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Discrete wavelet transform

The Discrete wavelet transform indicator is an enhanced implementation of the numerical and functional analysis for MetaTrader 4, the discrete wavelet transform method (DWT). The specific feature of DWT is the way the wavelet is represented in the form of a discrete signal (sample). DWT is widely used for filtering and preliminary processing of data, for analyzing the state and making forecasts for the stock and currency markets, for recognizing patterns, processing and synthesizing various signals, for example, speech and medical signals, for solving the problems of image compression and processing, in learning neural networks and in many other cases.

The Discrete wavelet transform indicator is a filter, which is used for finding optimal market entry and exit points in trending conditions. It allows for more accurate forecasting and analysis of the current and emerging trend.

Discrete wavelet transform includes several methods for filtering the analyzed signal.
  • 1. Haar (haar)
  • 2. Daubechies (db1, db2, db3, db4, db5, db6, db7, db8, db9, db10)
  • 3. Coiflet (coif1, coif2, coif3, coif4, coif5)
  • 4. Biorthogonal (bior11, bior13, bior15, bior22, bior24 и др)
  • 5. Reverse Biorthogonal (rbior11, rbior13, rbior15, rbior22, bior24 и др)

as well as the calculation options and final filter presentation variants

  • 1. DWT is discrete wavelet transform
  • 2. MODWT is discrete wavelet transform with overlap
  • 3. SWT is stationary wavelet transform

Filters differ in basic functions, wavelet transform coefficients, as well as calculation methods (mainly iterative). Each filter has its own characteristics in the time and frequency space. The use of different filters allows identifying certain properties of the analyzed signal.

The number of wavelets used in signal analysis determines the level of decomposition. The accuracy of the signal presentation decreases on higher levels of decomposition, but the possibility of filtering the signal at a higher quality with better noise removal and efficient compression increases.


Adjustable Parameters

  • type - calculation type (0-DWT, 1-MODWT, 2-SWT);
  • filter - filter type;
  • indicator - indicator used for transform (0-1);
  • length - indicator length;
  • J - the level of decomposition.
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TPSpro TREND PRO 是一个趋势指标，可以自动分析市场并提供有关趋势及其每次变化的信息，并给出进入交易的信号而无需重新绘制！ 该指标使用每根蜡烛，分别对其进行分析。指不同的脉冲——向上或向下脉冲。货币、加密货币、金属、股票、指数交易的准确切入点！ MT5版本                 指标的完整描述   我们建议将其与 指示器 -   RFI LEVELS 一起使用 主要功能： 准确的输入信号，无需渲染！ 如果出现信号，它仍然相关！这是与重提指标的一个重要区别，重提指标可以提供信号然后改变信号，这可能导致存款资金的损失。现在您可以以更高的概率和准确度进入市场。还有一个功能是在箭头出现后为蜡烛着色，直到达到目标（止盈）或出现反转信号。 显示止损/获利区域 为了提高搜索切入点时的视觉清晰度，创建了一个模块，该模块最初显示买入/卖出区域，在该区域中搜索进入市场的最佳点。用于处理止损水平的附加智能逻辑有助于随着时间的推移减小其大小，从而降低进入交易（移动 sl）时的初始风险。 显示较高时间范围内的最小值/最大值（MTF 模式） 添加了一项功能，可以显示较高时间间隔的最小
Scalper Inside PRO
Alexey Minkov
4.73 (56)
指标
An exclusive indicator that utilizes an innovative algorithm to swiftly and accurately determine the market trend. The indicator automatically calculates opening, closing, and profit levels, providing detailed trading statistics. With these features, you can choose the most appropriate trading instrument for the current market conditions. Additionally, you can easily integrate your own arrow indicators into Scalper Inside Pro to quickly evaluate their statistics and profitability. Scalper Inside
Moving Average Currency Strength Meter
Emir Revolledo
4.32 (19)
指标
（目前 三十% 折扣） 在阅读该指标的描述之前，我只想向您介绍以下概念 移动平均线 - 仅基于一张图表的典型移动平均线。 货币强度线 - 某一货币对的移动平均线，其强度基于 二十八 对。可以说是真正的移动平均线。 移动平均线确实是几乎每个交易者都使用的最受欢迎的指标之一。 货币强度计也是一种基于多种货币的趋势指标。 移动平均货币强度计是一个图表指标，它为您提供带有货币强度计算法的移动平均线。 蓝色线是每个交易者使用的正常移动平均线。而红线是货币强度线。 指标参数 设置 调整时间框架 移动平均时间帧 - 从 M1 到 MN 选择您想要的时间帧 货币行周期 - 货币行的输入周期 *注意：输入“零”表示当前蜡烛。示例：周期为 0 的 D1 表示当前 D1 蜡烛的强度 移动平均线周期 - 移动平均线周期 方法 - 移动平均法 移动平均线移动 - 移动平均线的移动 价格 - 选择要使用的价格类型  点子交叉 - 移动平均线 和 货币强度线 之间的区别，用于判断货币对是趋势还是交叉 显示设置 字体 - 编辑字体 显示或隐藏优势、
Currency Strength Exotics
Bernhard Schweigert
4.87 (31)
指标
目前8折优惠! 对任何新手或专家交易者来说都是最好的解决方案! 这个指标是专门用来显示任何符号的货币强度，如异国货币对、商品、指数或期货。它是同类产品中的第一个，任何符号都可以添加到第9行，以显示黄金、白银、石油、DAX、US30、MXN、TRY、CNH等的真实货币强度。这是一个独特的、高质量的、负担得起的交易工具，因为我们已经纳入了一些专有的功能和一个新的公式。想象一下，你的交易将如何改善，因为你能够准确地确定新趋势或剥头皮机会的触发点？ 用户手册：点击这里   https://www.mql5.com/en/blogs/post/708876 它适用于所有时间框架。你将很快能够看到TREND! 根据新的基础算法设计，它使识别和确认潜在交易变得更加容易。这是因为它以图形方式显示了8种主要货币和一种符号的强弱。 该指标显示了8种主要货币（澳元加元瑞士法郎欧元英镑日元新西兰美元）的强弱线，再加上一个符号! 该指标显示了符号的真实价值。例如：对于XAUUSD（黄金）：价格以美元报价。如果黄金在上涨，你怎么能知道是黄金的强势还是美元的弱势？只有当黄金走强时，我们才会进行
Pair Trading Station MT4
Young Ho Seo
3.67 (3)
指标
How to use Pair Trading Station Pair Trading Station is recommended for H1 time frame and you can use it for any currency pairs. To generate buy and sell signal, follow few steps below to apply Pair Trading Station to your MetaTrader terminal. When you load Pair Trading Station on your chart, Pair Trading station will assess available historical data in your MetaTrader platforms for each currency pair. On your chart, the amount of historical data available will be displayed for each currency pai
WaveTheoryFully automatic calculation
Kaijun Wang
5 (4)
指标
本指标是实践实战交易完善的波浪自动分析的指标   !  案例... 注: 波浪分级用西方叫法不习惯,因受到缠论(缠中说禅)命名方式习惯的影响,我是将基础波浪命名为 笔 ,将二级波段命名为 段 ,同时具有趋势方向的段命名为 主趋段 (以后笔记中都是这种命名方式,先告知大家),但是算法上和缠论关系不大切勿混淆.反映的是本人分析盘面总结的 千变万化纷繁复杂的运行规律 . 对波段进行了标准化定义,不再是不同人不同的浪  ,   对人为干扰的画法进行了排除,在严格分析进场起到了关键的作用 . 使用这个指标,等于将交易界面提升美感,抛弃最原始的K线交易带你进入新的交易层次.如果不是为了交易,在宣传上也将使客户观感提升层次. 指标内容: 1. 基础波浪 (笔) : 首先我们找出了价格波动过程中的基础波动拐点,当然他的有序性低,为下一步的计算提供基础. 2. 二级波段( 段 ) :在基础波浪的基础上,通过算法分析得到层级更明显的二级波段,二级波段为波浪提供了分析基础 3. 波浪( 浪 ): 有着更清晰的趋势,更清晰直观的方向.分析一个波浪是否延续,需要看二级波段的形态,分析二级的构成,可以
Quantum Trend Sniper Indicator MT4
Bogdan Ion Puscasu
4.64 (36)
指标
介绍   量子趋势狙击指标 ，突破性的 MQL5 指标，正在改变您识别和交易趋势反转的方式！由拥有超过13年交易经验的资深交易员团队开发，     量子趋势狙击指标   旨在通过其创新的方式以极高的准确度识别趋势反转，将您的交易之旅推向新的高度。 ***购买量子趋势狙击指标，即可免费获得量子突破指标！*** 当量子突破指标识别出趋势反转时，它会向您发出警报和信号箭头，并建议您三个止盈水平。 它既适合新手交易者，也适合专业交易者。 量子 EA 通道：       点击这里 MT5版本：       点击这里 建议： 时间范围:  所有时间范围。为了获得最佳结果，我们建议在 M15、M30 和 H1 时间范围内使用它。 货币对：欧元兑美元、英镑兑美元、澳元兑美元、欧元兑英镑, EURAUD, XAUUSD 账户类型：ECN、Raw 或 Razor，点差极低 经纪时间：任意 经纪商：IC Markets、Pepperstone with Raw 和 Razor 的点差最低 建议止损：50 点 建议止盈水平：20 点、50 点和 1
Dynamic Forex28 Navigator
Bernhard Schweigert
5 (2)
指标
Dynamic Forex28 Navigator - 下一代外汇交易工具。 当前 49% 折扣。 Dynamic Forex28 Navigator 是我们长期流行的指标的演变，将三种功能合二为一： 高级货币强度 28 指标 （695 条评论）+ 高级货币 IMPULSE 带警报 （520 条评论）+ CS28 组合信号（奖励）。 有关指标的详细信息 https://www.mql5.com/en/blogs/post/758844 下一代强度指标提供什么？ 您喜欢的原始指标的一切，现在通过新功能和更高的精度进行了增强。 主要特点： 专有货币强度公式。  所有时间范围内的平滑和准确的强度线。 非常适合识别趋势和精确进入。 动态市场斐波那契水平（市场斐波那契）。  此指标独有的独特功能。 斐波那契应用于货币强度，而不是价格图表。 适应实时市场活动以获得准确的反转区域。 实时市场动量。  第 9 行显示市场是活跃还是被动。 对于定时交易至关重要。 全面的警报和显示。  每种货币最强的买入和卖出动量。 ​​28 对的双重动量买入和卖出。 超买/超卖警告外部范围
Enigmera
Ivan Stefanov
5 (3)
指标
ENIGMERA：市场核心 https://www.enigmera.com 简介 该指标和交易系统是金融市场的一种非凡方法。ENIGMERA 利用分形周期精确计算支撑位和阻力位。它能显示真实的累积阶段，并给出方向和目标。 该系统无论在趋势中还是在修正中都能发挥作用。 它是如何运行的？ ENIGMERA 由三条线组成：支撑/阻力线、目标线和偏离线。与一般市场指标将过去的数据推断为现在和未来的情况不同，该系统能提供当前的完整情况。如果你处于支撑位，这意味着真正的支撑；如果你处于阻力位，这意味着真正的阻力。如果突破某一水平，则表示趋势发生变化。没有重绘。 由于市场在不断变化，ENIGMERA 不断调整其评估工具，定期修改策略。  这保证了每种情况都能得到全面评估。这一市场指标的独特性显而易见，其能力不言而喻。  ENIGMERA 为金融分析师和咨询师提供服务，他们需要可靠的见解与客户分享，也为投资者提供服务，他们需要最精确和最可靠的保证。 该系统能够达到最佳精度，使交易者能够自信、清晰地评估他们的选择。 ENIGMERA 将 20 年的交易专长和知识整合到一个综合软件
Apollo Pips PLUS SP
Oleg Rodin
5 (4)
指标
请在购买产品之前阅读下面的信息！ Apollo Pips PLUS SP 是一款独特的产品！它适合那些想要获得我的新“APOLLO PIPS”指标以及“超级包”奖金以及访问我所有交易指标的人！ 通过购买 Apollo Pips PLUS SP 产品，您实际上购买的是全新版本的 Apollo Pips 指标。此版本的指标具有改进的算法和易于使用的参数，使您有机会在任何市场和任何交易风格中使用该指标。 该产品的购买者还可以免费访问我的所有其他指标，作为我的超级奖励！如果您想获得我所有的交易工具，那么该产品非常适合您！:) 但这还不是全部！:) 该产品的所有购买者也有资格免费获得我的新指标！:) 如果我有一个新的交易指标可用，您将能够在我的特权“SUPER PACK”终身奖金计划中完全免费获得它！ 购买后请联系我以获得我的交易提示和超级礼包奖金！
Advanced Dashboard for Currency Strength and Speed
Bernhard Schweigert
4.78 (96)
指标
目前八折优惠! 对任何新手或专家交易者来说都是最好的解决方案! 这个仪表板软件适用于28种货币对。它基于我们的两个主要指标（高级货币强度28和高级货币冲动）。它对整个外汇市场提供了一个伟大的概述。它显示高级货币强度值，货币运动速度和28个外汇对在所有（9）时间段的信号。想象一下，当你可以使用图表上的单一指标观察整个市场，以确定趋势和或剥头皮的机会时，你的交易将得到改善 我们已经在这个指标中建立了一些功能，使你更容易识别强势和弱势货币，同时识别和确认潜在的交易。该指标以图形方式显示货币的强势或弱势是增加还是减少，以及它在所有时间段的表现。 增加的新功能是动态市场斐波那契水平，它适应当前的市场条件变化，这是一个已经在我们的高级货币强度28和高级货币冲动指标中使用的成熟的加分项。 在交易时，总是将弱势货币和强势货币配对，这个新指标将帮助你做到这一点。 用户手册：点击这里  https://www.mql5.com/en/blogs/post/708783 特点  显示每个时间段的ACS28和GAP-speed（冲动）的货币强度值。 列：颜色代码以7种颜色
SMCpro VIP
Arief
指标
Currently Price 20% OFF ( for unlimited use )   BONUS  AUX VIP Club 2024 : Include  EA Airbag  and  Load Data History  to enhance the performance of this tool to its maximum potential  Click Here to Download Files   ( for users only )   Hello World! Introducing.. SMCpro VIP tool and Indicator for MetaTrader 4, designed to revolutionize your trading experience with the ICT Smart Money Concept. This system is meticulously crafted to empower traders with advanced insights and precision in
Entry Points Pro
Yury Orlov
4.62 (175)
指标
这是一款 MT4 的趋势指标，可提供准确的入场交易信号，且无重绘或延迟。 它可应用在任何金融资产：外汇、加密货币、贵金属、股票、指数。 最好的结果出现在 M15+ 的时间帧内。 指标的 MT5 版本 重要！ 购买后请联系我，以便获取详细指南和奖励。 视频 (6:22) - 一个信号赢取的利润等于指标价格的三倍。 视频 (4:44) - 它如何在测试器中工作，我的提示和技巧。 视频 (1:44) - 有关它如何处理加密货币和指数的几句话。 大多数交易者在 Entry Points Pro 指标的帮助下，在第一个交易周内就改善了他们的交易结果。 Entry Points Pro 指标的益处 入场信号无重绘或延迟 如果信号出现，并得到确认（如果信号所在烛条已收盘），则它不会再消失；不像是重绘指标，它会导致重大的财产损失，因为它们可以在显示信号后再将其删除。 无差错开仓 指标算法可令您找到入场交易（买入或卖出资产）的理想时机，从而提高每位交易者的成功率。 Entry Points Pro 可操作任何资产 它允许您在 MT4 平台上交易任何经纪商提供的加密货币、股票、
System Trend Pro
Aleksandr Makarov
5 (2)
指标
System Trend Pro - This is the best trend trading indicator!!! The indicator no repaint!!!   The indicator has   MTF   mode, which adds confidence to trading on the trend (   no repaint   ). How to trade? Everything is very simple, we wait for the first signal (big arrow), then wait for the second signal (small arrow) and enter the market in the direction of the arrow. (See screens 1 and 2.) Exit on the opposite signal or take 20-30 pips, close half of it, and keep the rest until the oppo
XQ Indicator MetaTrader 4
Marzena Maria Szmit
4 (4)
指标
Step into the realm of Forex trading with confidence and precision using XQ, a cutting-edge Forex indicator designed to elevate your trading game to unprecedented heights. Whether you're a seasoned trader or just stepping into the world of currency exchange,   XQ Forex Indicator   empowers you with the insights and signals needed to make informed trading decisions. The signal conditions are a combination of three indicators, and XQ Forex Indicator only display  medium and long-term trends . The
PZ Mean Reversion MT4
PZ TRADING SLU
3 (4)
指标
采用专业和量化方法进行均值回归交易的独特指标。它利用了价格以可预测和可衡量的方式转移并返回均值这一事实，这允许明确的进入和退出规则大大优于非量化交易策略。 [ Installation Guide | Update Guide | Troubleshooting | FAQ | All Products ] 清晰的交易信号 非常容易交易 可定制的颜色和尺寸 实现性能统计 优于大多数交易策略 显示合适的止损和止盈水平 它实现了电子邮件/声音/视觉警报 这个怎么运作 该指标从更高的时间范围测量完全可定制的移动平均线的标准偏差，并使用趋势跟踪方法精确地找到交易。交易是通过深入当前图表的价格行为发现的，并在价格返回到平均价格区间时关闭，根据您选择的更高时间范围计算。由于其编码方式，该指标将远离高波动性和强劲趋势市场，并且仅在可预测的情况下进行交易，在可接受的波动性与方向性比率范围内，回归均值是可行的。 指标剖析 绿线是更高时间范围内的移动平均线（也就是平均值） 虚线区域是移动平均线周围的典型价格区间 蓝线是看涨交易的突破价格 红线是看跌交易的突破价格 交易是针对均值进行的，并在
ON Trade Waves Patterns Harmonic Elliot Wolfe
Abdullah Alrai
5 (2)
指标
介绍 ON Trade Waves Patterns Harmonic Elliot Wolfe，这是一款高级指标，旨在使用手动和自动方法检测各种市场模式。以下是它的工作原理： 谐波模式： 该指标可以识别出现在您图表上的谐波模式。这些模式对于练习谐波交易理论的交易者非常重要，正如Scott Carney的书《谐波交易第1卷和第2卷》所描述的那样。无论您是手动绘制它们还是依赖自动检测，ON Trade Waves Patterns都可以胜任。 控制面板： 我们配备了一个用户友好的控制面板，它会保存您的图表和时间帧设置，使您可以轻松切换不同配置。您甚至可以最小化它以最大化图表空间。如果您更喜欢使用其他分析工具，只需单击关闭按钮即可隐藏所有指标数据。 模板保存： 当您自定义设置或添加其他指标，如移动平均线或布林带时，该指标会自动保存您的模板。这意味着您可以随时轻松加载您喜欢的设置。 优化显示： 对于Windows 10用户，我们建议调整您的DPI设置以获得高清设备上的最佳屏幕体验。右键单击MetaTrader图标，选择“兼容性”，然后选择“更改高DPI设置”，将其设置为“系统（增强）”。
KBO V2 For Binary Option
Md Meraz Mahmud
指标
Alright. This indicator works on MT4 and is very easy to use. When you receive a signal from it, you wait for that candle with the signal to close and you enter your trade at the beginning of the next new candle. A red arrow means sell and a green arrow means buy. All arrows comes with Popup Alert like for easy identification of trade signal. Are you okay with that?   100% non repaint Work All Major currency  Pair,  1 minute time frame 1 minute expire
Gold Channel XAUUSD
Paulo Rocha
5 (4)
指标
Gold Channel is a volatility-based indicator, developed with a specific timing algorithm for the XAUUSD pair, which consists of finding possible corrections in the market. This indicator shows two outer lines, an inner line (retracement line) and an arrow sign, where the theory of the channel is to help identify overbought and oversold conditions in the market. The market price will generally fall between the boundaries of the channel. If prices touch or move outside the channel it is a tra
Gann Swing Structure
Kirill Borovskii
5 (1)
指标
This indicator is based on the mathematics of the great trader W.D. Ganna. With its help, you can easily find strong levels by analyzing swings to find the optimal entry point. The indicator works on all instruments and all timeframes. The indicator is fully manual and has control buttons. All you need to do is press the NEW button, a segment will appear, which you can place on any movement, swing or even 1 candle that you want to analyze. By placing the segment, press the OK button. A grid (th
TPA True Price Action MT4 Indicator
InvestSoft
4.29 (77)
指标
TPA True Price Action indicator reveals the true price action of the market makers through 100% non-repainting signals (except early signals mode) strictly at the close of a candle! TPA shows entries and re-entries, every time the bulls are definitely stronger than the bears and vice versa. Not to confuse with red/green candles. The shift of power gets confirmed at the earliest stage and is ONE exit strategy of several. There are available now two free parts of the TPA User Guide for our custo
MR Reversal Patterns 4
Sergey Khramchenkov
5 (2)
指标
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Nicola Capatti
指标
MetaTrader 4 的 Ultimate Gold Advisor Ultimate Gold Advisor 是一个先进的技术工具，旨在优化 MetaTrader 4 上的交易体验。为了满足经验丰富的交易者的需求，该指标结合了精准度、复杂的分析和多功能性，为做出明智的交易决策提供支持。它不仅适用于黄金交易，还可用于广泛的资产类别，Ultimate Gold Advisor 能帮助你提升市场策略。 Ultimate Gold Advisor 为什么是交易者的好工具？ 先进的性能: 结合多个指标，清晰显示每笔交易的结果，你可以透明地查看策略的表现。这让你能够优化你的方法，做出更明智的决策。 即时和可视的交易信号: 图表上的红色和蓝色箭头标记了潜在的买入和卖出机会。 这些视觉信号易于理解，能快速帮助你识别关键行动时刻。 实时点差追踪: Ultimate Gold Advisor 以点数(pips)测量价格变动，让你能够实时评估市场变化。这有助于你更准确地计划交易，并跟踪策略的进展。 趋势检测技术: 指标通过图表上的虚线跟踪主要市场趋势。 这使你能更好地理解市场波动和方向变化，基于市场
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指标
The Stochastic Basket Currency Strenght  brings the Stochastic indicator to a new level.  Expanding the boundaries of TimeFrames and mono-currency analysis, the SBCS take the movements of each currency that composes the cross and confront them in the whole basket of 7 crosses.  The indicator works with any combination of AUD, CAD, CHF, EUR, GBP, JPY, NZD, USD pairs and with full automation takes in account every stochastic value (main line) for the selected Time Frame.  After that, the indicator
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5 (1)
指标
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KEENBASE SOFTWARE SOLUTIONS
4.15 (34)
指标
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5 (2)
指标
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PZ TRADING SLU
3.67 (3)
指标
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ARIMA Trend Forecaster
Ilya Antipin
指标
The ARIMA Trend Forecaster indicator is designed for analyzing and forecasting the trend component of a financial instrument based on the integrated ARIMA autoregressive model. The ARIMA methodology aims at identifying the presence of unit roots and the order of time series integration. In financial markets, autoregressive models are used for working with price time series to predict future price points. The ARIMA Trend Forecaster indicator using all the advantages of the ARIMA method allows to
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Ilya Antipin
指标
Biwavelet is an indicator for harmonic forecast of the market based on one-dimensional wavelet transform functions. Wavelet transforms are one of the main tools of digital algorithmic trading. This is due to their ability to analyze and predict processes occurring in two independent basic dimensions - price and time. Wavelets have significant advantages over the Fourier transform, because wavelet transform allows evaluating not only the frequency spectrum of the price signal, but also the time a
MultiTrendLines
Ilya Antipin
指标
MultiTrendLines - мультивалютный индикатор для автоматизации графического анализа трендовых линий. Позволяет быстро выполнять трудоемкий анализ трендовой ситуации на рынке. Использует точные математические алгоритмы выделения ключевых точек рынка для извлечения трендовой струкртуры инструмента. За счет применения корреляционных сигналов можно улучшить симметричную оценку поведения инструмента. Включает в себя возможность точно задавать необходимый уровень глубины и угла трендовой линии. Основной
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版本 3.0 2018.02.20
1. Added the eighth level of decomposition
2. Added new filter type - Reverse Biorthogonal (rbior)
3. Added two new indicators for transform
4. Extended filter families (filter order)
- Daubechies - db1, db2, db3, db4, db5, db6, db7, db8, db9, db10;
- Coiflet - coif1, coif2, coif3, coif4, coif5;
- Biorthogonal - bior11, bior13, bior15, bior22, bior24, bior31, bior33, bior35, bior37, bior39, bior44, bior55, bior68;
- Reverse Biorthogonal - rbior11, rbior13, rbior15, rbior22, rbior24, rbior31, rbior33, rbior35, rbior37, rbior39, rbior44, rbior55, rbior68.
5. Extended the range of possible values for the time series length parameter