It turns out that both of the GDC AI Summit lectures that I did with Kevin Dill are up on the GDC Vault for free now! Thanks to the folks at GDC for doing this — it’s a great honor to have my lectures selected as being among the free ones!

The links below will take you to the respective videos on the GDC Vault. If you are planning on attending the 2013 AI Summit at GDC, it will be helpful to watch these first. My lecture this year is a new structure for building utility-based systems using the mathematical concepts expressed in these prior lectures.

**From 2010:**

**Improving AI Decision Modeling Through Utility Theory**

Dave Mark, Intrinsic Algorithm

Kevin Dill, Lockheed Martin

**Overview:
**The ‘if/then’ statement has been the workhorse of decision modeling longer than digital computing. Unfortunately, the harsh transition from yes to no often expresses itself through behavior in ways that are just as harsh. Utility theory has roots in areas such as psychology, economics, sociology, and classical game theory. By applying the science of utility theory with algorithmic techniques such as response curves, population distributions, and weighted randoms, we can improve the modeling of the underlying brain of our agents, broaden the potential decision space, and even manage edge cases that other decision systems stumble over.

**From 2012:**

**Embracing the Dark Art of Mathematical Modeling in AI**

Dave Mark, Intrinsic Algorithm

Kevin Dill, Lockheed Martin

**Overview:**

Utility-based AI is a widely-used approach, particularly for games with deeper or more complex behavior. While new users may find utility functions complex and intimidating, experienced users see them as a natural and comfortable way to express behavior. In a follow-up of their 2010 lecture, Kevin Dill and Dave Mark will show how simple problems can be laid out quickly and easily using common design patterns. Additionally, they will show how complex situations can make use of utility functions to express more nuanced behavior. They will then walk through real-world examples, showing how they would be expressed in a utility-based architecture.

Tags: AI Summit, GDC, Kevin Dill, lecture, utility, utility theory

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[…] or as a series of mathematical formulae aggregated together in an understandable way. See Dave Mark’s (@IADaveMark) lectures and presentations for a lot more information about […]

[…] http://intrinsicalgorithm.com/IAonAI/2013/02/both-my-gdc-lectures-on-utility-theory-free-on-gdc-vaul… […]

[…] 每个动作通常都有一堆计算效用所涉及的条件。为了避免对所有内容进行硬编码，可能需要使用脚本语言编写，或者以一种可理解的方式聚合在一起的一系列数学公式。请参阅Dave Mark的 （@IADaveMark） 讲座和演示文稿，了解更多相关信息。 […]