parallelized-apriori-data-mining

OpenMP based multicore implementation of APriori Algorithm

Getting Started

• Install OpenMP(MacOS)

    brew install omp
    xcode-select --install

Running the Project

    gcc -fopenmp aprioriomp.cpp

PseudoCode

• Pass 1
  • Generate the candidate itemsets in C1
  • Save the frequent itemsets in L1
• Pass k
  • Generate the candidate itemsets in Ck from the frequent itemsets in Lk-1
    • Join Lk-1 p with Lk-1 q, as follows:
      • insert into Ck
      • select p.item1, p.item2, . . . , p.itemk-1, q.itemk-1 from Lk-1 p, Lk-1 q where p.item1 = q.item1, . . . p.itemk-2 = q.itemk-2, p.itemk-1 < q.itemk-1
    • Generate all (k-1) - subsets from the candidate itemsets in Ck
    • Prune all candidate itemsets from Ck where some (k-1) - subset of the candidate itemset is not in the frequent itemset Lk-1
  • Distribute among p threads
  • Scan the transaction database to determine the support for each candidate itemset in Ck
  • Save the frequent itemsets in Lk