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:
0.344 — Gerardo Parra batting against Rafael Montero
0.330 — Charlie Blackmon batting against Rafael Montero
0.324 — DJ LeMahieu batting against Rafael Montero
0.318 — Nolan Arenado batting against Rafael Montero
0.315 — Jonathan Schoop batting against Matt Boyd
0.314 — Eduardo Nunez batting against Miguel A Gonzalez
0.313 — Trey Mancini batting against Matt Boyd
0.305 — Jose Altuve batting against Blake Snell
0.300 — Jose Abreu batting against Rick Porcello
0.297 — Caleb Joseph batting against Matt Boyd
0.297 — Welington Castillo batting against Matt Boyd
Log5 likes the Rockies against Montero. Montero flies in the face of the idea that a high strikeout rate helps limit hits. Montero strikes out better than a batter per inning, but opponents hang a .369 BABIP on him, leading to a .306 BA allowed.
Here is how the NN with Park ranks the players:
0.344, 0.768 — Gerardo Parra batting against Rafael Montero.
0.305, 0.761 — Jose Altuve batting against Blake Snell.
0.330, 0.759 — Charlie Blackmon batting against Rafael Montero.
0.324, 0.756 — DJ LeMahieu batting against Rafael Montero.
0.314, 0.746 — Eduardo Nunez batting against Miguel A Gonzalez.
0.318, 0.742 — Nolan Arenado batting against Rafael Montero.
0.289, 0.730 — Jean Segura batting against Trevor Cahill.
0.315, 0.729 — Jonathan Schoop batting against Matt Boyd.
0.313, 0.726 — Trey Mancini batting against Matt Boyd.
0.289, 0.721 — Buster Posey batting against Kendall Graveman.
Parra is the unanimous choice, and it might be a good day to double down on Parra and Blackmon.
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:
Wow, Jose Altuve and Ryan Zimmerman make the list!
Good luck!
from baseballmusings.com http://ift.tt/2woai1m
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