ayrat555 / clope

Elixir implementation of CLOPE: A Fast and Effective Clustering Algorithm for Transactional Data

Clope

CLOPE: A Fast and Effective Clustering Algorithm for Transactional Data

The algorithm's description http://www.inf.ufrgs.br/~alvares/CMP259DCBD/clope.pdf

Installation

If available in Hex, the package can be installed as:

1. Add clope to your list of dependencies in mix.exs:

  def deps do
    [{:clope, "~> 0.1.4"}]
  end

2. Ensure clope is started before your application:

  def application do
    [applications: [:clope]]
  end

How to use

iex> input = [
  {"transaction1", ["object1", "object2", "object3"]},
  {"transaction2", ["object1", "object5"]},
  {"transaction3", ["object2", "object3"]},
  {"transaction4", ["object1", "object5"]}
]
iex> result = input |> Clope.clusterize(2)
[
  [
    {"transaction1", ["object1", "object2", "object3"]},
    {"transaction3", ["object2", "object3"]}
  ],
  [
    {"transaction2", ["object1", "object5"]},
    {"transaction4", ["object1", "object5"]}
  ]
]

clope's Issues

Optimize clusterization of large datasets using Flow

Flow can be used in finding best cluster

Benchmarks should be provided.

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