Math::SZaru::TopEstimator - Statistical estimator of the 'top N' items based on CountSketch algorithm
use Math::SZaru::TopEstimator; my $ue = Math::SZaru::TopEstimator->new($num_top_elems_to_track); $ue->add_elem("foo"); $ue->add_weighted_elem("bar", 100); # same as ->add_elem times 100 $ue->add_elems("foo", "bar"); # same as ->add_elem for each one $ue->add_weighted_elems("foo" => 10, "bar" => 20); # add many more elems ... my $inserted_elems_count = $ue->tot_elems; my $estimated_list_of_top_elements = $ue->estimate(); # $estimated_list_of_top_elements is now something like: # [ ["most frequent string", $count], ["second most frequent string, $count], # [...], [...], ..., ["nth most frequent string", $count] ]
Math::SZaru::TopEstimator provides a statistical estimate of the 'top N' most frequent data items in a stream. This is based on CountSketch algorithm from "Finding Frequent Items in Data Streams", Moses Charikar, Kevin Chen and Martin Farach-Colton, 2002.
Constructor. Expects an integer indicating the number of "top" items to track.
Given a string, adds the string to the TopEstimator.
add_elem, but accepts an arbitrary number of strings to insert into the estimator at once.
Given a string and a count N, adds that string N times to the estimator (with a weight of N). Functionality-wise same as calling doing
$est->add_elem("foo") for 1..$N, but much faster.
This is to
add_elems is to
add_elem. Takes a list of string, count, string, count, ....
Returns the total count of the number of elements that were added to the estimator.
Returns a reference to an array containing as many records as were configured to be tracked at construction time. Each record, in order, represents the n-th most frequent item in the input stream -- estimated.
Each record is a reference to an array of the value (string) and its' estimated total number of occurrences in the input.
Steffen Mueller, <firstname.lastname@example.org>
The Perl wrapper of the SZaru library is:
Copyright (C) 2013 by Steffen Mueller
Just like SZaru itself, it is licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.