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The Entropy Mastermind game as a tool for understanding human and artificial intelligence

University of Surrey | Lara Bertram, Jonathan D. Nelson

Beat the computer and become a Mastermind in this game-based session about computational complexity, information theory and thinking in humans and machines.

Human-like computing is a field of research with the aim to apply principles of human cognition, perception and action to the design of efficient computer algorithms. Computers learn from big data and can perform complex computation, while humans learn from few instances and often use computational shortcuts. Yet, the computational power of machines is limited and combinatoric problems may blow up to a point where the computer is not able to solve them anymore. Surprisingly, humans do comparatively well on some of these problems. Thus, equipping computer algorithms with human-like cognitive properties can increase the efficiency of algorithms and save computational resources.

In this event we will play a game, Entropy Mastermind, which is based on the classic Mastermind game. In this game, which confronts you with a computationally complex problem, you have to guess a secret code which was randomly generated from a probability distribution by making queries and getting feedback. We will discuss strategies to solve the game efficiently and present basic concepts of probabilities and entropy, computational complexity and the differences between human- and machine-like problem solving. From there, we will derive key ideas for the development of efficient algorithms based on a combination of human-like and computer-like computational principles.


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Zur Übersicht

Lara Bertram

Freie Universität Berlin

Lara Bertram is a third year PhD student in Cognitive Psychology at University of Surrey, UK. She investigates the role of specific emotions in people’s evaluations of probabilistic uncertainty (entropy), information search and game-based digital learning about probabilities. She also studies Computer Science at Freie Universität Berlin and freelances as a moderator in market research.

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Do | Nov 04, 2021 | 15.00 - 17.00 Europe/Berlin Time

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Jonathan D. Nelson

University of Surrey

Jonathan Nelson is a lecturer in experimental cognitive psychology at University of Surrey. He researches the psychology, mathematics, and cognitive neuroscience of uncertainty and information. He also works to use educational games to teach mathematical principles.

Weitere Events mit Jonathan D. Nelson

Do | Nov 04, 2021 | 15.00 - 17.00 Europe/Berlin Time

Menschliche und künstliche Intelligenz Spielerisch verstehen

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