org.apache.mahout.cf.taste.recommender.ItemBasedRecommender Maven / Gradle / Ivy
/**
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You 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 org.apache.mahout.cf.taste.recommender;
import java.util.List;
import org.apache.mahout.cf.taste.common.TasteException;
import org.apache.mahout.common.LongPair;
/**
*
* Interface implemented by "item-based" recommenders.
*
*/
public interface ItemBasedRecommender extends Recommender {
/**
* @param itemID
* ID of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find
* @return items most similar to the given item, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long itemID, int howMany) throws TasteException;
/**
* @param itemID
* ID of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find
* @param rescorer
* {@link Rescorer} which can adjust item-item similarity estimates used to determine most similar
* items
* @return itemss most similar to the given item, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long itemID, int howMany, Rescorer rescorer) throws TasteException;
/**
* @param itemIDs
* IDs of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find estimates used to determine most similar items
* @return items most similar to the given items, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long[] itemIDs, int howMany) throws TasteException;
/**
* @param itemIDs
* IDs of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find
* @param rescorer
* {@link Rescorer} which can adjust item-item similarity estimates used to determine most similar
* items
* @return items most similar to the given items, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long[] itemIDs,
int howMany,
Rescorer rescorer) throws TasteException;
/**
* @param itemIDs
* IDs of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find
* @param excludeItemIfNotSimilarToAll
* exclude an item if it is not similar to each of the input items
* @return items most similar to the given items, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long[] itemIDs,
int howMany,
boolean excludeItemIfNotSimilarToAll) throws TasteException;
/**
* @param itemIDs
* IDs of item for which to find most similar other items
* @param howMany
* desired number of most similar items to find
* @param rescorer
* {@link Rescorer} which can adjust item-item similarity estimates used to determine most similar
* items
* @param excludeItemIfNotSimilarToAll
* exclude an item if it is not similar to each of the input items
* @return items most similar to the given items, ordered from most similar to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List mostSimilarItems(long[] itemIDs,
int howMany,
Rescorer rescorer,
boolean excludeItemIfNotSimilarToAll) throws TasteException;
/**
*
* Lists the items that were most influential in recommending a given item to a given user. Exactly how this
* is determined is left to the implementation, but, generally this will return items that the user prefers
* and that are similar to the given item.
*
*
*
* This returns a {@link List} of {@link RecommendedItem} which is a little misleading since it's returning
* recommending items, but, I thought it more natural to just reuse this class since it
* encapsulates an item and value. The value here does not necessarily have a consistent interpretation or
* expected range; it will be higher the more influential the item was in the recommendation.
*
*
* @param userID
* ID of user who was recommended the item
* @param itemID
* ID of item that was recommended
* @param howMany
* maximum number of items to return
* @return {@link List} of {@link RecommendedItem}, ordered from most influential in recommended the given
* item to least
* @throws TasteException
* if an error occurs while accessing the {@link org.apache.mahout.cf.taste.model.DataModel}
*/
List recommendedBecause(long userID, long itemID, int howMany) throws TasteException;
}