Optimizing Learned Bloom Filters: How Much Should Be Learned?

Optimizing Learned Bloom Filters by Sandwiching

We provide a simple method for improving the performance of the recently introduced learned Bloom filters, by showing that they perform better when the learned function is sandwiched between two Bloom filters.

Distinctive Features Should Be Learned

A Model for Learned Bloom Filters and Related Structures

Recent work has suggested enhancing Bloom filters by using a pre-filter, based on applying machine learning to model the data set the Bloom filter is meant to represent. Here we model such learned Bloom filters, clarifying what guarantees can and cannot be associated with such a structure.

What Should Be Learned Through Service Learning?

Service learning is typically distinguished from both community service and traditional civic education by the integration of study with hands-on activity outside the classroom, typically through a collaborative effort to address a community problem (Ehrlich 1999, 246). As such, service learning provides opportunities and challenges for increasing the efficacy of both the teaching and practice ...

How much should nurse consultants be paid?

There was no consensus on the issue of how much nurse consultants should be paid among the practitioners we spoke to at last week's UKCC roadshow. Some suggested starting salaries of around £25,000, and others said 'the sky's the limit'.