Tuesday, June 27, 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:

0.350 — Charlie Blackmon batting against Matt Cain
0.345 — DJ LeMahieu batting against Matt Cain
0.326 — Nolan Arenado batting against Matt Cain
0.322 — Marcell Ozuna batting against Robert Gsellman
0.321 — Justin Turner batting against Jesse Chavez
0.320 — Dee Gordon batting against Robert Gsellman
0.315 — Jean Segura batting against Aaron Nola
0.315 — J.T. Realmuto batting against Robert Gsellman
0.313 — Ian Desmond batting against Matt Cain
0.311 — Mark Reynolds batting against Matt Cain

Over the three years that are considered in this calculation, Matt Cain allowed a .304/.365/.507 slash line. He gives up lots of hits without walking a lot of batters. This game is in San Francisco, and the Rockies in general don’t hit as well on the road, but it should be a good night to pick your favorite Rockies batter.

Here is how the NN with Park ranks the players:

0.350, 0.764 — Charlie Blackmon batting against Matt Cain.
0.345, 0.762 — DJ LeMahieu batting against Matt Cain.
0.298, 0.748 — Daniel Murphy batting against Jake Arrieta.
0.315, 0.748 — Jean Segura batting against Aaron Nola.
0.321, 0.745 — Justin Turner batting against Jesse Chavez.
0.320, 0.737 — Dee Gordon batting against Robert Gsellman.
0.326, 0.735 — Nolan Arenado batting against Matt Cain.
0.309, 0.733 — Corey Dickerson batting against Trevor Williams.
0.322, 0.729 — Marcell Ozuna batting against Robert Gsellman.
0.315, 0.729 — J.T. Realmuto batting against Robert Gsellman.

The NN agrees on the top two spots, and also likes the Marlins against Gsellman. It’s a Charlie Blackmon day. Blackmon is also a lead-off hitter, so he tends to get that extra plate appearance that can increase the probability of a hit in a game.

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 31
Franchy Cordero 26
Jarrod Saltalamacchia 23
Raul Mondesi 23
Aaron Hill 23
J.T. Riddle 22
Kyle Higashioka 20
Peter Kozma 18
Cam Perkins 18
Eugenio Suarez 17
Eric Fryer 16
Rio Ruiz 15
C.J. Cron 15
Greg Bird 15
Miguel Sano 15
Mark Zagunis 14
Lewis Brinson 14
Avisail Garcia 14
Cristhian Adames 14
Ryan Schimpf 14
Emilio Bonifacio 14
Dexter Fowler 13
Matt Davidson 13
Stuart Turner 13
Chris Coghlan 13
Allen Cordoba 12
Nolan Fontana 12
Matt Holliday 12
Leonys Martin 12
Deven Marrero 12
Byron Buxton 12
Gregor Blanco 11
Chase D'Arnaud 11
Jake Marisnick 11
Danny Ortiz 11
Kennys Vargas 11
Kevin Plawecki 11
Ichiro Suzuki 11
Starling Marte 11
Orlando Calixte 11
Brandon Drury 11
Luis Sardinas 10
Tyler Collins 10
JaCoby Jones 10
Carlos Gomez 10
Brock Stassi 10
Kendrys Morales 10
Chris Young 10
Boog Powell 10
Stephen Vogt 10
Brett Gardner 10
Scott Van Slyke 10
Ryan Braun 10
Yandy Diaz 10
Adrian Gonzalez 10
Jared W. Hoying 10
Gregory Polanco 10
Ryder Jones 10
Ruben Tejada 10

Good luck!



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

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