Event
Luc Devroye, 缅北强奸
Thursday, October 6, 2016 15:30to16:30
Burnside Hall
room 1205, 805 rue Sherbrooke Ouest, Montreal, QC, H3A 0B9, CA
Cellular tree classifiers
Abstract
Suppose that binary classification is done by a tree method in which the leaves of a tree correspond to a partition of d-space. Within a partition, a majority vote is used. Suppose furthermore that this tree must be constructed recursively by implementing just two functions, so that the construction can be carried out in parallel by using "cells": first of all, given input data, a cell must decide whether it will become a leaf or internal node in the tree. Secondly, if it decides on an internal node, it must decide how to partition the space linearly. Data are then split into two parts and sent downstream to two new independent cells. We discuss the design and properties of such classifiers.