alan-turing-institute / AIrsenal

Machine learning Fantasy Premier League team
MIT License
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Expected minutes for players moving clubs #82

Open nbarlowATI opened 5 years ago

nbarlowATI commented 5 years ago

This season we were caught out getting players e.g. Lossl, who had played lots of minutes for one club last season, then transferred but were only ever going to be backup for the new club. Rather than taking the average of the minutes in the previous season, maybe we should assume zero for gameweek 1 if the player has changed club?

jack89roberts commented 5 years ago

There's also the related cases where:

For new players, before the start of this season we added a guesstimate based on their price relative to the price of teammates in their position. Doing something similar to that could have worked for Lossl (£4.5) as well, since he's priced much cheaper than Pickford (£5.5).

nbarlowATI commented 5 years ago

All good points!

Maybe we can/should do a study looking at: how many minutes each player played in GW1 of each of the last few seasons, as a function of:

We also need to take into account that it doesn't matter so much if we underestimate a player's minutes (it makes us less likely to pick them but there are other good options we could pick) but if we overestimate them we run the risk of having non-playing players in our squad.

jack89roberts commented 4 years ago

I've made this change (and removed the hack of estimating minutes from FPL price), but not marked this to close with the PR as there are some other ideas/things to investigate above.