Thursday, September 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:

0.328 — Daniel Murphy batting against Ivan Nova
0.314 — Howie Kendrick batting against Ivan Nova
0.310 — Trea Turner batting against Ivan Nova
0.310 — Eric Hosmer batting against Daniel Norris
0.309 — Brandon Phillips batting against Dylan Covey
0.304 — Lorenzo Cain batting against Daniel Norris
0.300 — Adam Lind batting against Ivan Nova
0.299 — Melky Cabrera batting against Daniel Norris
0.299 — Whit Merrifield batting against Daniel Norris
0.298 — Ender Inciarte batting against Dillon Peters

There is a light schedule today as teams go into the final weekend of the season. Log5 likes the Nationals against Ivan Nova.

Here is how the NN with Park ranks the players:

0.328, 0.756 — Daniel Murphy batting against Ivan Nova.
0.287, 0.748 — Jose Altuve batting against Eduardo Rodriguez.
0.310, 0.735 — Trea Turner batting against Ivan Nova.
0.310, 0.729 — Eric Hosmer batting against Daniel Norris.
0.314, 0.728 — Howie Kendrick batting against Ivan Nova.
0.309, 0.727 — Brandon Phillips batting against Dylan Covey.
0.304, 0.726 — Lorenzo Cain batting against Daniel Norris.
0.298, 0.726 — Ender Inciarte batting against Dillon Peters.
0.283, 0.724 — Dee Gordon batting against Julio Teheran.
0.299, 0.719 — Whit Merrifield batting against Daniel Norris.
0.299, 0.719 — Melky Cabrera batting against Daniel Norris.

The NN agrees on Murphy as the first pick, with Tuner the consensus second 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
Jorge Soler 24
Arismendy Alcantara 24
Rougned Odor 24
Jackie Bradley, Jr. 24
Jarrod Saltalamacchia 23
Aaron Hill 23
Adam Rosales 23
Kyle Higashioka 20
Rhys Hoskins 19
Taylor Featherston 19
Mark Zagunis 18
Stuart Turner 17
Guillermo Heredia 17
Roberto Perez 16
Pedro Severino 16
Chase D'Arnaud 15
Jett Bandy 15
Evan Longoria 15
Paul Janish 15
J.P. Crawford 14
Nolan Fontana 14
Emilio Bonifacio 14
Cody Bellinger 14
Cristhian Adames 14
Adam Engel 14
Francisco Cervelli 14
Ryan Schimpf 14
Tom Murphy 14
Kyle Seager 13
Neil Walker 13
Chris Coghlan 13
Lewis Brinson 13
Stephen Piscotty 13
Trevor Plouffe 13
Stephen Drew 13
Jose Osuna 13
Jarrod Dyson 12
Orlando Calixte 12
Norichika Aoki 12
Nomar Mazara 12
Martin Prado 12
Justin Upton 12
Erick Aybar 12
Ryan McMahon 12
Nick Ahmed 12
Johan Camargo 12
JaCoby Jones 12
Ryan Braun 12
Rafael Bautista 12
Brock Stassi 11
Scott Van Slyke 11
Danny Ortiz 11
Trayce Thompson 11
Rafael Devers 11
Cesar Hernandez 11
Tyler Collins 11
Andrew Susac 11
Carlos Perez 10
Andrew Stevenson 10
Gavin Cecchini 10
Zach Vincej 10
Manny Machado 10
Willy Garcia 10
Carson Kelly 10
Luis Sardinas 10
Elias Diaz 10
Matt Davidson 10
Jesus Aguilar 10
Alen Hanson 10
Gregor Blanco 10
David Peralta 10
Ryan Rua 10
Carlos Moncrief 10

Good luck!



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