Wednesday, June 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:

0.328 — Starlin Castro batting against Rick Porcello
0.323 — Matt Kemp batting against Jerad Eickhoff
0.319 — David Peralta batting against Luis Perdomo
0.315 — Didi Gregorius batting against Rick Porcello
0.312 — Buster Posey batting against Jimmy Nelson
0.312 — Chris Owings batting against Luis Perdomo
0.311 — Brandon Drury batting against Luis Perdomo
0.311 — Brandon Phillips batting against Jerad Eickhoff
0.310 — Ender Inciarte batting against Jerad Eickhoff
0.305 — Aaron Judge batting against Rick Porcello

Batters are hitting .307 against Porcello with a .337 OBP. That means a high percentage of his BFP end in a hit. The Yankees have a few players with high hit averages as well, and it’s nice to see Aaron Judge start to work his way into these discussions.

Here is how the NN with Park ranks the players:

0.304, 0.741 — Charlie Blackmon batting against Trevor Bauer.
0.319, 0.735 — David Peralta batting against Luis Perdomo.
0.323, 0.735 — Matt Kemp batting against Jerad Eickhoff.
0.284, 0.734 — Jose Altuve batting against Jason Vargas.
0.328, 0.733 — Starlin Castro batting against Rick Porcello.
0.311, 0.732 — Brandon Phillips batting against Jerad Eickhoff.
0.312, 0.732 — Buster Posey batting against Jimmy Nelson.
0.272, 0.730 — Daniel Murphy batting against Clayton Kershaw.
0.295, 0.730 — Xander Bogaerts batting against CC Sabathia.
0.310, 0.730 — Ender Inciarte batting against Jerad Eickhoff.

Charlie Blackmon at home against Trevor Bauer looks like a pretty good pick. Matt Kemp and David Peralta tie for the consensus pick. I’m very impressed that Murphy makes the top ten as he faces Kershaw this afternoon.

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
Christopher Herrmann 31
Michael Freeman 29
Trevor Plouffe 26
Logan Forsythe 25
Raul Mondesi 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Conor Gillaspie 19
Jose Reyes 18
Matthew Szczur 15
Greg Bird 15
Franklin Gutierrez 14
Cristhian Adames 14
Yangervis Solarte 14
Emilio Bonifacio 14
Jeff Mathis 13
J.J. Hardy 13
Raimel Tapia 13
Nolan Fontana 12
Leonys Martin 12
Kurt Suzuki 12
Patrick Kivlehan 12
Michael Martinez 12
David Peralta 11
Jesus Sucre 11
Craig Gentry 11
Rio Ruiz 11
Kevin Plawecki 11
Danny Ortiz 11
Jose Peraza 11
Starling Marte 11
Gary Sanchez 11
Gregory Polanco 11
Christian Yelich 11
Lorenzo Cain 10
Tyler Collins 10
Stuart Turner 10
Darwin Barney 10
Ryan Schimpf 10
Luis Sardinas 10
Scott Van Slyke 10
Tyler Moore 10
Yandy Diaz 10
Kennys Vargas 10
JaCoby Jones 10
Ryan Braun 10
Peter Kozma 10

Good luck!



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