhandari7102 2 жыл бұрын
The delivery of "We are all frequentists here" was hilarious!
@conduit242
@conduit242 4 жыл бұрын
God I ❤️ Gelman
@anandpanigrahy504
@anandpanigrahy504 2 жыл бұрын
Could someone explain the math/theory behind what Gelman is saying around the 26:50 mark where he stats the 6 dishes in 1 large dish have a 1/sqrt(6) in them and how that makes it better? Not criticizing just trying to learn.
@bgr225
@bgr225 2 жыл бұрын
@@anandpanigrahy504 It's the formula of the standard error.
@Gameboob
@Gameboob 2 жыл бұрын
This is some pretty advanced stuff...
@racism3493
@racism3493 3 жыл бұрын
YO GELMAN WANNA HELP ME DEBUNK THIS DREAM GUY??? U SEEM COOL
@diabbluiszegpidelgado1674
@diabbluiszegpidelgado1674 4 жыл бұрын
The case studies that he mentioned brougth me insights that none of my 4 statistical class profesors did (statistics 101, inference and decision theory, prediction methods and experiment design). Can you recommend some resources to dig deeper into case studies issues with double variance, aggregated data points and bias?
@conduit242
@conduit242 4 жыл бұрын
Have you read BDA? If not, start there!
@diabbluiszegpidelgado1674
@diabbluiszegpidelgado1674 4 жыл бұрын
What is that?
@conduit242
@conduit242 4 жыл бұрын
DIABB LUIS ZEGPI DELGADO Gelman’s Bayesian Data Analysis book
@waynekenney9311
@waynekenney9311 4 жыл бұрын
The only downvote is probably someone that didn't realize the title is supposed to be ironic.
@maxim1152
@maxim1152 4 жыл бұрын
Using Tourettes as a lecturing tool, now that's a pro move right there
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