Title:
Bloom Filters, Cuckoo Hashing, Cuckoo Filters, Adaptive Cuckoo Filters, and Learned Bloom Filters
Bloom Filters, Cuckoo Hashing, Cuckoo Filters, Adaptive Cuckoo Filters, and Learned Bloom Filters
Author(s)
Mitzenmacher, Michael
Advisor(s)
Editor(s)
Collections
Supplementary to
Permanent Link
Abstract
I will go over some of my past and present work on hashing-based data structures. After presenting some background on Bloom filters and cuckoo hashing, we will describe cuckoo filters, an efficient data structure for approximate set membership that improves on the well-known Bloom filter. We then discuss recent work on how to make cuckoo filters adaptive in response to false positives, which can be important for many practical problems. Finally, I will present some very recent work on how to possibly improve Bloom filters and related data structures using machine learning techniques.
Sponsor
Date Issued
2018-11-26
Extent
57:52 minutes
Resource Type
Moving Image
Resource Subtype
Lecture