Here are the top picks my programs produced for use in Beat the Streak. This post mostly explains the ideas behind the calculations. In addition, this post shows tests on the Neural Network (NN). This post discusses an NN that includes the ballpark. I recently updated the models, and the results of those tests are here.
For 2017, I am just going to publish the Log5 hit averages and the NN probabilities with parks factored in. I am keeping track of the results here. I added a graph that gives a visual representation of the probability and success each day. The sheet also includes a table that summarizes the length of positive and negative streaks.
First, the Log5 Method picks:
0.360 — Eduardo Nunez batting against Brett Anderson
0.355 — Jose Altuve batting against Martin Perez
0.333 — Daniel Murphy batting against Vance Worley
0.331 — Howie Kendrick batting against Vance Worley
0.331 — Christian Vazquez batting against Brett Anderson
0.327 — Xander Bogaerts batting against Brett Anderson
0.314 — Mookie Betts batting against Brett Anderson
0.313 — Buster Posey batting against Luis Perdomo
0.311 — Yulieski Gurriel batting against Martin Perez
0.311 — Rafael Devers batting against Brett Anderson
The Log5 method likes the Red Sox against Brett Anderson. The system may be understating how bad Anderson is a bit, since he’s been knocked around the last two years without having pitched much.
Here is how the NN with Park ranks the players:
0.355, 0.784 — Jose Altuve batting against Martin Perez.
0.360, 0.771 — Eduardo Nunez batting against Brett Anderson.
0.333, 0.761 — Daniel Murphy batting against Vance Worley.
0.331, 0.744 — Howie Kendrick batting against Vance Worley.
0.327, 0.738 — Xander Bogaerts batting against Brett Anderson.
0.280, 0.737 — Charlie Blackmon batting against Michael Fulmer.
0.331, 0.732 — Christian Vazquez batting against Brett Anderson.
0.280, 0.731 — Gerardo Parra batting against Michael Fulmer.
0.313, 0.728 — Buster Posey batting against Luis Perdomo.
0.311, 0.727 — Yulieski Gurriel batting against Martin Perez.
It’s an extremely similar list, with Altuve and Nunez the consensus 1-2 choices.
As always, your best pick will fail to get a hit about 25% of the time.
Here is the daily list of active streaks of plate appearances without a hit, with pitchers eliminated:
Good luck!
from baseballmusings.com http://ift.tt/2wPcQdo
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