most citedHow Many Components should be Retained from a Multivariate Time Series PCA?

24 citations · 26 across the 6 of their papers we have counts for

collaborators

6 papers

stat.ME2016★ 24 cited

How Many Components should be Retained from a Multivariate Time Series PCA?

Alethea Rea, William Rea

We report on the results of two new approaches to considering how many principal components to retain from an analysis of a multivariate time series. The first is by using a "heat…

q-fin.PM2016

Stock Selection as a Problem in Phylogenetics -- Evidence from the ASX

Hannah Cheng, Juan Zhan, William Rea +1

We report the results of fifteen sets of portfolio selection simulations using stocks in the ASX200 index for the period May 2000 to December 2013. We investigated five portfolio s…

q-fin.PM2015

How much diversification potential is there in a single market? Evidence from the Australian Stock Exchange

Libin Yang, William Rea, Alethea Rea

We present four methods of assessing the diversification potential within a stock market, two of these are based on principal component analysis. They were applied to the Australia…

q-fin.PM2015★ 1 cited

Identifying Highly Correlated Stocks Using the Last Few Principal Components

Libin Yang, William Rea, and Alethea Rea

We show that the last few components in principal component analysis of the correlation matrix of a group of stocks may contain useful financial information by identifying highly c…

q-fin.PM2015

A Comparision of Three Network Portfolio Selection Methods -- Evidence from the Dow Jones

Hannah Cheng Juan Zhan, William Rea, Alethea Rea

We compare three network portfolio selection methods; hierarchical clustering trees, minimum spanning trees and neighbor-Nets, with random and industry group selection methods on t…

q-fin.ST2015★ 1 cited

An Application of Correlation Clustering to Portfolio Diversification

Hannah Cheng Juan Zhan, William Rea, Alethea Rea

This paper presents a novel application of a clustering algorithm developed for constructing a phylogenetic network to the correlation matrix for 126 stocks listed on the Shanghai…