RSI = 100 - ( 100 / (1 + (MA(U) / MA(D)) ) )
MA: simple or exponential moving average, depending on the kind of RSI we are interested in.
U: set of current close price - previous close price, if current close price > previous close price (0 otherwise), for each period.
D: set of previous close price - current close price, if current close price < previous close price (0 otherwise), for each period.
This method uses CROSS APPLY, to avoid iterative or cursor-based processes.
First, I create a user-defined table type called OrderedPriceSet:
CREATE TYPE dbo.OrderedPriceSet AS TABLE
(
ValueRank INT PRIMARY KEY,
ValuePrice SMALLMONEY
);
And then I wrote a table-valued user-defined function that calculates the RSI values for each row in a given table of close prices:
CREATE FUNCTION Utility.udfCutlerRSI
(
@priceSet OrderedPriceSet READONLY,
@numValues INT
)
RETURNS @RSI_table TABLE
(
ValueRank INT PRIMARY KEY,
ValuePrice SMALLMONEY
)
AS
BEGIN
-- using CROSS APPLY
-- first, generate the ordered set of differentials (close(now) - close(yesterday))
DECLARE @differentials As OrderedPriceSet;
INSERT @differentials (ValuePrice, ValueRank)
SELECT apply_ps.ValuePrice, ps.ValueRank FROM @priceSet As ps
CROSS APPLY ( SELECT (ps.ValuePrice - inner_ps.ValuePrice) As ValuePrice
FROM @priceSet As inner_ps WHERE inner_ps.ValueRank = ps.ValueRank - 1 ) As apply_ps;
-- now we need to generate the U's and D's of each @numValues period, and calculate the RSI (can be done in one shot I think)
INSERT @RSI_table (ValueRank, ValuePrice)
SELECT diffs.ValueRank,
CASE sub_calcs.Dsum
WHEN 0 THEN 100.0
ELSE (100.0 - (100.0 / (1.0 + ((sub_calcs.Usum / CONVERT(FLOAT, @numValues)) / (sub_calcs.Dsum / CONVERT(FLOAT, @numValues) ))) ))
END AS ValuePrice
FROM @differentials As diffs
CROSS APPLY ( SELECT inner_diffs.ValueRank,
SUM(CASE
WHEN last_vals.ValuePrice > 0 THEN last_vals.ValuePrice
ELSE 0
END) As Usum,
SUM(CASE
WHEN last_vals.ValuePrice < 0 THEN ABS(last_vals.ValuePrice)
ELSE 0
END) As Dsum
FROM @differentials As inner_diffs
CROSS APPLY ( SELECT TOP(@numValues) ValuePrice FROM @differentials
WHERE ValueRank <= inner_diffs.ValueRank
ORDER BY ValueRank DESC ) last_vals
WHERE inner_diffs.ValueRank = diffs.ValueRank
GROUP BY ValueRank) sub_calcs;
RETURN;
END;
Finally, I use this UDF by passing it an OrderedPriceSet of chronologically ranked Close Price values, and a number of periods for my RSI, and INSERT the output into a table variable which now contains all RSIs for each ranked row.
No comments:
Post a Comment