#equilibria

Comprehensive tutorials on game theory, decision-making, simulation, AI/ML, and the data behind them — with runnable R examples and interactive apps throughout.

TUTORIALS · 32 TOPIC AREAS

#equilibria

Comprehensive tutorials on game theory, decision-making, simulation, AI/ML, and the data behind them, with runnable R examples and interactive apps throughout.

Explore by topic

Foundations

TUTORIALS

Equilibrium concepts, information, repeated games, complexity — the formal core.

Classical Games

TUTORIALS

Prisoner’s Dilemma, Hawk-Dove, oligopoly, bargaining, coordination — the canon.

Evolutionary Game Theory

TUTORIALS

Replicator dynamics, ESS, Moran processes, spatial games, co-evolution.

Cooperative Game Theory

TUTORIALS

Shapley value, core, nucleolus, coalition formation, cost allocation.

Mechanism Design

TUTORIALS

VCG, auctions, matching, voting — designing the rules of the game.

Behavioral Game Theory

TUTORIALS

Bounded rationality, QRE, level-k, social preferences, learning.

Simulations

TUTORIALS

Monte Carlo, agent-based models, stochastic simulations, RL agents, tournaments.

Network Games

TUTORIALS

Strategic network formation, diffusion, influence, centrality as power.

Case Studies

TUTORIALS

Cold War, OPEC, climate, market design, sports, poker — theory meets reality.

ML and Game Theory

TUTORIALS

AlphaZero, CFR, multi-agent RL, GANs, adversarial robustness.

Auction Theory

TUTORIALS

Revenue equivalence, Myerson optimal, combinatorial, GSP, empirical methods.

Decision Theory

TUTORIALS

Expected utility, prospect theory, ambiguity, sequential and group decision.

History of Game Theory

TUTORIALS

From Cournot 1838 through von Neumann, Nash, Selten, to modern Nobel laureates.

Cryptography & Game Theory

TUTORIALS

Blockchain incentives, MEV, DeFi games, cryptographic protocols as games.

Experimental Economics

TUTORIALS

Lab and field experiments, oTree, classical replications, meta-analysis.

Real-World Data Applications

TUTORIALS

Empirical game theory with public historical data — trade, conflict, climate, health.

Ethics and Game Theory

TUTORIALS

Ethical dilemmas formalized, fairness, moral uncertainty, conventions, norms.

Ethics Applications

TUTORIALS

Algorithmic fairness, AI safety, bioethics, climate justice, digital ethics.

Public APIs and Datasets

TUTORIALS

World Bank, ACLED, NOAA, arXiv, Lichess — live data for game-theoretic analysis.

AI/ML Foundations

TUTORIALS

From perceptrons to transformers — history, theory, and R implementations.

Statistical Foundations

TUTORIALS

Probability, inference, hypothesis testing, regression, nonparametrics.

Bayesian Methods

TUTORIALS

Conjugate priors, MCMC, Stan, hierarchical models, Bayesian computation.

Optimization & Numerical Methods

TUTORIALS

Convex optimization, LP, dynamic programming, gradient methods, fixed-point.

Causal Inference

TUTORIALS

DAGs, potential outcomes, DiD, IV, RDD, synthetic control.

Time Series & Econometrics

TUTORIALS

ARIMA, VAR, cointegration, GARCH, structural breaks, panel data.

Linear Algebra & Matrices

TUTORIALS

Eigenvalues, SVD, positive definite matrices, Perron-Frobenius, graph Laplacians.

Information Theory

TUTORIALS

Entropy, mutual information, KL divergence, channel capacity, rate-distortion.

Network Science

TUTORIALS

Random graphs, centrality, community detection, epidemics, igraph/tidygraph.

Behavioral Economics

TUTORIALS

Prospect theory, nudges, heuristics, time preferences, social norms.

Visualization & Communication

TUTORIALS

Publication-ready ggplot2, plotly, game trees, network graphs, dashboards.

R Package Development

TUTORIALS

Package structure, roxygen2, testthat, pkgdown, CRAN submission.

Reproducibility & Open Science

TUTORIALS

Quarto, renv, targets, Docker, pre-registration, data sharing.

Applications

Decision Tree

INTERACTIVE

Interactive wizard and static chart guiding the choice of game-theoretic model or solution concept.

Shiny Apps

INTERACTIVE

Eighty interactive Shiny applications — explore equilibria, simulations, and statistical concepts hands-on.

Browse

--- title: "#equilibria" description: "Comprehensive tutorials on game theory, decision-making, simulation, AI/ML, and the data behind them — with runnable R examples and interactive apps throughout." toc: false page-layout: full title-block-banner: false --- ```{=html} <div class="hero"> <div class="kicker"> TUTORIALS · 32 TOPIC AREAS</div> <h1>#equilibria</h1> Comprehensive tutorials on game theory, decision-making, simulation, AI/ML, and the data behind them, with runnable R examples and interactive apps throughout. </div> ``` ## Explore by topic ::: {.topic-grid} ::: {.topic-card} ### [Foundations](tutorials/foundations/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Equilibrium concepts, information, repeated games, complexity — the formal core. ::: ::: {.topic-card} ### [Classical Games](tutorials/classical-games/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Prisoner's Dilemma, Hawk-Dove, oligopoly, bargaining, coordination — the canon. ::: ::: {.topic-card} ### [Evolutionary Game Theory](tutorials/evolutionary-gt/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Replicator dynamics, ESS, Moran processes, spatial games, co-evolution. ::: ::: {.topic-card} ### [Cooperative Game Theory](tutorials/cooperative-gt/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Shapley value, core, nucleolus, coalition formation, cost allocation. ::: ::: {.topic-card} ### [Mechanism Design](tutorials/mechanism-design/index.qmd) ::: {.topic-card-label} TUTORIALS ::: VCG, auctions, matching, voting — designing the rules of the game. ::: ::: {.topic-card} ### [Behavioral Game Theory](tutorials/behavioral-gt/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Bounded rationality, QRE, level-k, social preferences, learning. ::: ::: {.topic-card} ### [Simulations](tutorials/simulations/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Monte Carlo, agent-based models, stochastic simulations, RL agents, tournaments. ::: ::: {.topic-card} ### [Network Games](tutorials/network-games/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Strategic network formation, diffusion, influence, centrality as power. ::: ::: {.topic-card} ### [Case Studies](tutorials/case-studies/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Cold War, OPEC, climate, market design, sports, poker — theory meets reality. ::: ::: {.topic-card} ### [ML and Game Theory](tutorials/ml-and-gt/index.qmd) ::: {.topic-card-label} TUTORIALS ::: AlphaZero, CFR, multi-agent RL, GANs, adversarial robustness. ::: ::: {.topic-card} ### [Auction Theory](tutorials/auction-theory-deep-dive/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Revenue equivalence, Myerson optimal, combinatorial, GSP, empirical methods. ::: ::: {.topic-card} ### [Decision Theory](tutorials/decision-theory/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Expected utility, prospect theory, ambiguity, sequential and group decision. ::: ::: {.topic-card} ### [History of Game Theory](tutorials/history-of-gt-mathematics/index.qmd) ::: {.topic-card-label} TUTORIALS ::: From Cournot 1838 through von Neumann, Nash, Selten, to modern Nobel laureates. ::: ::: {.topic-card} ### [Cryptography & Game Theory](tutorials/cryptography-and-gt/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Blockchain incentives, MEV, DeFi games, cryptographic protocols as games. ::: ::: {.topic-card} ### [Experimental Economics](tutorials/experimental-economics/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Lab and field experiments, oTree, classical replications, meta-analysis. ::: ::: {.topic-card} ### [Real-World Data Applications](tutorials/real-world-data-applications/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Empirical game theory with public historical data — trade, conflict, climate, health. ::: ::: {.topic-card} ### [Ethics and Game Theory](tutorials/ethics-and-game-theory/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Ethical dilemmas formalized, fairness, moral uncertainty, conventions, norms. ::: ::: {.topic-card} ### [Ethics Applications](tutorials/ethics-applications/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Algorithmic fairness, AI safety, bioethics, climate justice, digital ethics. ::: ::: {.topic-card} ### [Public APIs and Datasets](tutorials/public-apis-and-datasets/index.qmd) ::: {.topic-card-label} TUTORIALS ::: World Bank, ACLED, NOAA, arXiv, Lichess — live data for game-theoretic analysis. ::: ::: {.topic-card} ### [AI/ML Foundations](tutorials/ai-ml-foundations-and-applications/index.qmd) ::: {.topic-card-label} TUTORIALS ::: From perceptrons to transformers — history, theory, and R implementations. ::: ::: {.topic-card} ### [Statistical Foundations](tutorials/statistical-foundations/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Probability, inference, hypothesis testing, regression, nonparametrics. ::: ::: {.topic-card} ### [Bayesian Methods](tutorials/bayesian-methods/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Conjugate priors, MCMC, Stan, hierarchical models, Bayesian computation. ::: ::: {.topic-card} ### [Optimization & Numerical Methods](tutorials/optimization-numerical-methods/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Convex optimization, LP, dynamic programming, gradient methods, fixed-point. ::: ::: {.topic-card} ### [Causal Inference](tutorials/causal-inference/index.qmd) ::: {.topic-card-label} TUTORIALS ::: DAGs, potential outcomes, DiD, IV, RDD, synthetic control. ::: ::: {.topic-card} ### [Time Series & Econometrics](tutorials/time-series-econometrics/index.qmd) ::: {.topic-card-label} TUTORIALS ::: ARIMA, VAR, cointegration, GARCH, structural breaks, panel data. ::: ::: {.topic-card} ### [Linear Algebra & Matrices](tutorials/linear-algebra-matrix/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Eigenvalues, SVD, positive definite matrices, Perron-Frobenius, graph Laplacians. ::: ::: {.topic-card} ### [Information Theory](tutorials/information-theory/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Entropy, mutual information, KL divergence, channel capacity, rate-distortion. ::: ::: {.topic-card} ### [Network Science](tutorials/network-science/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Random graphs, centrality, community detection, epidemics, igraph/tidygraph. ::: ::: {.topic-card} ### [Behavioral Economics](tutorials/behavioral-economics/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Prospect theory, nudges, heuristics, time preferences, social norms. ::: ::: {.topic-card} ### [Visualization & Communication](tutorials/visualization-and-communication/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Publication-ready ggplot2, plotly, game trees, network graphs, dashboards. ::: ::: {.topic-card} ### [R Package Development](tutorials/r-package-development/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Package structure, roxygen2, testthat, pkgdown, CRAN submission. ::: ::: {.topic-card} ### [Reproducibility & Open Science](tutorials/reproducibility-open-science/index.qmd) ::: {.topic-card-label} TUTORIALS ::: Quarto, renv, targets, Docker, pre-registration, data sharing. ::: ::: ## Applications ::: {.topic-grid} ::: {.topic-card} ### [Decision Tree](decision-tree/index.qmd) ::: {.topic-card-label} INTERACTIVE ::: Interactive wizard and static chart guiding the choice of game-theoretic model or solution concept. ::: ::: {.topic-card} ### [Shiny Apps](shiny/index.qmd) ::: {.topic-card-label} INTERACTIVE ::: Eighty interactive Shiny applications — explore equilibria, simulations, and statistical concepts hands-on. ::: ::: ## Browse - [Overview — filter by label, explore the tag network](overview.qmd) - [All tutorials (A–Z)](tutorials.qmd) - [About](about.qmd) · [Impressum](impressum.qmd)