module Main where import Data.Set (Set) import qualified Data.Set as Set import qualified Data.List as List -- data structures defined here data Item = Item String deriving (Eq, Ord) instance Show Item where show (Item s) = s --"Item " ++ s data ItemSet = ItemSet (Set Item) deriving (Eq, Ord) instance Show ItemSet where show (ItemSet x) = let y = foldl (++) "" $ map show $ Set.toList x in y type Frequency = Double semiUnion :: ItemSet -> ItemSet -> ItemSet semiUnion (ItemSet set1) (ItemSet set2) = ItemSet (if max1 <= max2 && Set.delete max1 set1 == Set.delete max2 set2 then set1 `Set.union` set2 else Set.empty) where max1 = Set.findMax set1 max2 = Set.findMax set2 -- generate all possible combinations from a set of singletons generateLevels :: [Item] -> [[ItemSet]] generateLevels singles = until (\x -> head x == lastLevel) (\x -> generateNextLevel (head x) : x) [firstLevel] where firstLevel = map (\x -> ItemSet $ Set.fromList [x]) singles lastLevel = [ItemSet $ Set.fromList singles] generateNextLevel :: [ItemSet] -> [ItemSet] generateNextLevel level = foldr (\value old -> generate value ++ old) [] level where generate value = takeWhile (/= empty) (foldr (\x old -> semiUnion value x : old) [] (tail $ List.dropWhile (/= value) level)) where empty = ItemSet $ Set.fromList [] frequency :: [ItemSet] -> ItemSet -> Frequency frequency table (ItemSet set) = setCount / fromIntegral (length table) where setCount = fromIntegral $ length (filter (\(ItemSet row) -> set `Set.isSubsetOf` row) table) singletons :: [ItemSet] -> [Item] singletons table = Set.toList $ foldr (\(ItemSet row) old -> old `Set.union` row) (Set.fromList []) table where frequentPatterns :: Frequency -> [ItemSet] -> [[ItemSet]] frequentPatterns thresh table = until (\x -> [] == head x) (\x -> filterByFrequency (generateNextLevel (head x)) : x) [firstLevel] where firstLevel = map (\x -> ItemSet $ Set.fromList [x]) (singletons table) filterByFrequency = filter (\x -> frequency table x >= thresh) main :: IO() main = print $ frequentPatterns 1 table where table = [ItemSet (Set.fromList [Item "a", Item "b", Item "c"]), ItemSet (Set.fromList [Item "a", Item "b"])]