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A super simple example of inference from a set of triples.
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;; knowledge representation, syllogism via knowledge base | |
(defrecord Triple [subject predicate object]) | |
(def knowledge-base | |
[(Triple. :Socrates :is-a :Greek) | |
(Triple. :Greek :is-a :human-being) | |
(Triple. :human-being :has-property :mortal)]) | |
(defn collect-predicate-along-axis [kb subject predicate axis] | |
(let [facts (filter #(= subject (:subject %)) kb) | |
arcs (filter #(= axis (:predicate %)) facts)] | |
(concat | |
(filter #(= predicate (:predicate %)) facts) | |
(mapcat #(collect-predicate-along-axis kb (:object %) predicate axis) arcs)))) | |
(defn get-properties [subject kb] | |
(map :object (collect-predicate-along-axis kb subject :has-property :is-a))) | |
(get-properties :Socrates knowledge-base) | |
;; => (:mortal) | |
(def knowledge-base | |
[(Triple. :Berlin :is-a :city) | |
(Triple. :Berlin :part-of :Germany) | |
(Triple. :Germany :part-of :EU) | |
(Triple. :EU :part-of :Eurasia) | |
(Triple. :Eurasia :part-of :Earth)]) | |
(defn part-of-what? [subject kb] | |
(map :object (collect-predicate-along-axis kb subject :part-of :part-of))) | |
(part-of-what? :Berlin knowledge-base) | |
;; => (:Germany :EU :Eurasia :Earth) | |
;; Again with more relations | |
(def knowledge-base | |
[(Triple. :Berlin :is-a :city) | |
(Triple. :Berlin :part-of :Germany) | |
(Triple. :Germany :part-of :Mitteleuropa) | |
(Triple. :Germany :member-of :EU) | |
(Triple. :Germany :member-of :NATO) | |
(Triple. :Mitteleuropa :part-of :Eurasia) | |
(Triple. :Eurasia :part-of :Earth)]) | |
;; find :part-of and :member-of relations for :Berlin by along the :part-of axis | |
(reduce #(assoc %1 %2 (map :object (collect-predicate-along-axis knowledge-base :Berlin %2 :part-of))) | |
{} [:part-of :member-of]) | |
;; => {:member-of (:EU :NATO), :part-of (:Germany :Mitteleuropa :Eurasia :Earth)} |
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