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authorAndroid (Google) Code Review <android-gerrit@google.com>2009-05-21 18:16:51 -0700
committerAndroid (Google) Code Review <android-gerrit@google.com>2009-05-21 18:16:51 -0700
commitcfcc0df2658d0ce7dc753511bb44ab8ae7a636f7 (patch)
treef6145ea2db7d22168e1ca59cadd0b9eff9712a0a /core/java/android/gesture/InstanceLearner.java
parentc4d5d02667af6989a3121072871f6a4b1e68b594 (diff)
parentdb567c390bd56c05614eaa83c02dbb99f97ad9cc (diff)
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Merge change 2285 into donut
* changes: Move the Gestures API to the framework in android.gesture.
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diff --git a/core/java/android/gesture/InstanceLearner.java b/core/java/android/gesture/InstanceLearner.java
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+/*
+ * Copyright (C) 2008-2009 The Android Open Source Project
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package android.gesture;
+
+import android.util.Config;
+import android.util.Log;
+import static android.gesture.GestureConstants.*;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.Comparator;
+import java.util.Iterator;
+import java.util.TreeMap;
+
+/**
+ * An implementation of an instance-based learner
+ */
+
+class InstanceLearner extends Learner {
+ @Override
+ ArrayList<Prediction> classify(int gestureType, float[] vector) {
+ ArrayList<Prediction> predictions = new ArrayList<Prediction>();
+ ArrayList<Instance> instances = getInstances();
+ int count = instances.size();
+ TreeMap<String, Double> label2score = new TreeMap<String, Double>();
+ for (int i = 0; i < count; i++) {
+ Instance sample = instances.get(i);
+ if (sample.vector.length != vector.length) {
+ continue;
+ }
+ double distance;
+ if (gestureType == GestureLibrary.SEQUENCE_SENSITIVE) {
+ distance = GestureUtilities.cosineDistance(sample.vector, vector);
+ } else {
+ distance = GestureUtilities.squaredEuclideanDistance(sample.vector, vector);
+ }
+ double weight;
+ if (distance == 0) {
+ weight = Double.MAX_VALUE;
+ } else {
+ weight = 1 / distance;
+ }
+ Double score = label2score.get(sample.label);
+ if (score == null || weight > score) {
+ label2score.put(sample.label, weight);
+ }
+ }
+
+ double sum = 0;
+ for (String name : label2score.keySet()) {
+ double score = label2score.get(name);
+ sum += score;
+ predictions.add(new Prediction(name, score));
+ }
+
+ // normalize
+ for (Prediction prediction : predictions) {
+ prediction.score /= sum;
+ }
+
+ Collections.sort(predictions, new Comparator<Prediction>() {
+ public int compare(Prediction object1, Prediction object2) {
+ double score1 = object1.score;
+ double score2 = object2.score;
+ if (score1 > score2) {
+ return -1;
+ } else if (score1 < score2) {
+ return 1;
+ } else {
+ return 0;
+ }
+ }
+ });
+
+ return predictions;
+ }
+}