说明
该指标旨在使用四个自变量进行多元非线性回归分析:收盘价、开盘价、最高价和最低价。
以下是组件和功能:
输入:
- 归一化数据长度:用于归一化的数据长度。
- 学习率:算法从错误中学习的速率。
- 显示数据点:显示归一化输入数据(收盘价、开盘价、最高价、最低价)的绘图。
- 平滑?:输出平滑的选项。
- 平滑长度:启用时的平滑长度。
- 定义起始系数:回归方程的初始系数。
数据归一化:
脚本使用指定长度内的最高值和最低值将输入数据归一化到0到1的范围内。
非线性回归:
它使用输入的系数和归一化数据计算回归方程。所用方程是自变量的加权和,系数通过梯度下降法迭代调整以最小化误差。
误差计算:
脚本计算实际值与预测值之间的误差。
梯度下降:
系数通过梯度下降法迭代更新以最小化误差。
可视化:
- 归一化输入数据(收盘价、开盘价、最高价、最低价)的绘图。
- 该指标以图表上的圆形标记形式提供归一化数据值(收盘价、开盘价、最高价、最低价)的可视化,方便用户轻松观察这些值相互之间及与回归线的相对位置。
- 回归线的绘制。
- 基于回归线的值和柱状颜色的颜色渐变。
- 以表格形式显示归一化输入数据和预测值。
- 与中线(0.5)交叉的信号。
解释:
用户可以将回归线及其与中线(0.5)的交叉视为潜在买入或卖出机会的信号。
该指标帮助用户分析多个变量之间的关系,并基于回归分析做出交易决策。调整系数和参数可以根据特定市场条件微调模型性能。
摘要
AI 摘要
The Multiple Non-Linear Regression indicator performs regression analysis using four independent price variables: close, open, high, and low. It normalizes these inputs within a specified data length to a 0–1 range based on their highest and lowest values. The indicator calculates a weighted regression equation with coefficients that are iteratively adjusted via gradient descent to minimize prediction errors. Users can customize parameters including normalization length, learning rate, initial coefficients, and smoothing options.
Visualization features include plotting normalized input data points as circular markers, displaying the regression line with a color gradient reflecting its value and bar colors, and presenting normalized data alongside predicted values in a table. The indicator also signals crossovers of the regression line with a midline at 0.5, which can be interpreted as potential buy or sell signals. This tool supports analysis across various markets and symbols such as BTCUSD, Forex, Crypto, XAUUSD, and NAS100, aiding users in understanding relationships between multiple price variables to inform trading decisions.
Visualization features include plotting normalized input data points as circular markers, displaying the regression line with a color gradient reflecting its value and bar colors, and presenting normalized data alongside predicted values in a table. The indicator also signals crossovers of the regression line with a midline at 0.5, which can be interpreted as potential buy or sell signals. This tool supports analysis across various markets and symbols such as BTCUSD, Forex, Crypto, XAUUSD, and NAS100, aiding users in understanding relationships between multiple price variables to inform trading decisions.
指标配置
客户评价
4.6
评价:3
5 | 67 % | |
4 | 33 % | |
3 | 0 % | |
2 | 0 % | |
1 | 0 % |
客户评价
December 14, 2025
Not perfect, but the workflow felt cleaner. The setup needs patience.
讨论
常见问答
BTCUSD
Forex
Signal
Crypto
XAUUSD
NAS100
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39
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