Are you aware of any simulator allowing distributed data mining? I would like find an IoT-based dataset and a simulator allowing me to perform distributed data mining
Do we really have a simulator software for data mining?
I think you need to calculate the complexity of your algorithm by using many methods described in CLRS book on Algorithms.
And if you want to have some near real scenario evaluation, you should create a a down-scaled test bed and analyze the behavior of your algorithm in REAL but scaled-down distributed environment.