Saturday, August 26, 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:

0.334 — Daniel Murphy batting against Robert Gsellman
0.326 — Howie Kendrick batting against Robert Gsellman
0.325 — Eduardo Nunez batting against Kevin Gausman
0.322 — Jose Altuve batting against Tyler Skaggs
0.308 — Corey Seager batting against Zach Davies
0.306 — Corey Dickerson batting against Mike Leake
0.302 — Justin Turner batting against Zach Davies
0.302 — Chris Taylor batting against Zach Davies
0.296 — Ryan Zimmerman batting against Robert Gsellman
0.294 — Xander Bogaerts batting against Kevin Gausman
0.294 — Adam Lind batting against Robert Gsellman

Jose Altuve and Eduardo Nunez are iffy for Saturday’s games. Altuve did not play Friday due to neck irritation, and the Astros have no reason to play Altuve if he is not 100%. Nunez left the game Friday with a sprained wrist and thumb.

Even without those injuries, Log5 likes the Nationals and Dodgers hitters today based on the opposing pitchers.

Here is how the NN with Park ranks the players:

0.322, 0.768 — Jose Altuve batting against Tyler Skaggs.
0.334, 0.762 — Daniel Murphy batting against Robert Gsellman.
0.325, 0.752 — Eduardo Nunez batting against Kevin Gausman.
0.326, 0.739 — Howie Kendrick batting against Robert Gsellman.
0.283, 0.736 — Charlie Blackmon batting against Sean Newcomb.
0.308, 0.733 — Corey Seager batting against Zach Davies.
0.286, 0.732 — Gerardo Parra batting against Sean Newcomb.
0.270, 0.720 — DJ LeMahieu batting against Sean Newcomb.
0.284, 0.719 — Ender Inciarte batting against Kyle Freeland.
0.302, 0.719 — Chris Taylor batting against Zach Davies.
0.302, 0.719 — Justin Turner batting against Zach Davies.

Murphy is the consensus first pick, and Friday had a rare 0 for against his former team. In 32 games he has a slash line of .392/.438/.688 with a hit in 87.5% of those games.

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
Wil Myers 26
Arismendy Alcantara 24
Jarrod Saltalamacchia 23
Raul Mondesi 23
Aaron Hill 23
Kyle Higashioka 20
Tony John Wolters 20
Taylor Featherston 19
Mark Zagunis 18
Jorge Soler 18
Mikie Mahtook 18
Wilmer Flores 17
Allen Cordoba 17
Ehire Adrianza 16
Mike Trout 16
Joey Gallo 16
Paul Janish 15
Greg Bird 15
Max Kepler 15
Todd Frazier 15
Chase D'Arnaud 15
Rio Ruiz 15
Abraham Almonte 14
Francisco Cervelli 14
Nick Delmonico 14
Emilio Bonifacio 14
Cristhian Adames 14
Ryan Schimpf 14
Eddie Rosario 14
Alejandro De Aza 13
Juan Graterol 13
Dusty Coleman 13
Josh Donaldson 13
Carlos Ruiz 13
Zach Granite 13
Lewis Brinson 13
Chris Coghlan 13
Stephen Drew 13
Daniel Robertson 12
Nick Ahmed 12
Martin Prado 12
Buster Posey 12
Lucas Duda 12
Nolan Fontana 12
Miguel Cabrera 12
Kaleb Cowart 11
Erik Gonzalez 11
Sean Rodriguez 11
J.D. Martinez 11
Brock Stassi 11
Tyler Flowers 11
Danny Ortiz 11
Scott Van Slyke 11
Marwin Gonzalez 11
Jason Heyward 11
Luis Sardinas 10
Tyler Collins 10
Andrew McCutchen 10
Tom Murphy 10
Andrelton Simmons 10
Ian Kinsler 10
Nick Markakis 10
Yangervis Solarte 10
Jared W. Hoying 10
Jordan Luplow 10
Carlos Correa 10

Good luck!



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