Wednesday, May 31, 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:

0.337 — Starlin Castro batting against Kevin Gausman
0.333 — Daniel Murphy batting against Matt Cain
0.324 — Ryan Zimmerman batting against Matt Cain
0.315 — Xander Bogaerts batting against Mike Pelfrey
0.315 — Chris Owings batting against Chad Kuhl
0.315 — Eric Hosmer batting against Matt Boyd
0.314 — David Peralta batting against Chad Kuhl
0.311 — Didi Gregorius batting against Kevin Gausman
0.306 — Aaron Judge batting against Kevin Gausman
0.305 — Matt Kemp batting against Jesse Chavez
0.305 — Brandon Drury batting against Chad Kuhl
0.305 — Whit Merrifield batting against Matt Boyd

A number of Yankees make the list against Kevin Gausman, including Starlin Castro at the top. Aaron Judge makes the list as his excellent 2017 season is starting to dominate is weak 2016 cup of coffee. Whit Merrifield also appears. Merrifield currently owns the longest hit streak in the majors at 15 games, and is hitting a torrid .404/.446/.654 in that time.

Here is how the NN with Park ranks the players:

0.333, 0.765 — Daniel Murphy batting against Matt Cain.
0.315, 0.751 — Xander Bogaerts batting against Mike Pelfrey.
0.337, 0.741 — Starlin Castro batting against Kevin Gausman.
0.297, 0.739 — Jean Segura batting against Antonio Senzatela.
0.324, 0.731 — Ryan Zimmerman batting against Matt Cain.
0.281, 0.730 — Jose Altuve batting against Hector Santiago.
0.314, 0.729 — David Peralta batting against Chad Kuhl.
0.273, 0.726 — Charlie Blackmon batting against James Paxton.
0.305, 0.725 — Matt Kemp batting against Jesse Chavez.
0.315, 0.722 — Chris Owings batting against Chad Kuhl.

Daniel Murphy rises to the top of this list as the usual cast of hitters filter up. Jean Segura, who had the highest probability of at least a hit in a game yesterday, went four for six against the Rockies. The series moves to Seattle tonight. Murphy is also the consensus pick. 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
Johnny Cueto 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Cameron Rupp 22
Tyler Anderson 22
Scott Feldman 21
Kyle Higashioka 20
Brian McCann 20
Conor Gillaspie 19
Chris Carter 19
Ben Revere 18
Devin Mesoraco 18
Christopher Herrmann 17
Kyle Hendricks 16
Zack Greinke 16
Luke Maile 16
Erick Aybar 15
Mike Foltynewicz 15
Greg Bird 15
Emilio Bonifacio 14
Adam Jones 14
Brandon McCarthy 14
Chris Gimenez 14
Robert Gsellman 14
Michael Wacha 14
Keon Broxton 14
Nick Castellanos 14
Julio Teheran 14
Cristhian Adames 14
Kevin Pillar 13
Manny Machado 13
Bartolo Colon 13
Hanley Ramirez 13
Ben Zobrist 13
Raimel Tapia 13
Sandy Leon 12
Chad Kuhl 12
Jose Reyes 12
Matt Garza 12
Bryce Harper 12
Nolan Fontana 12
Trevor Plouffe 12
Brandon Moss 12
Leonys Martin 12
Craig Gentry 11
Kevin Plawecki 11
Timothy Adleman 11
Starling Marte 11
Matt Moore 11
Zack Wheeler 11
Anthony Rizzo 11
Lance Lynn 11
Danny Ortiz 11
Chad Pinder 10
Erik Gonzalez 10
Lonnie Chisenhall 10
Zach Davies 10
Stuart Turner 10
Francisco Cervelli 10
Tyler Collins 10
Trevor Williams 10
Jered Weaver 10
Thomas Koehler 10
Kennys Vargas 10
Ryan Braun 10
Yandy Diaz 10
Scott Van Slyke 10
Denard Span 10
Ryan Rua 10
Ian Happ 10
Alex Wood 10
Luis Sardinas 10

Good luck!



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