Wednesday, September 6, 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:

0.335 — Jose Altuve batting against Andrew Moore
0.319 — Eric Hosmer batting against Matt Boyd
0.316 — Melky Cabrera batting against Matt Boyd
0.313 — Lorenzo Cain batting against Matt Boyd
0.311 — Starlin Castro batting against Kevin Gausman
0.310 — Charlie Blackmon batting against Johnny Cueto
0.307 — Whit Merrifield batting against Matt Boyd
0.306 — Gerardo Parra batting against Johnny Cueto
0.300 — Michael Moustakas batting against Matt Boyd
0.297 — Yulieski Gurriel batting against Andrew Moore
0.297 — DJ LeMahieu batting against Johnny Cueto

Matt Boyd allows a .314 BA, but walks quite a few hitters as well. Since the Royals tend to be a team of hackers, they do well against this kind of pitcher. The list is mostly the usual suspects, however.

Here is how the NN with Park ranks the players:

0.335, 0.772 — Jose Altuve batting against Andrew Moore.
0.310, 0.753 — Charlie Blackmon batting against Johnny Cueto.
0.306, 0.742 — Gerardo Parra batting against Johnny Cueto.
0.297, 0.739 — DJ LeMahieu batting against Johnny Cueto.
0.319, 0.735 — Eric Hosmer batting against Matt Boyd.
0.316, 0.734 — Melky Cabrera batting against Matt Boyd.
0.281, 0.733 — Daniel Murphy batting against Dillon Peters.
0.311, 0.733 — Starlin Castro batting against Kevin Gausman.
0.313, 0.731 — Lorenzo Cain batting against Matt Boyd.
0.292, 0.730 — Eduardo Nunez batting against Joseph Biagini.

It’s an Altuve day with Eric Hosmer the consensus second choice. Blackmon has a decent bit of history against Cueto and hits him well.

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
Pablo Sandoval 41
Arismendy Alcantara 24
Aaron Hill 23
Jarrod Saltalamacchia 23
Carlos Beltran 22
Allen Cordoba 21
Jorge Soler 20
Jayson Werth 20
Kyle Higashioka 20
Taylor Featherston 19
Tyler Flowers 19
Chris Gimenez 19
Andrew Benintendi 19
Mark Zagunis 18
Brad Miller 17
Miguel Cabrera 17
Jose Altuve 16
Chase D'Arnaud 15
Howie Kendrick 15
Gorkys Hernandez 15
Paul Janish 15
Cristhian Adames 14
Ryan Schimpf 14
Nick Delmonico 14
Jose Lobaton 14
Emilio Bonifacio 14
Francisco Cervelli 14
Juan Graterol 14
Jake Marisnick 13
Luis Torrens 13
Tyler Moore 13
Chris Coghlan 13
Lewis Brinson 13
Stephen Drew 13
Mike Napoli 13
Ender Inciarte 13
Matt Carpenter 12
Josh Donaldson 12
Hunter Pence 12
Manuel Pina 12
Jarrod Dyson 12
Nolan Fontana 12
Paul Goldschmidt 12
Daniel Robertson 12
Martin Prado 12
Nick Ahmed 12
Luke Maile 12
Danny Ortiz 11
Steven Souza 11
Brock Stassi 11
Mitch Moreland 11
Tom Murphy 11
Curtis Granderson 11
Scott Van Slyke 11
Mike Trout 11
Pat Valaika 11
Tommy La Stella 11
Michael Taylor 11
Trea Turner 11
Jackie Bradley, Jr. 11
Caleb Joseph 10
Luis Sardinas 10
Anthony Rizzo 10
Dominic Smith 10
Tyler Collins 10
Alex Avila 10
Jared Hoying 10
Ehire Adrianza 10
Carlos Moncrief 10
Adonis Garcia 10
Jabari Blash 10

Looks like the Giants don’t have anyone else to play third.

Good luck!



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