what are the parameters to evaluate the performance of adaptive algorithms

While largely application specific, adaptive algorithms are often measured/assessed/compared on the grounds of:

* Their ability to achieve the specified goal,
* Accuracy and repeatability,
* Numerical stability,
* Rate of convergence,
* Computational complexity, and
* Resource (CPU, memory etc) requirements.