package ca.pfv.spmf.algorithms.frequentpatterns.two_phase;
/* This file is copyright (c) 2008-2013 Philippe Fournier-Viger
*
* This file is part of the SPMF DATA MINING SOFTWARE
* (http://www.philippe-fournier-viger.com/spmf).
*
* SPMF 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.
*
* SPMF 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
* SPMF. If not, see .
*/
import java.io.BufferedReader;
import java.io.File;
import java.io.FileInputStream;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
/**
* This class represents a transaction database with utility values,
* as used by the Two-Phase algorithm for high
* utility itemset mining.
*
* @see AlgoTwoPhase
* @see TransactionTP
* @author Philippe Fournier-Viger
*/
public class UtilityTransactionDatabaseTP {
// this is the set of items in the database
private final Set allItems = new HashSet();
// this is the list of transactions in the database
private final List transactions = new ArrayList();
/**
* Add a transaction.
* @param t the transaction to be added
*/
public void addTransaction(TransactionTP t){
// add it
transactions.add(t);
// add its item to the set of items
allItems.addAll(t.getItems());
}
/**
* Load a transaction database from a file.
* @param path the path of the file
* @throws IOException exception if error while reading the file.
*/
public void loadFile(String path) throws IOException {
String thisLine;
BufferedReader myInput = null;
try {
FileInputStream fin = new FileInputStream(new File(path));
myInput = new BufferedReader(new InputStreamReader(fin));
// for each transaction (line) in the input file
while ((thisLine = myInput.readLine()) != null) {
// if the line is a comment, is empty or is a
// kind of metadata
if (thisLine.isEmpty() == true ||
thisLine.charAt(0) == '#' || thisLine.charAt(0) == '%'
|| thisLine.charAt(0) == '@') {
continue;
}
// process the transaction
processTransaction(thisLine.split(":"));
}
} catch (Exception e) {
// catch exceptions
e.printStackTrace();
}finally {
if(myInput != null){
// close the file
myInput.close();
}
}
}
/**
* Process a line (transaction) from the input file
* @param line a line
*/
private void processTransaction(String line[]){
// get the transaction utility
int transactionUtility = Integer.parseInt(line[1]);
// Create a list for storing items
List items = new ArrayList();
// for each item
for(String item: line[0].split(" ")){
// convert the item to integer before storing it in the list
items.add(Integer.parseInt(item));
}
// Create a list for storing item utility values
List itemsUtilities = new ArrayList();
for(String utility: line[2].split(" ")){
// convert the item to an integer and add it to the list of item utilities
itemsUtilities.add(Integer.parseInt(utility));
}
// sort the items according to item utilities
bubbleSort(items, itemsUtilities);
// add the transaction to the list of transactions
transactions.add(new TransactionTP(items, itemsUtilities, transactionUtility));
}
/**
* This perform a bubble sort on two lists at the same time (a list
* of items in a transaction and a list of corresponding utility values)
* @param items a list of items
* @param itemsUtilities a corresponding list of utility values
*/
private void bubbleSort(List items, List itemsUtilities) {
// This is just a modified bubble sort algorithm.
// Explanation of the bubble sort algorithm can be found online and
// in most reference books on algorithms.
for(int i=0; i < items.size(); i++){
for(int j= items.size() -1; j>= i+1; j--){
if(items.get(j) < items.get(j-1)){
int temp = items.get(j);
items.set(j, items.get(j-1));
items.set(j-1, temp);
int tempUtilities = itemsUtilities.get(j);
itemsUtilities.set(j, itemsUtilities.get(j-1));
itemsUtilities.set(j-1, tempUtilities);
}
}
}
}
/**
* Print this database to System.out.
*/
public void printDatabase(){
System.out
.println("=================== Database ===================");
int count = 0;
// for each transaction
for(TransactionTP itemset : transactions){
// print the transaction
System.out.print("0" + count + ": ");
itemset.print();
System.out.println("");
count++;
}
}
/**
* Get the number of transactions.
* @return a int
*/
public int size(){
return transactions.size();
}
/**
* Get the list of transactions.
* @return the list of Transactions.
*/
public List getTransactions() {
return transactions;
}
/**
* Get the set of items in this database.
* @return a Set of Integers
*/
public Set getAllItems() {
return allItems;
}
}
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