Average Error: 0.1 → 0.1
Time: 48.5s
Precision: 64
Internal Precision: 128
\[\left(\frac{m \cdot \left(1 - m\right)}{v} - 1\right) \cdot \left(1 - m\right)\]
\[\left(1 - m\right) \cdot \left(\frac{m - m \cdot m}{v} - 1\right)\]

Error

Bits error versus m

Bits error versus v

Derivation

  1. Initial program 0.1

    \[\left(\frac{m \cdot \left(1 - m\right)}{v} - 1\right) \cdot \left(1 - m\right)\]
  2. Taylor expanded around -inf 0.1

    \[\leadsto \left(\color{blue}{\left(\frac{m}{v} - \frac{{m}^{2}}{v}\right)} - 1\right) \cdot \left(1 - m\right)\]
  3. Simplified0.1

    \[\leadsto \left(\color{blue}{\left(\frac{m}{v} - m \cdot \frac{m}{v}\right)} - 1\right) \cdot \left(1 - m\right)\]
  4. Using strategy rm
  5. Applied associate-*r/0.1

    \[\leadsto \left(\left(\frac{m}{v} - \color{blue}{\frac{m \cdot m}{v}}\right) - 1\right) \cdot \left(1 - m\right)\]
  6. Applied sub-div0.1

    \[\leadsto \left(\color{blue}{\frac{m - m \cdot m}{v}} - 1\right) \cdot \left(1 - m\right)\]
  7. Final simplification0.1

    \[\leadsto \left(1 - m\right) \cdot \left(\frac{m - m \cdot m}{v} - 1\right)\]

Reproduce

herbie shell --seed 2019094 
(FPCore (m v)
  :name "b parameter of renormalized beta distribution"
  :pre (and (< 0 m) (< 0 v) (< v 0.25))
  (* (- (/ (* m (- 1 m)) v) 1) (- 1 m)))