Saturday, May 6, 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 update 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:

0.342 — Starlin Castro batting against Brett Anderson
0.334 — Justin Turner batting against Clayton Richard
0.323 — A.J. Pollock batting against Tyler Anderson
0.313 — Corey Seager batting against Clayton Richard
0.306 — David Peralta batting against Tyler Anderson
0.305 — Brandon Drury batting against Tyler Anderson
0.305 — Jean Segura batting against Martin Perez
0.303 — Didi Gregorius batting against Brett Anderson
0.303 — Chris Owings batting against Tyler Anderson
0.302 — Michael Moustakas batting against Josh Tomlin
0.302 — Eric Hosmer batting against Josh Tomlin
0.302 — Ronald Torreyes batting against Brett Anderson

Castro is the type of low walk player who would do well in hitting streaks if he got his batting average high enough. In his seasonal age 27 season, he’s doing just that. It also looks like the Andersons cornered the market on hits allowed.

The NN produces this list:

0.342, 0.749 — Starlin Castro batting against Brett Anderson.
0.323, 0.746 — A.J. Pollock batting against Tyler Anderson.
0.334, 0.739 — Justin Turner batting against Clayton Richard.
0.283, 0.734 — Daniel Murphy batting against Vincent Velasquez.
0.305, 0.728 — Jean Segura batting against Martin Perez.
0.313, 0.726 — Corey Seager batting against Clayton Richard.
0.291, 0.722 — Brandon Phillips batting against Mike Leake.
0.306, 0.721 — David Peralta batting against Tyler Anderson.
0.305, 0.720 — Brandon Drury batting against Tyler Anderson.
0.281, 0.717 — Charles Blackmon batting against Patrick Corbin.
0.275, 0.715 — DJ LeMahieu batting against Patrick Corbin.

There’s very good agreement between the two lists, the biggest difference coming from the NN ranking Daniel Murphy fourth, when the Log5 did not have him in the top 12. The NN also pulls in some Rockies batters, as the three-year weighted hit average at Coors is now a whopping .272. Starlin Castro is the unanimous pick. As always, your best pick will fail to get a hit about 25% of the time.

Here is the list of players with the current longest stretch of consecutive plate appearances without a hit:

Batter PA since Last Hit
Danny Espinosa 28
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Raul Mondesi 20
Jose Lobaton 19
JaCoby Jones 19
Brad Miller 18
Chris Heisey 17
Trevor Story 17
Michael Freeman 17
James McCann 17
Greg Bird 15
Austin Hedges 15
Ivan Nova 15
Yasmany Tomas 15
Brian Dozier 15
Johnny Cueto 14
Cristhian Adames 14
Steven Souza 13
Carlos Santana 13
Bronson Arroyo 13
Matt Harvey 13
Jeff Samardzija 13
Taylor Motter 13
Russell Martin 13
Daniel Nava 12
Chase Utley 12
Tyler Collins 12
Patrick Corbin 12
Leonys Martin 12
Travis D'Arnaud 12
Jhonny Peralta 12
Jimmy Nelson 12
Carlos Martinez 11
Jaime Garcia 11
Starling Marte 11
Lucas Duda 11
Jeremy Hellickson 11
Robinson Chirinos 11
Amir Garrett 11
Scott Feldman 11
Derek Dietrich 10
Jered Weaver 10
Abraham Almonte 10
Zach Eflin 10
Dan Vogelbach 10
Jason Castro 10
Andres Blanco 10
Bartolo Colon 10

Danny Espinosa may never get a hit again. 🙁

Good luck!



from baseballmusings.com http://ift.tt/2qCGsr2

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