量化交易之hft篇 - alpha因子 (DiffAlpha)
原创
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#pragma once
#include "../../Includes/WTSDataDef.hpp"
USING_NS_OTP;
namespace hftalphas {
typedef unique_ptr<vector<WTSTickData>> TicksUPtr;
class DiffAlpha {
public:
DiffAlpha() = default;
~DiffAlpha() = default;
public:
static int32_t alphaValue(const TicksUPtr& ticks, const uint32_t length, const uint32_t unitValue = 1);
};
}
#include "TQZHftDiff.h"
namespace hftalphas {
int32_t DiffAlpha::alphaValue(const TicksUPtr& ticks, const uint32_t length, const uint32_t unitValue) {
if (ticks->size() <= length || !length)
return 0;
double sumDifferValue(0);
double lastDifferValue(0);
for (size_t index(ticks->size() - length); index < ticks->size(); index++) {
WTSTickData pre_tickData = ticks->at(index-1);
WTSTickData tickData = ticks->at(index);
double pre_midPrice = (pre_tickData.askprice(0) + pre_tickData.bidprice(0)) * 0.5;
double midPrice = (tickData.askprice(0) + tickData.bidprice(0)) * 0.5;
sumDifferValue += (midPrice - pre_midPrice);
lastDifferValue = (midPrice - pre_midPrice);
}
double averageDifferValue(sumDifferValue / length);
/// calculate alpha value.
int32_t differAlphaValue(0);
if (lastDifferValue > averageDifferValue)
differAlphaValue = unitValue;
else if (lastDifferValue < averageDifferValue)
differAlphaValue = (-1 * unitValue);
return differAlphaValue;
}
}