If you can linearize the plot, you probably should do the linear fit and afterwards recover the non-linear parameters from that fit.
Now, how you maybe using this for optimizing anything is another story. The function 1/x is also minimum at x -> infty, thus minimizing it or the linearized version will take you to the same place.