Last time I left you with a recursive solution to counting the number of vote sequences where candidate always has the higher number of votes. This time, I want to look at the closed-form solution to counting the same.
There is a reason why I want to do this because when I was thinking of a solution it didn’t strike me at all that the answer had to do with Catalan numbers even after I realized that counting the number of balanced parantheses is an equivalent problem. Rustiness annoys me. So, this time I want to come up a proof I’ll remember.
Suppose candidate ends up with only one vote more than candidate . We know that the first vote has to be for candiate . That leaves us with votes for each candidate that we have to arrange so that always stays on top. You will note that is equivalent to arranging pairs of parantheses so that they remain balanced.
Below is a procedure for generating all sequences of balanced parantheses.
> import Data.List > > gen_valid :: Int -> [String] > gen_valid n = loop n n 0 > where > loop 0 0 _ = [""] > loop 0 b _ = [')' : s | s <- loop 0 (b-1) 0] > loop a b k = ['(' : s | s <- loop (a-1) b (k+1)] ++ > if k > 0 then [')' : s | s <- loop a (b-1) (k-1)] else 
ghci> gen_valid 1 ["()"] ghci> gen_valid 2 ["(())","()()"] ghci> gen_valid 3 ["((()))","(()())","(())()","()(())","()()()"] ghci> gen_valid 4 ["(((())))","((()()))","((())())","((()))()","(()(()))","(()()())","(()())()","(())(())","(())()()","()((()))","()(()())","()(())()","()()(())","()()()()"]
We also know that the total number of possible arrangements (valid and invalid) is given by . The Catalan number gives the number of valid arrangements as a fraction of all possible arrangements
How does this fraction come about?
One way to interpret this fraction is to say that for every valid arrangement there are corresponding invalid arrangements. Can we come up with a way to transform a valid arrangement into unique invalid arragements?
I suspect that it should be possible given that the invalid arrangments might have to do with inverting each of the parantheses in the sequence. For example, we can transform to or to these two and . What happens when we have nested parantheses? What does become? Note that to flip the internal parantheses alone is bad because we get ! It would seem that we should flip the parent before its children: that way we get these two and . So far so good. I now code the general procedure and check that it generates all arrangments from just the valid ones.
The following function extracts a top level balanced string and returns the rest.
> split :: String -> Maybe (String,String) > split  = Nothing > split ss = Just $ splitAt (len+1) ss > where len = length . takeWhile (>0) . tail . scanl (\x c -> if c=='(' then x+1 else x-1) 0 $ ss
ghci> split "(())()()" Just ("(())","()()")
This function returns all top level balanced strings.
> splits :: String -> [String] > splits = unfoldr split
ghci> splits "(())()()" ["(())","()","()"]
The following takes a valid sequence and generates invalid sequences.
> validToInvalids :: String -> [String] > validToInvalids str = concat $ map (\i -> modAt i lst) [0..length lst-1] > where lst = splits str > change (_:xs) = ')' : init xs ++ "(" > modAt i xs = let (lhs,ss:rhs) = splitAt i xs > in -- this flips the outer and leavs the inner the same > concat (lhs ++ [change ss] ++ rhs) : > -- this recurses into the inner and wraps with a flipped outer > map (\x -> concat $ lhs ++ [")" ++ x ++ "("] ++ rhs) (validToInvalids (init . tail $ ss)) > > choose :: Int -> Int -> Int > choose n k = fact n `div` fact k `div` fact (n-k) > where fact a = product [2..a]
Let’s check that all the invalid sequences generated are unique and that it sums up to all possible arrangements.
ghci> validToInvalids "()" [")("] ghci> validToInvalids "()()" [")(()","())("] ghci> validToInvalids "(())" [")()(","))(("] ghci> choose 6 3 == (length . nub . concat . map (\x -> x : validToInvalids x) $ gen_valid 3) True ghci> choose 8 4 == (length . nub . concat . map (\x -> x : validToInvalids x) $ gen_valid 4) True ghci> choose 10 5 == (length . nub . concat . map (\x -> x : validToInvalids x) $ gen_valid 5) True
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