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最佳比特币交易策略

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最佳比特币交易策略

基于深度强化学习的比特币交易策略构建
Applied Soft Computing ( IF 8.263 ) Pub Date : 2021-10-06 , DOI: 10.1016/j.asoc.2021.107952 Fengrui Liu 1 , Yang Li 1 , Baitong Li 1 , Jiaxin Li 2 , 最佳比特币交易策略 Huiyang Xie 3

  1. School of Electrical Engineering, Northeast Electric Power University, Jilin 132012, China
  2. School of Economics and Management, Northeast Electric Power University, Jilin 132012, 最佳比特币交易策略 China
  3. School of Electrical and Electronic Engineering, Hanyang University, Ansan 15588, Gyeonggi, Republic of Korea

由于其去中心化的独特性,新兴的加密货币市场最近在资产配置方面受到了极大关注。然而,其波动性和全新的交易模式使得设计可接受的自动生成策略具有挑战性。本研究提出了一个基于深度强化学习算法的自动高频比特币交易框架——近端策略优化(PPO)。该框架创造性地将交易过程视为行动,将回报视为奖励,将价格视为状态,以与强化学习的思想保持一致。它比较了基于机器学习的静态价格预测模型,包括支持向量机 (SVM)、多层感知器 (MLP)、长短期记忆 (LSTM)、时间卷积网络 (TCN)、和 Transformer 通过将它们应用于实时比特币价格,实验结果表明 LSTM 表现优异。然后以LSTM为基础构建基于PPO的自动生成交易策略来构建策略。广泛的实证研究证实,所提出的方法优于单一金融产品的各种常见交易策略基准。该方法能够在具有同步数据的模拟环境中交易比特币,并获得比最佳基准高31.67%的回报,将基准提高12.75%。所提出的框架可以在波动和激增期间获得超额回报,这为研究构建基于深度学习的单一加密货币交易策略打开了大门。

Bitcoin transaction strategy construction based on deep reinforcement learning

The emerging cryptocurrency market has lately received great attention for asset allocation due to its decentralization uniqueness. However, its volatility and brand new trading mode has made it challenging to devising an acceptable automatically-generating strategy. This study proposes a framework for automatic high-frequency bitcoin transactions based on a deep reinforcement learning algorithm — proximal policy optimization (PPO). The framework creatively regards the transaction process as actions, returns as awards and prices as states to align with the idea of reinforcement learning. It compares advanced machine learning-based models for static price predictions including support vector machine (SVM), multi-layer perceptron (MLP), long short-term memory (LSTM), temporal convolutional network (TCN), and Transformer by applying them to the real-time bitcoin price and the experimental results demonstrate that LSTM outperforms. Then 最佳比特币交易策略 an automatically-generating transaction strategy is constructed building on PPO with LSTM as the basis to construct the policy. Extensive empirical studies validate that the proposed method perform superiorly to various common trading strategy benchmarks for a single financial product. The approach is able to trade bitcoins in a simulated environment with synchronous data and obtains a 31.67% more return than that of the best benchmark, improving the benchmark by 12.75%. The proposed framework can earn excess returns through both the period of volatility and surge, which opens the door to research on building a single 最佳比特币交易策略 cryptocurrency trading strategy based on deep learning. Visualizations of trading the process show how the model handles high-frequency transactions to provide inspiration and demonstrate that it can be expanded to other financial products.

最佳比特币交易策略——5个简单步骤

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27个最佳比特币交易提示和策略

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最佳比特币交易策略 - 5个简单步骤

摘要: 随着上周的价格走势,我们更新了这篇文章,以确保您利用此价格行动。今天的文章是关于加密货币交易策略和日间交易比特币。你可能听说过这么多。有大量的加密货币交易策略可以让你变得富有。我们的交易策略指南团队了 .

如何开始交易比特币:

交易比特币和加密货币的顶级交易所

如何交易比特币

    最佳比特币交易策略
  • 加密交易比股票交易更不稳定。
  • 比特币每周7天,每天24小时交易。
  • 比特币允许低开销的大交易。
  • 比特币是最具流动性的加密货币形式。
  • 24小时内出现多种交易机会。

最佳比特币交易策略 - 5个简单的盈利步骤

这是一种加密货币交易策略,可用于交易所有重要的加密货币。 实际上,这是一个 以太坊交易策略 ,就像比特币交易策略一样。 如果你不知道以太坊是第二大最受欢迎的加密货币(见下图)。

在我们前进之前,我们必须定义神秘的技术指标。 您需要这个以获得最佳比特币交易策略以及如何使用它:

平衡量(OBV): 这是比特币日交易的最佳指标之一。 它用于基本分析仪器外的总资金流量。 OVB使用交易量和价格活动的组合。 这告诉您进出市场的总金额。

没有技术指标每次都100%有效。 在这方面,我们的交易策略指南团队使用OBV指标和其他支持证据来维持我们的交易,并进一步确认我们的交易。 在这一部分出现了以太坊交易策略,该策略将用于识别比特币交易。

让我们开始.
最好的比特币交易策略 最佳比特币交易策略 -

(买入交易规则)

步骤#1:使用以太坊图表和OVB指标覆盖比特币图表。

您的图表设置应该基本上有3个窗口。 一个用于比特币图表,另一个用于以太坊图表。 最后但并非最不重要的是,为OVB指标创建一个窗口。

第二步:寻找比特币价格和以太坊价格之间的智能货币差异。

例如,如果以太坊价格突破重要阻力位或摆动高位且比特币未能做同样的事情,我们就会有明智的资金分歧。 这意味着两种加密货币中的一种是“撒谎”。这是我们称之为加密货币交易策略的主要原因。 以及以太坊的交易策略。

智能货币分歧概念之所以有效,是因为当我们处于趋势时,整个加密货币市场应该朝着同一方向发展。 几十年来,所有其他主要资产类别的原则也是如此。 加密货币交易策略也是如此。

步骤#3:寻找OVB以趋势方向增加。

简单地说,OBV是一个非凡的技术指标。 它可以告诉我们真正的钱是真的买了比特币还是相反他们卖的。 当比特币未能突破阻力位或摆动高位并且以太坊已经突破时,我们希望看到的是,OBV不仅会增加趋势方向,还会超出比特币时的水平。先前处于此阻力水平的交易(见下图)。 以下是 如何识别正确的摆动 以提高您的利润。

步骤#4:将买入限价订单置于阻力位,以试图捕捉可能的突破。

步骤#5:将SL放在突破蜡烛下方,一旦OBV达到105,000,就获利。

注意**以上是买入交易的一个例子. 对于卖出交易,使用相同的规则 - 但相反。 在下图中,您可以使用最佳比特币交易策略查看实际的卖出交易示例。