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@article{yang2014modeling,
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author={Yang, Dingqi and Zhang, Daqing and Zheng, Vincent. W. and Yu, Zhiyong},
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journal={IEEE Transactions on Systems, Man, and Cybernetics: Systems},
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title={Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs},
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year={2015},
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volume={45},
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number={1},
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pages={129--142},
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ISSN={2168-2216},
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publisher={IEEE}
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}
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#include <iostream>
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#include <fstream>
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#include <string>
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#include <unordered_map>
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#include <vector>
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#include <mutex>
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#include <thread>
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#include <functional>
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using namespace std;
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// It receives the file name as a string and returns a dictionary with the keys being the UserID and the values being a vector of VenueID associated with that UserID.
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unordered_map<string, vector<string>> createDictFromFile(string filename) {
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// Create an empty dictionary
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unordered_map<string, vector<string>> dict;
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// Open the file
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ifstream file(filename);
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// Check if the file was opened successfully
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if (!file.is_open()) {
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cerr << "Error opening file " << filename << endl;
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return dict;
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}
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// Read the file line by line
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string userId, venueId;
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while (file >> userId >> venueId) {
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// Check if the userId is already in the dictionary
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if (dict.count(userId) == 0) {
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// If not, create an entry in the dictionary with an empty vector of venues
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dict[userId] = vector<string>();
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}
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// Add the venueId to the vector of venues associated with the userId
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dict[userId].push_back(venueId);
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}
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// Close the file
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file.close();
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cout << "Dict created" << endl;
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// Return the dictionary
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return dict;
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}
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void create_tsv(unordered_map<string, vector<string>> dict, mutex& dict_mutex) {
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// Create an output stream to write the file
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ofstream out_file("output.tsv");
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// Create a mutex to protect the output file
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mutex out_file_mutex;
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// Loop over all the key-value pairs in the map
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for (const auto& kv1 : dict) {
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for (const auto& kv2 : dict) {
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// Check if the keys are the same
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if (kv1.first == kv2.first) continue;
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// Check if the values have elements in common
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vector<string> common;
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for (const auto& str1 : kv1.second) {
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for (const auto& str2 : kv2.second) {
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if (str1 == str2) common.push_back(str1);
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}
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}
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// Write the keys and the number of common elements to the output file
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if (!common.empty()) {
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// Lock the mutexes before accessing the dict and the output file
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lock_guard<mutex> dict_guard(dict_mutex);
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lock_guard<mutex> out_file_guard(out_file_mutex);
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out_file << kv1.first << "\t" << kv2.first << "\t" << common.size() << endl;
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}
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}
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}
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// Close the output file
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out_file.close();
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}
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int main() {
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// Create a map of vectors
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unordered_map<string, vector<string>> dict = createDictFromFile("test.txt");
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// Create a mutex to protect the dict map
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mutex dict_mutex;
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// Create an array of threads
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const int num_threads = 12;
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thread threads[num_threads];
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// Launch the threads
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for (int i = 0; i < num_threads; i++) {
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threads[i] = thread(create_tsv, ref(dict), ref(dict_mutex));
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}
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// Wait for the threads to finish
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for (int i = 0; i < num_threads; i++) {
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threads[i].join();
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}
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return 0;
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}
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