11 citations · 18 across the 15 of their papers we have counts for
5 papers · 1 filter
Em-K Indexing for Approximate Query Matching in Large-scale ER
Samudra Herath, Matthew Roughan, Gary Glonek
Accurate and efficient entity resolution (ER) is a significant challenge in many data mining and analysis projects requiring integrating and processing massive data collections. It…
High Performance Out-of-sample Embedding Techniques for Multidimensional Scaling
Samudra Herath, Matthew Roughan, Gary Glonek
The recent rapid growth of the dimension of many datasets means that many approaches to dimension reduction (DR) have gained significant attention. High-performance DR algorithms a…
Convergence of Conditional Entropy for Long Range Dependent Markov Chains
Andrew Feutrill, Matthew Roughan
In this paper we consider the convergence of the conditional entropy to the entropy rate for Markov chains. Convergence of certain statistics of long range dependent processes, suc…
NPD Entropy: A Non-Parametric Differential Entropy Rate Estimator
Andrew Feutrill, Matthew Roughan
The estimation of entropy rates for stationary discrete-valued stochastic processes is a well studied problem in information theory. However, estimating the entropy rate for statio…
Differential Entropy Rate Characterisations of Long Range Dependent Processes
Andrew Feutrill, Matthew Roughan
A quantity of interest to characterise continuous-valued stochastic processes is the differential entropy rate. The rate of convergence of many properties of LRD processes is slowe…