Friday, July 21, 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:

0.337 — Gerardo Parra batting against Trevor Williams
0.327 — Marcell Ozuna batting against Homer Bailey
0.326 — J.T. Realmuto batting against Homer Bailey
0.325 — Dee Gordon batting against Homer Bailey
0.320 — Charlie Blackmon batting against Trevor Williams
0.317 — Jose Altuve batting against Ubaldo Jimenez
0.312 — DJ LeMahieu batting against Trevor Williams
0.304 — Nolan Arenado batting against Trevor Williams
0.302 — Miguel Rojas batting against Homer Bailey
0.302 — Christian Yelich batting against Homer Bailey

One of these things is not like the others, as Jose Altuve is the only player on the list from a team other than the Rockies or Marlins. Williams allows hits at an above average pace, and this group of Rockies are good hitters. The last three seasons, due to injuries and recovery from injuries, Homer Bailey gets hit hard.

Here is how the NN with Park ranks the players:

0.337, 0.766 — Gerardo Parra batting against Trevor Williams.
0.317, 0.763 — Jose Altuve batting against Ubaldo Jimenez.
0.320, 0.756 — Charlie Blackmon batting against Trevor Williams.
0.312, 0.749 — DJ LeMahieu batting against Trevor Williams.
0.295, 0.746 — Jean Segura batting against CC Sabathia.
0.325, 0.742 — Dee Gordon batting against Homer Bailey.
0.269, 0.741 — Daniel Murphy batting against Zachary Godley.
0.326, 0.741 — J.T. Realmuto batting against Homer Bailey.
0.327, 0.736 — Marcell Ozuna batting against Homer Bailey.
0.304, 0.732 — Nolan Arenado batting against Trevor Williams.

There’s more of a mix, but the NN also likes hitters against Williams and Bailey. Parra is the unanimous pick. Check the lineups with Murphy. I have seen Godley listed in a couple of places, but due to Taijuan Walker‘s paternity leave, the Arizona rotation is in flux.

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 29
Aaron Hill 23
Raul Mondesi 23
Jarrod Saltalamacchia 23
John Jaso 23
Kyle Higashioka 20
Curtis Granderson 19
Mark Zagunis 18
Jorge Soler 18
Taylor Featherston 17
Brandon Belt 16
Elvis Andrus 16
Greg Bird 15
Jacoby Ellsbury 15
Keon Broxton 15
Paul Janish 15
Chase D'Arnaud 15
Rio Ruiz 15
Cristhian Adames 14
Lewis Brinson 14
Ryan Schimpf 14
Andrew Benintendi 14
Emilio Bonifacio 14
Nicholas Franklin 14
Kevan Smith 14
Mallex Smith 14
Chris Coghlan 13
Scott Schebler 13
Jose Bautista 13
Daniel Murphy 13
Joc Pederson 13
Alex Avila 12
Nolan Fontana 12
Martin Prado 12
Paul DeJong 12
Rob Refsnyder 12
Kyle Schwarber 12
Leonys Martin 12
Nomar Mazara 12
Nick Ahmed 12
Anthony Rizzo 11
Jae-Gyun Hwang 11
Kevin Plawecki 11
Orlando Calixte 11
Scott Van Slyke 11
Brock Stassi 11
Bruce Maxwell III 11
Danny Ortiz 11
Matt Holliday 11
Mark Reynolds 10
JaCoby Jones 10
Jared W. Hoying 10
Luis Sardinas 10
Carlos Correa 10
Chris Owings 10
Adrian Gonzalez 10
Jonathan Lucroy 10
Tom Murphy 10
Ryon Healy 10
Tyler Collins 10
Mitch Moreland 10
Yulieski Gurriel 10
Jarrod Dyson 10
Yandy Diaz 10

Good luck!



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