// Copyright (C) 2010 Zeno Gantner, Steffen Rendle
// Copyright (C) 2011 Zeno Gantner, Chris Newell
//
// This file is part of MyMediaLite.
//
// MyMediaLite is free software: you can redistribute it and/or modify
// it under the terms of the GNU General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// MyMediaLite is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with MyMediaLite. If not, see <http://www.gnu.org/licenses/>.
package org.mymedialite.ratingprediction;
/**
* Uses the average rating value of a user for predictions.
*
* This recommender does NOT support incremental updates.
* @version 2.03
*/
public class UserAverage extends EntityAverage {
/**
*
*/
public void train() {
super.train(ratings.users(), ratings.maxUserID());
}
/**
*
*/
public boolean canPredict(int user_id, int item_id) {
return (user_id <= ratings.maxUserID());
}
/**
*
*/
public double predict(int user_id, int item_id) {
if (user_id < entity_averages.size())
return entity_averages.get(user_id);
else
return global_average;
}
/**
*
*/
public void addRating(int user_id, int item_id, double rating) {
super.addRating(user_id, item_id, rating);
retrain(user_id, ratings.byUser().get(user_id), ratings.users());
}
/**
*
*/
public void updateRating(int user_id, int item_id, double rating) {
super.updateRating(user_id, item_id, rating);
retrain(user_id, ratings.byUser().get(user_id), ratings.users());
}
/**
*
*/
public void removeRating(int user_id, int item_id) {
super.removeRating(user_id, item_id);
retrain(user_id, ratings.byUser().get(user_id), ratings.users());
}
/**
*
*/
public void addUser(int user_id) {
while (entity_averages.size() < user_id + 1)
entity_averages.add(0.0D);
}
/**
*
*/
public void removeUser(int user_id) {
entity_averages.set(user_id, global_average);
}
}