Saturday, July 1, 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:

0.338 — Daniel Murphy batting against Michael Wacha
0.332 — Jean Segura batting against Ricky Nolasco
0.329 — Justin Turner batting against Dillon Overton
0.324 — Jose Ramirez batting against Jordan Zimmermann
0.322 — J.D. Martinez batting against Josh Tomlin
0.320 — Buster Posey batting against Chad Kuhl
0.320 — Ben Gamel batting against Ricky Nolasco
0.320 — Marcell Ozuna batting against Zach Davies
0.317 — Dee Gordon batting against Zach Davies
0.315 — Jose Ramirez batting against Anibal Sanchez
0.314 — J.T. Realmuto batting against Zach Davies
0.314 — Ryan Zimmerman batting against Michael Wacha

The Indians and Tigers are playing a double header today. Be careful picking players from those games, as they often rest. Sometimes you might find yourself in a situation where they don’t start, but pinch hit and make an out, and your streak ends. In the Murphy versus Wacha matchup, Wacha is another Cardinals pitcher who is much better at home. On top of that Murphy is 3 for 14 against Wacha for his career.

Here is how the NN with Park ranks the players:

0.338, 0.771 — Daniel Murphy batting against Michael Wacha.
0.332, 0.757 — Jean Segura batting against Ricky Nolasco.
0.329, 0.754 — Justin Turner batting against Dillon Overton.
0.324, 0.745 — Jose Ramirez batting against Jordan Zimmermann.
0.320, 0.742 — Buster Posey batting against Chad Kuhl.
0.315, 0.739 — Jose Ramirez batting against Anibal Sanchez.
0.317, 0.734 — Dee Gordon batting against Zach Davies.
0.320, 0.733 — Benjamin Gamel batting against Ricky Nolasco.
0.313, 0.733 — Michael Brantley batting against Jordan Zimmermann.
0.278, 0.731 — Jose Altuve batting against Jordan Montgomery.

The NN likes Jose Ramirez, no matter who is pitching! Murphy is the unanimous choice, however. The two systems are in rare agreement on the top four batters.

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
Michael Freeman 34
Franchy Cordero 27
Aaron Hill 23
Jarrod Saltalamacchia 23
Raul Mondesi 23
Avisail Garcia 22
Eric Fryer 22
Allen Cordoba 21
Kyle Higashioka 20
Manny Machado 19
Peter Kozma 18
Mark Zagunis 18
David Freese 17
Franklin Barreto 16
Wilmer Flores 15
Rio Ruiz 15
C.J. Cron 15
Greg Bird 15
Lewis Brinson 14
Hyun Soo Kim 14
Emilio Bonifacio 14
Cristhian Adames 14
Ryan Schimpf 14
Eric Thames 14
Christian Vazquez 13
Dexter Fowler 13
Alexi Amarista 13
Chris Coghlan 13
Nick Ahmed 12
Leonys Martin 12
Sam Travis 12
Aaron Judge 12
Welington Castillo 12
Brock Stassi 12
Max Moroff 12
Matt Holliday 12
Delino Deshields Jr. 12
Nolan Fontana 12
Corey Dickerson 12
Carlos Beltran 11
Danny Espinosa 11
Rob Refsnyder 11
Danny Ortiz 11
Brandon Moss 11
Starling Marte 11
Orlando Calixte 11
Kevin Plawecki 11
Daniel Santana 11
Patrick Kivlehan 11
Jose Lobaton 11
Mitch Moreland 11
Chase D'Arnaud 11
Tyler Collins 10
Adrian Gonzalez 10
Scott Van Slyke 10
Luke Maile 10
Jared W. Hoying 10
JaCoby Jones 10
Yonder Alonso 10
Yandy Diaz 10
Tom J Murphy 10
Luis Sardinas 10
Boog Powell 10
Khristopher Davis 10

Good luck!



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