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#Decision Theory

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Yale University

Economic Decisions for the Foraging Individual - Lecture 32

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Explore foraging behaviors, from marginal value to group hunting, and how organisms make economic decisions when seeking food or mates. Learn about risk management and predator-prey dynamics in ecology.
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7 Lesons
50 minutes
On-Demand
Free-Video
Yale University

Subgame Perfect Equilibrium: Matchmaking and Strategic Investments - Lecture 19

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Explore subgame perfect equilibrium through examples in trust games, matchmaking scenarios, and strategic investment decisions, enhancing understanding of game theory concepts.
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5 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Yale University

Subgame Perfect Equilibrium - Wars of Attrition in Game Theory - Lecture 20

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Explore game theory's "wars of attrition" in competitive scenarios. Analyze long, costly conflicts using rational strategies, equilibria, and probabilities. Gain insights into trench warfare, strikes, and business rivalries.
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5 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Santa Fe Institute

Thoughts on Rational Inference - Is Information Theoretic Inference Rational?

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Exploring rational inference approaches for incomplete information in complex sciences. Discusses defining and implementing rational methods, handling misspecifications, and addressing model uncertainty and robustness.
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1 Lesons
47 minutes
On-Demand
Free-Video
MIT OpenCourseWare

Bounded Rationality in Industrial Organization - Lecture 20

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Explore bounded rationality and its impact on decision-making processes. Gain insights into how individuals make satisfactory choices rather than optimal ones in complex situations.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Serious Science

Mathematics

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Explore fundamental concepts in mathematics, logic, and decision theory through expert lectures on topics like prime numbers, paradoxes, group theory, and neural networks.
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12 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Serious Science

Economics

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Explore diverse economic topics from inequality to decision-making, growth theories to financial crises, with insights from leading experts in the field.
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24 Lesons
5 hours
On-Demand
Free-Video
Institute for Advanced Study

The Primacy of Experiment - Kyle Cranmer

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Explore the interplay between physics and mathematics, focusing on experimental validation and the potential for unifying theories in understanding the universe's fundamental laws.
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9 Lesons
34 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Reinforcement Learning: An Introduction and Key Results

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Découvrez les principes et applications du Reinforcement Learning, de la détection d'anomalies médicales à l'optimisation des processus décisionnels de Markov. Explorez les défis et solutions de cette approche d'apprentissage par interaction.
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8 Lesons
51 minutes
On-Demand
Free-Video
Banach Center

Certainty Equivalent Control of Markov Processes with Average Reward Functional

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Zgłęb kontrolę równoważności pewności procesów Markowa z funkcjonałem średniej nagrody. Poznaj zaawansowane techniki matematyczne w teorii sterowania.
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1 Lesons
33 minutes
On-Demand
Free-Video
Banach Center

Rational Multiple Stopping Strategies with Application

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Odkryj strategie wielokrotnego zatrzymywania i ich zastosowania w matematyce. Poznaj racjonalne podejście do problemów decyzyjnych w różnych dziedzinach.
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1 Lesons
26 minutes
On-Demand
Free-Video
GERAD Research Center

Asymptotic Behavior and Selection of Subgame Perfect Nash Equilibria in Stackelberg Games

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Explorez le comportement asymptotique et la sélection des équilibres de Nash parfaits en sous-jeux dans les jeux de Stackelberg sous diverses perturbations des ensembles d'actions et des fonctions de gain.
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1 Lesons
53 minutes
On-Demand
Free-Video
GERAD Research Center

Stationary Strong Stackelberg Equilibrium in Discounted Stochastic Games

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Explore discounted stochastic games, focusing on Stationary Strong Stackelberg Equilibrium and Fixed Point Equilibrium solutions. Examine existence conditions and equivalence between these concepts in various game classes.
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1 Lesons
54 minutes
On-Demand
Free-Video
Banach Center

A Mathematical Model of the Tragedy of the Commons with Relation to Counteracting Pandemic

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Explore a mathematical model examining the tragedy of the commons in relation to pandemic response strategies.
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1 Lesons
31 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Stochastic Control for Medical Treatment Optimization

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Explorez le contrôle stochastique pour optimiser les traitements médicaux. Découvrez les applications mathématiques avancées dans la prise de décision clinique.
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1 Lesons
53 minutes
On-Demand
Free-Video
Alan Turing Institute

What Were You Thinking? Decision Theory as Coherence Test - Prof. Itzhak Gilboa

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Explore decision theory as a coherence test, examining assumptions, Bayesian justification, and geometric interpretation. Gain insights into max mean expected utility and practical applications.
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11 Lesons
48 minutes
On-Demand
Free-Video
Alan Turing Institute

Uncertainty Spillovers for Markets and Policy - Prof. Lars Hansen

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Exploring uncertainty's impact on financial markets and economic policy design, focusing on long-term growth limitations and climate change implications through decision theory and uncertainty quantification methods.
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21 Lesons
47 minutes
On-Demand
Free-Video
Math TAU

Statistical Foundations of Common Knowledge

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Explore statistical foundations of common knowledge in game theory with Eduardo Faingold's insightful seminar presentation.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Math TAU

Learning Efficiency of Multi-Agent Information Structures

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Explore multi-agent information structures and their learning efficiency in game theory, presented by Mira Frick at the One-World Mathematical Game Theory Seminar.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Simons Institute

Controller Synthesis Beyond the Worst Case

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Explore automatic control strategy synthesis for challenging environments, connecting decision and game theory to achieve best-effort control under overwhelming disturbances.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

Games of Imperfect Information - Designing Signaling Strategies

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Explore strategies for designing signaling in games with asymmetric information, focusing on principal-agent interactions and their applications in real-world scenarios.
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1 Lesons
37 minutes
On-Demand
Free-Video
GERAD Research Center

Connections between POMDPs and Partially Observed N-Player Mean-Field Games

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Explore connections between POMDPs and partially observed n-player mean-field games. Gain insights into discrete-time models, mean-field observability, and equilibrium existence in symmetric settings.
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1 Lesons
58 minutes
On-Demand
Free-Video
GERAD Research Center

Tight Bounds for the Price of Fairness

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Explore tight bounds for the Price of Fairness in resource allocation, balancing efficiency and fairness criteria for optimal decision-making in various scenarios.
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1 Lesons
44 minutes
On-Demand
Free-Video
USC Information Sciences Institute

DeLLMa: A Framework for Decision Making Under Uncertainty with Large Language Models

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Enhance decision-making accuracy in uncertain environments using DeLLMa, a multi-step scaffolding framework based on decision and utility theory principles. Improve LLM performance by up to 40% in complex scenarios.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence - Game Theory and Nash Equilibrium - Lecture 9

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Explore Nash Equilibrium in game theory, learning its applications and significance in strategic decision-making for AI and problem-solving environments.
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1 Lesons
39 minutes
On-Demand
Free-Video
Dave Churchill

Game Theory and Nash Equilibrium - Lecture 9

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Explore Nash Equilibrium and game theory concepts through analysis of number-choosing and investment games, with examples and applications in artificial intelligence.
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13 Lesons
47 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence: Game Theory - Lecture 8 (Part 1)

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Explore game theory fundamentals, strategic decision-making, and AI applications in competitive environments. Gain insights into rational agent behavior and equilibrium concepts.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

The True Colors of Memory - A Tour of Chromatic-Memory Strategies in Zero-Sum Games

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Explore chromatic-memory strategies in zero-sum games with Patricia Bouyer. Delve into discrete mathematics and logic, bridging pure mathematics and computer science concepts.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Cooperative AI Foundation

Distributed Computing Meets Game Theory

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Explore the intersection of distributed computing and game theory, examining their synergies and applications in multi-agent systems and decision-making processes.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Math TAU

Persuasion and Welfare in Game Theory

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Explore persuasion's impact on welfare through mathematical game theory in this insightful seminar by Laura Doval.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Math TAU

Growth and Likelihood in Mathematical Game Theory

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Explore mathematical game theory concepts of growth and likelihood with Larry Samuelson in this seminar presentation.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Math TAU

Decision Theory as a Test of Coherence

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Explore decision theory's role in testing coherence with Itzhak Gilboa, delving into mathematical game theory concepts and their practical applications.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Math TAU

Sequential Equilibria in Infinite Extensive Form Games

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Explore sequential equilibria in infinite extensive form games, focusing on multistage games with continuous signal functions and strategic measures reaching all observable events.
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15 Lesons
54 minutes
On-Demand
Free-Video
Math TAU

Stochastic Games with Limited Memory Space

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Explore stochastic games with limited memory space in this insightful seminar by Abraham Neyman, delving into advanced game theory concepts.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Math TAU

Agreement and Disagreement in a Non-Classical World

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Explore agreement and disagreement in non-classical contexts through Adam Brandenburger's insightful seminar on mathematical game theory.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Math TAU

Additive Context-Dependent Preferences

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Explore additive context-dependent preferences with Stephan Jagau, covering motivation, approach, and related literature in mathematical game theory.
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7 Lesons
28 minutes
On-Demand
Free-Video
Fields Institute

Inference of Utilities and Time Preference in Sequential Decision-Making

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Explore utility inference and time preference in sequential decision-making, focusing on mathematical finance applications and advanced analytical techniques.
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1 Lesons
29 minutes
On-Demand
Free-Video
Fields Institute

Utility Maximization Under Endogenous Pricing

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Explore utility maximization strategies with endogenous pricing in mathematical finance. Gain insights from Thai Nguyen's research presented at the Eastern Conference.
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1 Lesons
28 minutes
On-Demand
Free-Video
Fields Institute

Optimal Consumption Under Loss-Averse Multiplicative Habit-Formation Preferences

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Explore optimal consumption strategies with loss-averse multiplicative habit-formation preferences. Gain insights into advanced mathematical finance concepts and decision-making models.
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1 Lesons
23 minutes
On-Demand
Free-Video
GERAD Research Center

Crash Course in Decision Theory: Ideas and Problems in Decision Making Under Uncertainty

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Explore key concepts in decision-making under uncertainty, including Expected Utility and Maxmin EU. Discover applications in robust statistics, fuzzy systems, climate change, and finance.
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1 Lesons
58 minutes
On-Demand
Free-Video
GERAD Research Center

Demand Information Acquisition Strategy in a Dual Channel Supply Chain

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Explore demand information acquisition strategies in dual-channel supply chains, examining impacts on retailers, manufacturers, customers, and society.
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1 Lesons
1 hour
On-Demand
Free-Video
Applied Algebraic Topology Network

Geometry and Topology of Decision

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Explore geometric and topological approaches to decision-making when faced with conflicting expert opinions, examining theoretical concepts and practical applications in various scenarios.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
MindYourDecisions

The Famous Batteries and Flashlight Logic Puzzle - Optimal Testing Strategy

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Solve a famous logic puzzle: determine the minimum tests needed to find 2 good batteries out of 4 good and 4 bad ones to power a flashlight. Explores strategies and provides proof.
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6 Lesons
18 minutes
On-Demand
Free-Video
Eddie Woo

Expected Value - The $10 Bet (Part 1 of 2)

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Explore the concept of expected value through a $10 bet scenario, gaining insights into probability and decision-making in uncertain situations.
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1 Lesons
14 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Statistical Contract Theory

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Explore statistical contract theory with Michael Jordan, delving into mathematical, economic, and computational aspects of matchings and markets.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
GERAD Research Center

Foundations of Neo-Bayesian Statistics - Part 2

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Explore Neo-Bayesian Statistics foundations, examining alternative probability theories and their implications for statistical inference, dynamic consistency, and capacity updating.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Decision Making and Learning in the Life Sciences - Lecture 2

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Explore decision-making and learning in life sciences, focusing on advanced concepts and their applications in biological systems and research.
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1 Lesons
1 hour 31 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Chance and Necessity: Decision Making in Single Cancer Cells - Lecture 2

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Explore decision-making processes in individual cancer cells, examining the interplay between randomness and determinism in cellular behavior and its implications for cancer progression.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Discover AI

Multi-Agent Dynamics with Self-Play Reinforcement Learning

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Explore how self-play techniques in multi-agent reinforcement learning revolutionize game theory, enabling AI agents to develop advanced strategies through autonomous learning and competition.
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1 Lesons
36 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Risk-Sensitive Bandits - Arm Mixtures Optimality and Regret-Efficient Algorithms

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Delve into risk-aware sequential decision-making through distortion riskmetrics, exploring optimal arm mixture strategies and new algorithms for tracking these mixtures in multi-armed bandit problems.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Almost-Optimal Best Restless Markov Arm Identification with Fixed Confidence

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Delve into advanced multi-armed bandit theory, focusing on identifying optimal arms in restless Markov chains through asymptotic analysis and policy optimization for distributed learning systems.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Paul G. Allen School

A Smoothed Analysis of the Greedy Algorithm for Linear Contextual Bandits - Theory Seminar

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Explore smoothed analysis of greedy algorithms in bandit learning, addressing fairness concerns in decision-making while achieving "no regret" performance in slightly perturbed environments.
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16 Lesons
52 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Advances in Risk-Aware Multi-Armed Bandit Problems - Lecture 3

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Explore risk-aware multi-armed bandit problems with Vincent Tan. Learn advanced techniques for balancing exploration and exploitation in uncertain decision-making scenarios.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Pascal Poupart

Markov Decision Processes

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Explore Markov Decision Processes, their components, and applications in inventory management. Learn about rewards, discounting, and Bellman's equation for optimal decision-making.
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11 Lesons
59 minutes
On-Demand
Free-Video
IEEE

Pandora's Box with Correlations - Learning and Approximation

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Explore learning and approximation techniques for correlated Pandora's Box problems, focusing on algorithmic approaches and theoretical insights.
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1 Lesons
20 minutes
On-Demand
Free-Video
ACM SIGPLAN

Scaling Decision-Theoretic Probabilistic Programming Through Factorization

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Explore dappl, a new probabilistic programming language for decision-making, offering scalable MEU reasoning and expressive modeling of complex real-world tasks.
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1 Lesons
18 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Information and Decision Theory Explain Neural Pulse Trains - Lecture

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Explore information and decision theory's application to neural communication, uncovering insights into pulse trains and channel capacity in the peripheral nervous system.
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18 Lesons
1 hour 8 minutes
On-Demand
Free-Video
World Science Festival

Wizards of Odds - The Power of Probability

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Experts explore probability's subtle nature and its crucial role in science, technology, medicine, and daily life, offering insights into common misconceptions and its powerful applications.
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12 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Neuro Symbolic

Multi-Modal, Pre-Trained Models in Verifiable Sequential Decision-Making - Metacognitive AI

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Explore multi-modal, pre-trained models in verifiable sequential decision-making for metacognitive AI, focusing on latest advancements and applications in artificial intelligence.
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1 Lesons
27 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Strategic, Tactical and Operational Decision Making

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Explore strategic, tactical, and operational decision-making processes to enhance organizational effectiveness and achieve long-term goals.
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1 Lesons
17 minutes
On-Demand
Free-Video
Institute for Mathematical Sciences

Nonconvex Stochastic Programs: Chance Constraints

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Explore nonconvex stochastic programs and chance constraints with Jong-Shi Pang, delving into advanced mathematical concepts for optimization under uncertainty.
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1 Lesons
42 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Min LQG Games and Collective Discrete Choice Problems in Decision Making

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Explore linear quadratic Gaussian games and their applications in social choice dynamics, election patterns, and micro-robotic exploration through mathematical modeling and Nash equilibria analysis.
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1 Lesons
42 minutes
On-Demand
Free-Video
Cooperative AI Foundation

Unsupervised Environment Design

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Explore automatic generation of environments for training RL agents, from GenIE to Unsupervised Environment Design, bridging classical decision theory and deep learning.
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1 Lesons
59 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Frugality for Sequential Prediction: Reaching Bounded Regret While Using Expert Advice Sparingly

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Explore sequential prediction strategies for bounded regret using expert advice sparingly, focusing on frugal approaches in machine learning.
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1 Lesons
53 minutes
On-Demand
Free-Video
USC Probability and Statistics Seminar

Continuous-in-time Limit for Bandits

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Explore the connection between Hamilton-Jacobi-Bellman equations and multi-armed bandit problems, and discover an efficient algorithm for solving MAB challenges.
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1 Lesons
44 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Can Quantum Machines Execute Complex Adaptive Strategies More Efficiently?

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Explore quantum-enhanced agents' potential to execute complex adaptive strategies with reduced computational costs and improved efficiency in real-time decision-making scenarios.
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1 Lesons
32 minutes
On-Demand
Free-Video
Dave Churchill

Intro to Artificial Intelligence - MDP and Dynamic Programming - Lecture 15

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Explore Markov Decision Processes and Dynamic Programming in AI, learning algorithmic techniques for modern problem-solving in game environments.
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1 Lesons
43 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence - Game Theory - Lecture 9

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Explore game theory concepts and applications in AI, focusing on advanced strategies and decision-making in multi-agent environments.
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1 Lesons
44 minutes
On-Demand
Free-Video
Dave Churchill

COMP3200 - Introduction to Artificial Intelligence - MDP and Dynamic Programming - Lecture 16

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Explore Markov Decision Processes and Dynamic Programming in AI, learning algorithmic techniques for modern problem-solving in game environments.
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1 Lesons
52 minutes
On-Demand
Free-Video
Dave Churchill

Intro to Artificial Intelligence - Markov Decision Process (MDP) - Lecture 17

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Explore Markov Decision Processes (MDPs) in AI, learning algorithmic techniques for modern problem-solving in uncertain environments.
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1 Lesons
45 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Reinforcement Learning Theory and Methods - Lecture 1

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Master the fundamentals of reinforcement learning through theoretical concepts and practical applications, covering Markov decision processes, dynamic programming, and temporal differences with hands-on exercises.
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8 Lesons
1 hour 33 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

A Short Course on Reinforcement Learning - Lecture 2

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Master the fundamentals of reinforcement learning through comprehensive lectures covering Markov decision processes, dynamic programming, and temporal differences, with hands-on practical applications.
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8 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Kolmogorov-Seminar

Games on Graphs - Memory Requirements and Strategy Analysis

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Explore the theoretical foundations of graph-based games, focusing on strategic approaches, memory requirements, and applications in parity and mean-payoff scenarios.
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1 Lesons
1 hour 36 minutes
On-Demand
Free-Video
Google TechTalks

Pathwise Conditioning and Non-Euclidean Gaussian Processes

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Explore advanced Gaussian process techniques for efficient Bayesian optimization, including pathwise conditioning and models on graphs and manifolds, enhancing decision-making in complex settings.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence: Game Theory and Matrix Games - Lecture 8

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Explore game theory fundamentals and matrix games in AI, covering key concepts and strategies for problem-solving in competitive environments.
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1 Lesons
1 hour
On-Demand
Free-Video
Probabilistic AI School

Introduction to Probabilistic Models - Lecture 1

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Explore probabilistic models, their applications, and fundamental concepts in this comprehensive introduction by Silja Renooij at the Nordic Probabilistic AI School.
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1 Lesons
2 hours 11 minutes
On-Demand
Free-Video
Discover AI

Information-Directed Sampling for AI Agent Alignment - From Theory to Practice

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Explore Stanford's groundbreaking Information-Directed Sampling approach for aligning AI agents with human values, focusing on optimal decision-making and continuous learning in dynamic environments.
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11 Lesons
40 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Learning to Disagree: Rational Agents and Persistent Polarization

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Explore how rational agents can maintain disagreements despite information exchange, examining Aumann's theorem and the role of perceived opposing preferences in driving persistent polarization.
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1 Lesons
44 minutes
On-Demand
Free-Video
Wrath of Math

The Paradox of Intransitive Preferences in Rational Choice Theory

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Explore the fascinating concept of intransitive preferences in rational choice theory, examining the money pump paradox and its implications for mathematical decision-making models.
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6 Lesons
11 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Sequential Decision Making Under Uncertainty - Information Asymmetry in AI Systems

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Delve into sequential decision-making under uncertainty, exploring persuasion and mechanism design in information asymmetry scenarios, with applications to AI and dynamic modeling frameworks.
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1 Lesons
53 minutes
On-Demand
Free-Video