Hi, I'm the author of the MIDAS algorithm. We choose the number of hash functions and bucket according to the maximum error we can tolerate and the false positive probability theoretical guarantee we want. Please refer to the AAAI paper here: https://www.comp.nus.edu.sg/~sbhatia/assets/pdf/midas.pdf Let me know if you need more details.