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clj-weka

Clojure wrapper for the java machine learning library weka

Clojars Project

Usage

Convert between csv, arff and edn

(require '[clj-weka.preprocess.convert :as convert])

(-> "data.arff" slurp arff->csv)

(-> "data.csv" slurp csv->arff)

(-> "data.csv" slurp csv->edn)

(edn->csv [{:a 1 :b "hello"}])

(edn->arff [{:a 1 :b "hello"}])

(-> "data.arff" slurp arff->edn)

Simple K Means clustering

(require '[clj-weka.cluster.simple-k-means :as simple-k-means])

(simple-k-means/cluster '({:a 1} {:a 1} {:a 5}) {:clusters 2})
; => (0 0 1)

(simple-k-means/cluster 
  '({:a 1} {:a 1} {:a 5})
  {:clusters                           2
   :seed                               10
   :max-canopies-hold-in-mem           100
   :min-canopy-density                 2.0
   :canopy-periodic-pruning-rate       10000
   :canopy-t1                          -1.25
   :canopy-t2                          -1.0
   :distance-fn                        :euclidean-distance
   :replace-missing-vals?              true
   :fast-distance-calc?                false
   :initialization-method              :random
   :max-iterations                     500
   :execution-slots                    1
   :reduce-distance-calcs-via-canopies false})
; => (0 0 1)

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