Friday, June 2, 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.

First, the Log5 Method picks:

0.353 — Charlie Blackmon batting against Clayton Richard
0.333 — Gerardo Parra batting against Clayton Richard
0.327 — Corey Dickerson batting against Christian Bergman
0.326 — Eric Hosmer batting against Josh Tomlin
0.325 — Dee Gordon batting against Patrick Corbin
0.323 — DJ LeMahieu batting against Clayton Richard
0.323 — Marcell Ozuna batting against Patrick Corbin
0.320 — J.T. Realmuto batting against Patrick Corbin
0.320 — Mark Reynolds batting against Clayton Richard
0.320 — Matt Kemp batting against Bronson Arroyo

Richard is doing a better job this season of striking out batters and limiting walks, but that hasn’t stopped the hits against him. About the same number of hits in fewer PA means that he is a good pitcher for a streak extension, and the Rockies try to reap that boon Friday in San Diego.

Here is how the NN with Park ranks the players:

0.353, 0.763 — Charlie Blackmon batting against Clayton Richard.
0.327, 0.745 — Corey Dickerson batting against Christian Bergman.
0.323, 0.737 — DJ LeMahieu batting against Clayton Richard.
0.325, 0.737 — Dee Gordon batting against Patrick Corbin.
0.333, 0.737 — Gerardo Parra batting against Clayton Richard.
0.283, 0.736 — Daniel Murphy batting against Andrew Triggs.
0.296, 0.733 — Xander Bogaerts batting against Alec Asher.
0.320, 0.732 — Matt Kemp batting against Bronson Arroyo.
0.314, 0.731 — Buster Posey batting against Jerad Eickhoff.
0.320, 0.729 — J.T. Realmuto batting against Patrick Corbin.

Even adjusting for playing in San Diego, where the hit average is .223 (three year weighted), Blackmon still comes out on top. Blackmon does have a large three-year home/road split, so you might wish to take that into account. Note that even against a tough pitcher like Andrew Triggs, Daniel Murphy still manages to crack the top ten. 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:

Batter PA since Last Hit
Michael Freeman 29
Chris Carter 24
Jarrod Saltalamacchia 23
Johnny Cueto 23
Raul Mondesi 23
Cameron Rupp 22
Tyler Anderson 22
Scott Feldman 21
Christopher Herrmann 20
Kyle Higashioka 20
Brian McCann 20
Conor Gillaspie 19
Kevin Pillar 18
Devin Mesoraco 18
Jose Reyes 16
Ben Zobrist 16
Kyle Hendricks 16
Greg Bird 15
Anthony Rizzo 15
Brandon McCarthy 15
Mike Foltynewicz 15
Trevor Plouffe 15
Francisco Cervelli 14
Denard Span 14
Emilio Bonifacio 14
Julio Teheran 14
Robert Gsellman 14
Ian Happ 14
Michael Wacha 14
Cristhian Adames 14
Chad Kuhl 13
Bartolo Colon 13
Eduardo Escobar 13
Zack Wheeler 13
Andrew Benintendi 13
Josh Bell 13
Drew Butera 13
Raimel Tapia 13
Sandy Leon 12
Bryce Harper 12
Brandon Moss 12
Matt Garza 12
Leonys Martin 12
Nolan Fontana 12
Aledmys Diaz 12
Jeff Mathis 11
Ryan Rua 11
Matt Moore 11
Joshua Phegley 11
Kevin Plawecki 11
Lance Lynn 11
Danny Ortiz 11
Craig Gentry 11
Timothy Adleman 11
Starling Marte 11
Tyler Collins 10
Lonnie Chisenhall 10
Zach Davies 10
Yandy Diaz 10
Alex Wood 10
Trevor Williams 10
Jered Weaver 10
Stuart Turner 10
Thomas Koehler 10
Ryan Braun 10
Ryon Healy 10
Jett Bandy 10
Matthew Szczur 10
Neil Walker 10
Luis Sardinas 10
Scott Van Slyke 10
Kennys Vargas 10
Roberto Perez 10

Good luck!



from baseballmusings.com http://ift.tt/2ryvimV

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