Cooperative Game Theory, Combinatorial, and the Matching¶
Job: develop the cooperative (core / Shapley), the bargaining (Nash / Kalai–Smorodinsky), the matching (Gale–Shapley stable), and the combinatorial / algorithmic (Nisan / PPAD) — with the Gale–Shapley / Shapley value as the worked example.
Core¶
The cooperative and the core / Shapley¶
| Cooperative / \((N,v)\) / core / Shapley | Description |
|---|---|
| Cooperative | \((N,v)\) the TU game, \(v:2^N\to\mathbb{R}\) (the foundations) |
| Core | allocations \(x\) with \(\sum x_i=v(N)\), \(\sum_{i\in S}x_i\ge v(S)\) (the foundations) |
| Shapley value | $\phi_i(v)=\sum\frac{ |
The bargaining and the Nash / Kalai¶
| Bargaining / Nash / Kalai–Smorodinsky | Description |
|---|---|
| Nash bargaining | \(\max\prod(u_i-d_i)\) s.t. feasibility (the optimization) |
| Kalai–Smorodinsky | the proportional, the optimization |
The matching and the stable¶
| Matching / Gale–Shapley / stable | Description |
|---|---|
| Matching | Gale–Shapley deferred acceptance (the discrete math) |
| Stable | no blocking pair (the discrete math) |
The combinatorial and the algorithmic¶
| Combinatorial / Nisan / algorithmic / PPAD | Description |
|---|---|
| Combinatorial GT | Nisan et al., the algorithmic (the discrete math) |
| PPAD | the Nash equilibrium complexity (the discrete math) |
See it¶
Gale–Shapley stable matching and the Shapley value. The Gale–Shapley: the deferred acceptance (the men propose, women accept, the stable, the discrete math). The Shapley: the \(\phi_i(v)=\sum\frac{|S|!(n-|S|-1)!}{n!}(v(S\cup i)-v(S))\) (the foundations). The key point: the Gale–Shapley the stable, the Shapley the marginal.
Check¶
Explain the Shapley value and the core, and the cooperative.
The cooperative: the \((N,v)\) the TU game (the \(v:2^N\to\mathbb{R}\), the \(v(\emptyset)=0\), the foundations). The core: the \(x\) the allocation (the \(\sum x_i=v(N)\), the \(\sum_{i\in S}x_i\ge v(S)\) all \(S\), the foundations). The Shapley: the \(\phi_i=\sum_S\frac{|S|!(n-|S|-1)!}{n!}(v(S\cup i)-v(S))\) (the marginal contribution, the average, the Shapley 1953, the foundations). The Shapley the unique linear symmetric dummy-efficient. So the cooperative the \((N,v)\), the core the stable, the Shapley the marginal.
Explain the Gale–Shapley and the Nash bargaining, and the PPAD.
The Gale–Shapley: the deferred acceptance (the men propose, women accept the best, the stable, the discrete math). The Nash bargaining: the \(\max\prod(u_i-d_i)\) (the Nash 1950, the axiomatic, the optimization). The Kalai–Smorodinsky: the proportional (the \(\max\lambda\) s.t. \(u_i=d_i+\lambda(\bar u_i-d_i)\), the optimization). The PPAD: the Nash equilibrium complexity (the Daskalakis–Goldberg–Papadimitriou the PPAD-complete, the discrete math). So the Gale–Shapley the stable, the Nash bargaining the \(\max\prod\), the PPAD the complexity.
Pitfalls¶
- The core the [foundations] (the \(\sum x_i\ge v(S)\), the foundations) — the core the stable, the Shapley the marginal.
- The Nash bargaining the [optimization] (\(\max\prod\), the optimization) — the Nash bargaining the axiomatic, the Kalai the proportional.
- The Gale–Shapley the [discrete math] (the deferred acceptance, the discrete math) — the Gale–Shapley the stable, the discrete math.
- The PPAD the complexity (the Daskalakis, the discrete math) — the PPAD the Nash, the complexity.
Refs¶
- Shapley, "A value for n-person games" (1953); the Shapley value
- Gale–Shapley, "College admissions and stability of marriage" (1962); the matching
- Nash, "The bargaining problem" (1950); the Nash bargaining
- Daskalakis–Goldberg–Papadimitriou, "The complexity of computing a Nash equilibrium" (2009); the PPAD
Next¶
GT index · Foundations · Mechanism Design · Repeated & Folk · Learning & No-Regret · Optimization · Discrete math