GitHub - CodeFarmer/decision-tree: Small, general decision-tree concept learning library for Clojure

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Small, general decision-tree concept learning library for Clojure

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Name		Name	Last commit message	Last commit date
Latest commit History 15 Commits
src/decision_tree		src/decision_tree
test/decision_tree/test		test/decision_tree/test
README		README
project.clj		project.clj

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Small, general (map-based) decision tree concept learning library for
Clojure.

Example:

user> (use 'decision-tree.core)

nil

user> (def sample-data

  [[{:outlook "Sunny",    :temperature "Hot",   :humidity  "High",   :wind  "Weak"},    "No"],
   [{:outlook "Sunny",    :temperature "Hot",   :humidity  "High",   :wind  "Strong"},  "No"],
   [{:outlook "Overcast", :temperature  "Hot",  :humidity  "High",   :wind  "Weak"},   "Yes"],
   [{:outlook "Rain",     :temperature  "Mild", :humidity  "High",   :wind  "Weak"},   "Yes"],
   [{:outlook "Rain",     :temperature  "Cool", :humidity  "Normal", :wind  "Weak"},   "Yes"],
   [{:outlook "Rain",     :temperature  "Cool", :humidity  "Normal", :wind  "Strong"}, "No"],
   [{:outlook "Overcast", :temperature  "Cool", :humidity  "Normal", :wind  "Strong"}, "Yes"],
   [{:outlook "Sunny",    :temperature  "Mild", :humidity  "High",   :wind  "Weak"},   "No"],
   [{:outlook "Sunny",    :temperature  "Cool", :humidity  "Normal", :wind  "Weak"},   "Yes"],
   [{:outlook "Rain",     :temperature  "Mild", :humidity  "Normal", :wind  "Weak"},   "Yes"],
   [{:outlook "Sunny",    :temperature  "Mild", :humidity  "Normal", :wind  "Strong"}, "Yes"],
   [{:outlook "Overcast", :temperature  "Mild", :humidity  "High",   :wind  "Strong"}, "Yes"],
   [{:outlook "Overcast", :temperature  "Hot",  :humidity  "Normal", :wind  "Weak"},   "Yes"],
   [{:outlook "Rain",     :temperature  "Mild", :humidity  "High",   :wind  "Strong"}, "No"]]
)

#'user/sample-data

user> (build-decision-tree sample-data)
[:outlook {"Sunny" [:humidity {"High" "No", "Normal" "Yes"}], "Overcast" "Yes", "Rain" [:wind {"Weak" "Yes", "Strong" "No"}]}]

user> (tree-decide (build-decision-tree sample-data) {:outlook "Sunny", :temperature "Hot", :humidity "High", :wind  "Weak"})

"No"

## License

Copyright (C) 2011 FIXME

Distributed under the Eclipse Public License, the same as Clojure.