From b44b5e536f0ba4331e3625173ce35316b7585789 Mon Sep 17 00:00:00 2001 From: saileshsimhadri Date: Sat, 29 Apr 2017 11:00:43 -0400 Subject: [PATCH] Diminishing learning parameter --- src/Learn.java | 18 +- src/LearningEvaluator.java | 2 +- src/weights/alpha.csv | 334 ++++++++++++++++++++++------------- src/weights/beta-history.csv | 4 + src/weights/beta.csv | 6 +- 5 files changed, 236 insertions(+), 128 deletions(-) diff --git a/src/Learn.java b/src/Learn.java index a47f0ff..37a7e76 100644 --- a/src/Learn.java +++ b/src/Learn.java @@ -19,8 +19,8 @@ public class Learn{ // for learning rate, first 30 with .1, next 30 with .05, then final 30 with .01 and see what happens public static void learn(CheckersAI alpha, CheckersAI beta, LearningEvaluator le, BaseEvaluator be){ - final int num_games = 5; - final int iterations = 20; + final int num_games = 30; + final int iterations = 7; Random rand = new Random(); for(int j = 0; j < iterations; j++){ @@ -28,12 +28,24 @@ public class Learn{ System.out.println("playing game " + i); int player = rand.nextInt(2) + 1; // choose which player alpha plays as play(alpha, beta, le, player, true); // alpha and beta play a game - le.updateWeights(.1); // get new weights using data from game + le.updateWeights(learningParameter(i, num_games)); // get new weights using data from game + //le.updateWeights(.1); // get new weights using data from game } faceBeta(alpha, beta, le, be); } } + public static double learningParameter(int played, int games){ + if(played <= .80 * games){ + return .10; + } + else{ + double remaining = games - .80 * games; + double divisor = remaining - (games - played); + return .10/(divisor); + } + } + public static void faceBeta(CheckersAI alpha, CheckersAI beta, LearningEvaluator le, BaseEvaluator be){ boolean w1; boolean w2; diff --git a/src/LearningEvaluator.java b/src/LearningEvaluator.java index 1620686..79a16eb 100644 --- a/src/LearningEvaluator.java +++ b/src/LearningEvaluator.java @@ -45,7 +45,7 @@ public class LearningEvaluator extends BaseEvaluator{ try { double[] new_weights = reg.estimateRegressionParameters(); //get parameters for(double x: new_weights){ - if(Math.abs(x) > 10000){ + if(Math.abs(x) > 100000){ System.out.println("bad data, not updating"); return; } diff --git a/src/weights/alpha.csv b/src/weights/alpha.csv index f9e4f25..7b73f51 100644 --- a/src/weights/alpha.csv +++ b/src/weights/alpha.csv @@ -1,121 +1,213 @@ -50, 50, 50, 50, 50, 50, 50, 50, 50, 50 -112.18521148189082, 339.11499539165874, 44.07104711451371, 42.14598524279633, 48.27479994283501, 45.32547959788732, 42.794612331931084, 56.79767870925702, 58.388461851602, 61.14501593242574 -827.2093944886699, 305.0577150503197, 46.01187838004894, 21.9513559956434, 52.03754032578271, 38.61733415038319, 36.93635623414618, 73.45890613800152, 64.90833480413126, 49.484749796383014 -1234.3874181347514, 275.69075785974974, 48.34168934689889, 2.404049104168134, 61.076485677038235, 41.041987784552994, 38.406443587462775, 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