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I don't think any ML models can take into consideration the meltdown like Brazil vs. Germany in 2014 or player getting sent-off and changing the dynamics of the
by dm8 8y ago
I don't think any ML models can take into consideration the meltdown like Brazil vs. Germany in 2014 or player getting sent-off and changing the dynamics of the game. Football/soccer (along with field hockey) is much more unpredictable than any other team sport.
- imh 8y agoUncertainty and randomness are absolutely things that models take into consideration. That's the statistical part of statistical modeling. If unpredictability were a deal breaker, we wouldn't be able to model coin flips.
- dm8 8y agoYes, even I use random forest for some of the predictions at my new project. Somehow I feel doing statistical modeling for the sake of modeling/predictions is not the right approach. I'm still new (year or two exp.) into ML/statistical modeling so I'm much more conservative in my approach.
- imh 8y agoPredicting things and forecasting is an enormous part of ML and stats. Especially in the more statistical side of the community, there are very principled effective ways to do this, even in the presence of weird outliers like the germany/brazil meltdown. Take a look at robust regression and influence functions to see some of the interesting flavor of one way to look at outlier weirdness.
- Kpourdeilami 8y ago... or the infamous Zidane head-butt, Mardona's "hand of god", etc.