Game theory | Fair division | Cooperative games
The Shapley value is a solution concept in cooperative game theory. It was named in honor of Lloyd Shapley, who introduced it in 1951 and won the Nobel Memorial Prize in Economic Sciences for it in 2012. To each cooperative game it assigns a unique distribution (among the players) of a total surplus generated by the coalition of all players. The Shapley value is characterized by a collection of desirable properties. Hart (1989) provides a survey of the subject. The setup is as follows: a coalition of players cooperates, and obtains a certain overall gain from that cooperation. Since some players may contribute more to the coalition than others or may possess different bargaining power (for example threatening to destroy the whole surplus), what final distribution of generated surplus among the players should arise in any particular game? Or phrased differently: how important is each player to the overall cooperation, and what payoff can he or she reasonably expect? The Shapley value provides one possible answer to this question. For cost-sharing games with concave cost functions, the optimal cost-sharing rule that optimizes the price of anarchy, followed by the price of stability, is precisely the Shapley value cost-sharing rule. (A symmetrical statement is similarly valid for utility-sharing games with convex utility functions.) In mechanism design, this means that the Shapley value solution concept is optimal for these sets of games. (Wikipedia).
Interpret Any Machine Learning Model With Shapley Values
Watch this video to learn how to interpret any machine learning (ML) model using Shapley Values! The Shapley value is a solution concept in cooperative game theory. It was named in honor of Lloyd Shapley, who introduced it in 1951 and won the Nobel Prize in Economics for it in 2012. To eac
From playlist Machine Learning
Shapley Values : Data Science Concepts
Interpret ANY machine learning model using this awesome method! Partial Dependence Plots : https://www.youtube.com/watch?v=uQQa3wQgG_s My Patreon : https://www.patreon.com/user?u=49277905
From playlist Data Science Concepts
05e Machine Learning: Shapley Value
I extend the discussion on feature ranking and selection with Shapley Value (1953). Adapted from game theory, this is a useful tool for feature ranking and to support explainable machine learning. The interactive examples are avalaible @ https://git.io/Jt1os and a more complete workflow
From playlist Machine Learning
Weighted Voting: The Shapley-Shubik Power Index
This video explains how to find the Shapley-Shubik power index in a weighted voting system. Site: http://mathispower4u
From playlist Weighted Voting
Math for Liberal Studies: Shapley-Shubik Power Index
In this video, we learn how to compute the Shapley-Shubik power index for each voter in a weighted voting system. For more info, visit the Math for Liberal Studies homepage: http://webspace.ship.edu/jehamb/mls/index.html
From playlist Math for Liberal Studies
#MegaFavNumbers What’s your Mega Favourite Number?
From playlist MegaFavNumbers
Covariance (1 of 17) What is Covariance? in Relation to Variance and Correlation
Visit http://ilectureonline.com for more math and science lectures! To donate:a http://www.ilectureonline.com/donate https://www.patreon.com/user?u=3236071 We will learn the difference between the variance and the covariance. A variance (s^2) is a measure of how spread out the numbers of
From playlist COVARIANCE AND VARIANCE
Calculating power in a weighted voting system using the Shapley-Shubik Power Index. Worked out solution of a 4 player example.
From playlist Discrete Math
MegaFavNumbers: All you need to go Mega is just 3 bytes
Joining the maths #MegaFavNumbers thing just because I like it. My favourity number of over 1 million is a number I remember ever since I was a child. It is used often and well known. Watch to find out why. 16777216
From playlist MegaFavNumbers
Understand ANY Machine Learning Model
Let's see model interpretation with Shapely Values Follow me on M E D I U M: https://towardsdatascience.com/likelihood-probability-and-the-math-you-should-know-9bf66db5241b TIMESTAMPS 0:00 Introduction 1:14 Interpreting different models 3:40 Problems 4:33 Intuitive Model interpretation 6
From playlist Machine Learning Tips
Game Theory: The Science of Decision-Making
With up to ten years in prison at stake, will Wanda rat Fred out? Game theory is looking at human interactions through the lens of mathematics. Hosted by: Hank Green ---------- Support SciShow by becoming a patron on Patreon: https://www.patreon.com/scishow ---------- Dooblydoo thanks go
From playlist Uploads
Cooperative Games and Solution Concepts by Ramasuri Narayanam
Program Summer Research Program on Dynamics of Complex Systems ORGANIZERS: Amit Apte, Soumitro Banerjee, Pranay Goel, Partha Guha, Neelima Gupte, Govindan Rangarajan and Somdatta Sinha DATE : 15 May 2019 to 12 July 2019 VENUE : Madhava hall for Summer School & Ramanujan hall f
From playlist Summer Research Program On Dynamics Of Complex Systems 2019
There is no Nobel Prize in mathematics. Find out how you can still earn yourself one if you are a mathematician. Featuring Gale and Shapley's stable marriage theorem and and the debunking of a popular sex statistics myth. In my life before YouTube I together with my colleague and friend
From playlist Recent videos
Human in the Loop: Interpretable Machine Learning
Sometimes machine learning algorithms fail in blatant and bewildering ways—like crashing a simulated plane into the runway as hard as it can—and we want to know why it thought that was a good idea. Other times, an algorithm may appear to be working, but actually relies on factors that are
From playlist Wolfram Technology Conference 2020
Math Explorations Ep13, more Banzhaf (Feb 15, 2022)
This is a recording of a live class for Math 1015, Mathematics: An Exploration, an undergraduate course for non-technical majors at Fairfield University, Spring 2022. The major topics are voting, gerrymandering, and graph theory. Handouts and homework are at the class website. Class web
From playlist Math 1015 (Mathematical Explorations) Spring 2022
Oh my! There's a big sale at your favorite store! 30% off, in fact! But wait, what does that mean exactly? Percentages are convenient ways of conveying magnitude by comparing some value to one hundred. Why a hundred? Because it's not too big and not too small. Let's learn how to work with
From playlist Mathematics (All Of It)