Estimating recombination fractions is crucial for constructing genetic linkage maps and understanding the inheritance patterns of crop genome in breeding populations. Traditional methods, such as the maximum likelihood method, rely on iterative algorithms to estimate recombination fractions in $$F_{2}$$ F 2 populations, which can be computationally intensive. While most existing methods focus on recombination fractions in $$F_...