Inverse Hyperbolic Tangent
Online calculator for calculating the angle to the inverse hyperbolic tangent
ATanh Calculator
Open Interval Domain
The ATanh(x) or inverse hyperbolic tangent shows inverse sigmoid behavior with domain (-1, 1).
ATanh Function Curve

The ATanh function has vertical asymptotes at x = ±1 and passes through origin.
Domain: (-1, 1), Range: ℝ
Inverse Sigmoid Behavior of ATanh
The inverse hyperbolic tangent function exhibits characteristic inverse sigmoid properties:
- Domain: (-1, 1) (open interval)
- Range: ℝ (all real numbers)
- Zero Point: ATanh(0) = 0
- Inverse: Tanh(ATanh(x)) = x for |x| < 1
- Symmetry: Odd function ATanh(-x) = -ATanh(x)
- Asymptotes: Vertical at x = ±1
Logarithmic Representation of ATanh Function
The inverse hyperbolic tangent function is expressed through logarithmic functions:
Basic Formula
Natural logarithm expression for |x| < 1
Inverse Relation
For |x| < 1
Formulas for the ATanh Function
Definition
Natural logarithm expression for |x| < 1
Inverse Relation
Inverse relationship with restricted domain
Derivative
First derivative for |x| < 1
Symmetry Property
Odd function (antisymmetric)
Asymptotic Behavior
Vertical asymptotes at domain boundaries
Special Values
Important Values
Boundary Behavior
Diverges at boundaries, undefined outside
Zero Point
Function passes through origin
Properties
- Inverse sigmoid function
- Strictly increasing
- Odd function symmetry
- Open interval domain
Fisher Transform
Used in correlation analysis
Applications
Statistics (Fisher transform), machine learning, signal processing, neural networks.
Detailed Description of the ATanh Function
Definition and Input
The inverse hyperbolic tangent function ATanh(x) is the inverse function of the hyperbolic tangent. It exhibits characteristic inverse sigmoid behavior with vertical asymptotes at the domain boundaries.
Input
The argument must be a number between -1 and 1 (exclusive). If the value is -1 or 1, the result is ±∞ (infinity). For values outside the range, the result is NaN.
Result
The result is given in degrees (full circle = 360°) or radians (full circle = 2π). The unit of measurement used is set using the Degrees or Radians menu.
Using the Calculator
Enter a value between -1 and 1 (exclusive). The ATanh function calculates the angle whose hyperbolic tangent equals the input value.
Mathematical Properties
Function Properties
- Domain: (-1, 1) (open interval)
- Range: ℝ (all real numbers)
- Zero Point: ATanh(0) = 0
- Symmetry: Odd function ATanh(-x) = -ATanh(x)
Inverse Sigmoid Properties
- Inverse of bounded sigmoid Tanh function
- Vertical asymptotes at x = ±1
- Rapid growth near domain boundaries
- S-shaped curve rotated 90° (inverse sigmoid)
Applications
- Statistics: Fisher transformation for correlations
- Machine Learning: Inverse sigmoid activation
- Signal Processing: Bounded signal inversions
- Neural Networks: Inverse activation functions
Practical Notes
- Domain restriction: |x| < 1 (diverges at ±1)
- Origin passage: ATanh(0) = 0
- Odd function: ATanh(-x) = -ATanh(x)
- Inverse relation: Tanh(ATanh(x)) = x for |x| < 1
Calculation Examples
Valid Values
ATanh(0) = 0
ATanh(0.5) ≈ 0.549
ATanh(0.9) ≈ 1.472
Negative Values
ATanh(-0.5) ≈ -0.549
ATanh(-0.9) ≈ -1.472
ATanh(-0.99) ≈ -2.647
Boundary Behavior
x → 1⁻: ATanh(x) → +∞
x → -1⁺: ATanh(x) → -∞
|x| ≥ 1: NaN
Statistical and Machine Learning Applications
Fisher Transformation
Correlation Analysis:
z = ½ln((1+r)/(1-r)) = ATanh(r)
Transforms correlations to normal distribution
Application: Statistical hypothesis testing for correlations.
Neural Networks
Inverse Activation:
x = ATanh(y) for bounded outputs
Inverse sigmoid transformations
Example: Inverse transformations in gradient computations.
Important Mathematical Relationships
Inverse Function Properties
Inverse Sigmoid: Maps bounded interval to unbounded range.
Calculus Properties
Derivative: Grows rapidly near x = ±1.
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