Wednesday, June 28, 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:

0.327 — David Peralta batting against Adam Wainwright
0.318 — Jose Pirela batting against Bartolo Colon
0.317 — Cory Spangenberg batting against Bartolo Colon
0.316 — Charlie Blackmon batting against Ty Blach
0.315 — Brandon Phillips batting against Luis Perdomo
0.314 — Ender Inciarte batting against Luis Perdomo
0.313 — Howie Kendrick batting against Felix Hernandez
0.313 — Matt Kemp batting against Luis Perdomo
0.312 — DJ LeMahieu batting against Ty Blach
0.311 — Corey Dickerson batting against Ivan Nova

Peralta is a name often in the top ten but seldom at the top. His high OBP is due mostly to his batting average, as he only drew 18 walks this year. He’s facing Adam Wainwright on the road, where batters hit Wainwright hard this year.

Also, Kendrick and LeMahieu are battling injuries, so watch to see if they are actually in the lineup tonight.

Here is how the NN with Park ranks the players:

0.310, 0.757 — Daniel Murphy batting against John Lackey.
0.327, 0.752 — David Peralta batting against Adam Wainwright.
0.316, 0.742 — Charlie Blackmon batting against Ty Blach.
0.312, 0.742 — DJ LeMahieu batting against Ty Blach.
0.315, 0.741 — Brandon Phillips batting against Luis Perdomo.
0.314, 0.740 — Ender Inciarte batting against Luis Perdomo.
0.292, 0.738 — Jose Altuve batting against Jesse Hahn.
0.311, 0.737 — Corey Dickerson batting against Ivan Nova.
0.303, 0.732 — Buster Posey batting against Kyle Freeland.
0.313, 0.731 — Matt Kemp batting against Luis Perdomo.

Murphy heads the list once again. He currently owns an 11-game hit streak. Peralta is the consensus pick.

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 32
Franchy Cordero 27
Aaron Hill 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
Kyle Higashioka 20
Miguel Sano 19
Peter Kozma 18
Avisail Garcia 18
Matt Davidson 17
Brandon Drury 16
Gregor Blanco 16
Eric Fryer 16
C.J. Cron 15
Rio Ruiz 15
Greg Bird 15
Emilio Bonifacio 14
Gregory Polanco 14
Tommy Joseph 14
Ryan Schimpf 14
Lewis Brinson 14
Mark Zagunis 14
Cristhian Adames 14
Stuart Turner 13
Dexter Fowler 13
Allen Cordoba 13
Ryder Jones 13
Chris Coghlan 13
Alexi Amarista 13
Leonys Martin 12
David Freese 12
Matt Holliday 12
Nick Ahmed 12
Nolan Fontana 12
Danny Ortiz 11
Brett Gardner 11
Kennys Vargas 11
Seth Smith 11
Josh Bell 11
Trayce Thompson 11
Max Kepler 11
Orlando Calixte 11
Kevin Plawecki 11
Chase D'Arnaud 11
Stephen Vogt 11
Starling Marte 11
Adrian Gonzalez 10
Benjamin Gamel 10
Matt Olson 10
Ruben Tejada 10
Eric Thames 10
Tyler Collins 10
JaCoby Jones 10
Carlos Gomez 10
Hyun Soo Kim 10
Ryan Zimmerman 10
Tyler Kelly 10
Luis Sardinas 10
Jared W. Hoying 10
Boog Powell 10
Brock Stassi 10
Kyle Seager 10
Mitch Haniger 10
Scott Van Slyke 10
Yandy Diaz 10

Good luck!



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