Saturday, May 20, 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:

0.352 — Daniel Murphy batting against Bartolo Colon
0.339 — Ryan Zimmerman batting against Bartolo Colon
0.319 — Jean Segura batting against Mike Pelfrey
0.319 — Chris Owings batting against Luis Perdomo
0.315 — Bryce Harper batting against Bartolo Colon
0.314 — Brandon Drury batting against Luis Perdomo
0.311 — Kevin Pillar batting against Kevin Gausman
0.307 — Corey Dickerson batting against Masahiro Tanaka
0.305 — David Peralta batting against Luis Perdomo
0.303 — Trea Turner batting against Bartolo Colon

Bartolo Colon turns 44 in a few days, and it looks like he reached the point where he’s not fooling anyone. Opponents own a .303/.344/.543 slash line against him. In previous seasons, he would allow a decently high batting average, but so few walks that players did not get on base well against him. This year, he’s so easy to hit that his low walk rate can’t save him. Murphy is 4 for 12 career against Colon, Zimmerman 3 for 10.

The NN with Park sees the top ten like this:

0.352, 0.770 — Daniel Murphy batting against Bartolo Colon.
0.319, 0.752 — Jean Segura batting against Mike Pelfrey.
0.314, 0.731 — Brandon Drury batting against Luis Perdomo.
0.319, 0.731 — Chris Owings batting against Luis Perdomo.
0.339, 0.730 — Ryan Zimmerman batting against Bartolo Colon.
0.294, 0.728 — Charlie Blackmon batting against Timothy Adleman.
0.293, 0.726 — Starlin Castro batting against Matt Andriese.
0.305, 0.721 — David Peralta batting against Luis Perdomo.
0.303, 0.716 — Trea Turner batting against Bartolo Colon.
0.307, 0.715 — Corey Dickerson batting against Masahiro Tanaka.

It’s a very similar list, with Charlie Blackmon and Starlin Castro moving into the top ten. Daniel Murphy is the unanimous choice, with Jean Segura the consensus second choice. Segura’s hit streak ended Friday night with an 0 for 4 against the White Sox. As always, your best choice 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
Ryan Goins 26
Michael Freeman 26
Jarrod Saltalamacchia 23
Luis Valbuena 20
Ivan Nova 20
James Gosewisch 20
Raul Mondesi 20
Kyle Higashioka 20
JaCoby Jones 19
Johnny Cueto 19
Omar Narvaez 19
Conor Gillaspie 19
Francisco Cervelli 18
Tyler Anderson 18
Scott Feldman 17
Matt Harvey 17
Daniel Santana 17
Gorkys Hernandez 16
Yonder Alonso 16
Austin Romine 16
Derek Dietrich 16
Anthony Rendon 15
Miguel Montero 15
Greg Bird 15
Patrick Kivlehan 15
Amir Garrett 15
David Freese 15
Joe Panik 14
Cristhian Adames 14
Darwin Barney 13
Tanner Roark 13
R.A. Dickey 13
Raimel Tapia 13
Daniel Straily 13
Julio Teheran 12
Bryce Harper 12
Mike Foltynewicz 12
Leonys Martin 12
Travis D'Arnaud 12
Kyle Hendricks 12
Michael Wacha 11
Craig Gentry 11
A.J. Ellis 11
Jesus Aguilar 11
Jaime Garcia 11
Starling Marte 11
Jackie Bradley, Jr. 11
Zack Greinke 11
Manny Machado 11
Kyle Seager 11
Matt Carpenter 11
Deven Marrero 10
Chad Kuhl 10
Stuart Turner 10
Chris Carter 10
Jered Weaver 10
Dan Vogelbach 10
Scott Van Slyke 10
Christian Vazquez 10
Yandy Diaz 10
Thomas Koehler 10
Brandon McCarthy 10
Bartolo Colon 10
Erick Aybar 10

Good luck!



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

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