
ta4jexamples.strategies.MovingMomentumStrategy Maven / Gradle / Ivy
/**
* The MIT License (MIT)
*
* Copyright (c) 2014-2017 Marc de Verdelhan, 2017-2019 Ta4j Organization & respective
* authors (see AUTHORS)
*
* Permission is hereby granted, free of charge, to any person obtaining a copy of
* this software and associated documentation files (the "Software"), to deal in
* the Software without restriction, including without limitation the rights to
* use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
* the Software, and to permit persons to whom the Software is furnished to do so,
* subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
* FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
* COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
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* CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
*/
package ta4jexamples.strategies;
import org.ta4j.core.BarSeries;
import org.ta4j.core.BarSeriesManager;
import org.ta4j.core.BaseStrategy;
import org.ta4j.core.Rule;
import org.ta4j.core.Strategy;
import org.ta4j.core.TradingRecord;
import org.ta4j.core.analysis.criteria.TotalProfitCriterion;
import org.ta4j.core.indicators.EMAIndicator;
import org.ta4j.core.indicators.MACDIndicator;
import org.ta4j.core.indicators.StochasticOscillatorKIndicator;
import org.ta4j.core.indicators.helpers.ClosePriceIndicator;
import org.ta4j.core.trading.rules.CrossedDownIndicatorRule;
import org.ta4j.core.trading.rules.CrossedUpIndicatorRule;
import org.ta4j.core.trading.rules.OverIndicatorRule;
import org.ta4j.core.trading.rules.UnderIndicatorRule;
import ta4jexamples.loaders.CsvTradesLoader;
/**
* Moving momentum strategy.
*
* @see
* http://stockcharts.com/help/doku.php?id=chart_school:trading_strategies:moving_momentum
*/
public class MovingMomentumStrategy {
/**
* @param series the bar series
* @return the moving momentum strategy
*/
public static Strategy buildStrategy(BarSeries series) {
if (series == null) {
throw new IllegalArgumentException("Series cannot be null");
}
ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
// The bias is bullish when the shorter-moving average moves above the longer
// moving average.
// The bias is bearish when the shorter-moving average moves below the longer
// moving average.
EMAIndicator shortEma = new EMAIndicator(closePrice, 9);
EMAIndicator longEma = new EMAIndicator(closePrice, 26);
StochasticOscillatorKIndicator stochasticOscillK = new StochasticOscillatorKIndicator(series, 14);
MACDIndicator macd = new MACDIndicator(closePrice, 9, 26);
EMAIndicator emaMacd = new EMAIndicator(macd, 18);
// Entry rule
Rule entryRule = new OverIndicatorRule(shortEma, longEma) // Trend
.and(new CrossedDownIndicatorRule(stochasticOscillK, 20)) // Signal 1
.and(new OverIndicatorRule(macd, emaMacd)); // Signal 2
// Exit rule
Rule exitRule = new UnderIndicatorRule(shortEma, longEma) // Trend
.and(new CrossedUpIndicatorRule(stochasticOscillK, 20)) // Signal 1
.and(new UnderIndicatorRule(macd, emaMacd)); // Signal 2
return new BaseStrategy(entryRule, exitRule);
}
public static void main(String[] args) {
// Getting the bar series
BarSeries series = CsvTradesLoader.loadBitstampSeries();
// Building the trading strategy
Strategy strategy = buildStrategy(series);
// Running the strategy
BarSeriesManager seriesManager = new BarSeriesManager(series);
TradingRecord tradingRecord = seriesManager.run(strategy);
System.out.println("Number of trades for the strategy: " + tradingRecord.getTradeCount());
// Analysis
System.out.println(
"Total profit for the strategy: " + new TotalProfitCriterion().calculate(series, tradingRecord));
}
}
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