Thursday, September 7, 2017

Beat the Streak Picks

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:

0.331 — Jose Martinez batting against Clayton Richard
0.327 — Yadier Molina batting against Clayton Richard
0.326 — Paul DeJong batting against Clayton Richard
0.322 — Thomas Pham batting against Clayton Richard
0.318 — Magneuris Sierra batting against Clayton Richard
0.316 — Aledmys Diaz batting against Clayton Richard
0.314 — Kolten Wong batting against Clayton Richard
0.311 — Starlin Castro batting against Kevin Gausman
0.311 — Eric Hosmer batting against Kyle Gibson
0.310 — Melky Cabrera batting against Kyle Gibson

Take a Cardinal against a Clayton!

Here is how the NN with Park ranks the players:

0.301, 0.745 — Daniel Murphy batting against Aaron Nola.
0.327, 0.734 — Yadier Molina batting against Clayton Richard.
0.311, 0.733 — Starlin Castro batting against Kevin Gausman.
0.310, 0.731 — Melky Cabrera batting against Kyle Gibson.
0.331, 0.730 — Jose Martinez batting against Clayton Richard.
0.311, 0.728 — Eric Hosmer batting against Kyle Gibson.
0.326, 0.726 — Paul DeJong batting against Clayton Richard.
0.305, 0.726 — Lorenzo Cain batting against Kyle Gibson.
0.301, 0.726 — Corey Seager batting against Jonathan Gray.
0.281, 0.723 — Dee Gordon batting against Sean Newcomb.
0.301, 0.720 — Whit Merrifield batting against Kyle Gibson.
0.322, 0.720 — Thomas Pham batting against Clayton Richard.

I extended the list a bit since Corey Seager is hurt, but not disabled. Once again, the NN smooths out the distortions caused by great single years like the one Jose Martinez is posting for the Cardinals. Yadier Molina is the consensus first choice, however.

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:

Batter PA since Last Hit
Pablo Sandoval 42
Arismendy Alcantara 24
Andrew Benintendi 23
Aaron Hill 23
Jayson Werth 23
Jarrod Saltalamacchia 23
Brad Miller 21
Allen Cordoba 21
Jorge Soler 20
Kyle Higashioka 20
Tyler Flowers 19
Taylor Featherston 19
Mark Zagunis 18
Miguel Cabrera 17
Nick Delmonico 17
Tyler Moore 16
Jose Altuve 16
Paul Janish 15
Tommy La Stella 15
Curtis Granderson 15
Chase D'Arnaud 15
Mike Trout 15
Francisco Cervelli 14
Anthony Rizzo 14
Cristhian Adames 14
Emilio Bonifacio 14
Ryan Schimpf 14
Jake Marisnick 13
Stephen Drew 13
Chris Coghlan 13
Tom Murphy 13
Lewis Brinson 13
Luis Torrens 13
Manuel Pina 12
Jarrod Dyson 12
Nick Ahmed 12
Luke Maile 12
Paul Goldschmidt 12
Matt Carpenter 12
Andrelton Simmons 12
Pat Valaika 12
Martin Prado 12
Josh Donaldson 12
Daniel Robertson 12
Nolan Fontana 12
Tommy Joseph 12
Byron Buxton 11
Luis Valbuena 11
Brock Stassi 11
Danny Ortiz 11
Brandon Drury 11
Scott Van Slyke 11
Jared Hoying 11
Franklin Barreto 11
Erick Aybar 11
Francisco Lindor 11
Carlos Moncrief 10
Luis Sardinas 10
Ryan McMahon 10
Kaleb Cowart 10
Tyler Collins 10
Yulieski Gurriel 10
Caleb Joseph 10

Good luck!



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