That said, in the more general sense the DPS aggro monkeys were victims of over-fitting
I’m not entirely sure what you mean here. Could you clarify?
Right, sorry, that was kind of a weird metaphor on my part.
Imagine that you’re building a classifier (f.ex. a neural network or something) that tells you which houses are “good” and which are “bad”. You have a bunch of features that describe each house; among them are longtitude and latitude. You feed some training data to the classifier, hoping that it will draw you some volume in the feature-space. Everything inside the volume is “good”, everything outside of it is “bad”.
Over-fitting occurs when you don’t give the classifier enough training data, and when you punish it too severely for any errors. Thus, it either ends up drawing a really convoluted shape that fits exactly those 5 data points that you gave it; or it ends up ignoring most of the features because they didn’t have as much of an impact on the outcome; or both. So, your classifier gets a perfect score on the 10 houses it knows about, and fails miserably at real-world data.
Similarly, these Hunters, and many WoW players in general, have been trained on low-level encounters, where the mobs are weak and the penalty for dying is small. They don’t know anything about aggro management, mana conservation, bandaging, etc… All they ever look at is the DPS readout. Thus, when they get to end-game content, they fail miserably.
You can sometimes see the same pattern occur in other situations, too. For example, programmers who are used to working with microcontrollers typically end up writing really terrible host-computer code. Their code is extremely fast and uses very little memory… and is also impossible to modify or maintain. In a microcontroller, using 2x less RAM is the difference between success and failure; on a PC, using 2x less RAM is usually not even noticeable.
e.g. fencing (people are watching you) vs. WoW huntering (no one can see what buttons your are pressing on your keyboard).
You might be right about that, though every WoW move does have a corresponding animation that other people (as well as yourself) can see. I know at least one person who picks their characters based on how awesome they look, but I have no idea whether that is a common pattern or not.
Right, sorry, that was kind of a weird metaphor on my part.
Imagine that you’re building a classifier (f.ex. a neural network or something) that tells you which houses are “good” and which are “bad”. You have a bunch of features that describe each house; among them are longtitude and latitude. You feed some training data to the classifier, hoping that it will draw you some volume in the feature-space. Everything inside the volume is “good”, everything outside of it is “bad”.
Over-fitting occurs when you don’t give the classifier enough training data, and when you punish it too severely for any errors. Thus, it either ends up drawing a really convoluted shape that fits exactly those 5 data points that you gave it; or it ends up ignoring most of the features because they didn’t have as much of an impact on the outcome; or both. So, your classifier gets a perfect score on the 10 houses it knows about, and fails miserably at real-world data.
Similarly, these Hunters, and many WoW players in general, have been trained on low-level encounters, where the mobs are weak and the penalty for dying is small. They don’t know anything about aggro management, mana conservation, bandaging, etc… All they ever look at is the DPS readout. Thus, when they get to end-game content, they fail miserably.
You can sometimes see the same pattern occur in other situations, too. For example, programmers who are used to working with microcontrollers typically end up writing really terrible host-computer code. Their code is extremely fast and uses very little memory… and is also impossible to modify or maintain. In a microcontroller, using 2x less RAM is the difference between success and failure; on a PC, using 2x less RAM is usually not even noticeable.
You might be right about that, though every WoW move does have a corresponding animation that other people (as well as yourself) can see. I know at least one person who picks their characters based on how awesome they look, but I have no idea whether that is a common pattern or not.