Kate Smith-Miles

Instance Space Analysis for Algorithm Testing: Methodology and Software Tools

Kate Smith-Miles, Mario Andrés Muñoz

Journal article  |  2023  |  ACM Computing Surveys

Instance Space Analysis (ISA) is a recently developed methodology to (a) support objective testing of algorithms and (b) assess th..

Enhanced instance space analysis for the maximum flow problem

Hossein Alipour, Mario Andres Munoz, Kate Smith-Miles

Journal article  |  2023  |  EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

The Maximum Flow Problem (MFP) is a fundamental network flow theory problem, for which many algorithms, supported by strong theore..

Informing Multiobjective Optimization Benchmark Construction Through Instance Space Analysis

Estefania Yap, Mario Andres Munoz, Kate Smith-Miles

Journal article  |  2022  |  IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

The role of carefully constructed benchmark suites in algorithm design and testing is critical. Within the continuous multiobjecti..

Optimal construction of montages from mathematical functions on a spectrum of order-disorder preference

Kate Smith-Miles, Mario Andres Munoz

Journal article  |  2022  |  JOURNAL OF MATHEMATICS AND THE ARTS

We previously generated diverse mathematical functions that are difficult for optimization algorithms. Represented as 2D contour p..

A machine learning enabled hybrid optimization framework for efficient coarse-graining of a model polymer

Zakiya Shireen, Hansani Weeratunge, Adrian Menzel, Andrew W Phillips, Ronald G Larson, Kate Smith-Miles, Elnaz Hajizadeh

Journal article  |  2022  |  NPJ COMPUTATIONAL MATERIALS

This work presents a framework governing the development of an efficient, accurate, and transferable coarse-grained (CG) model of ..

Bifidelity Surrogate Modelling: Showcasing the Need for New Test Instances

Nicolau Andres-Thio, Mario Andres Munoz, Kate Smith-Miles

Journal article  |  2022  |  INFORMS JOURNAL ON COMPUTING

In recent years, multifidelity expensive black-box (Mf-EBB) methods have received increasing attention due to their strong applica..

Revisiting Facial Age Estimation With New Insights From Instance Space Analysis

Kate Smith-Miles, Xin Geng

Journal article  |  2022  |  IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

When demonstrating the effectiveness of a new algorithm, researchers are traditionally encouraged to compare their algorithm's per..

Coordinated Control Can Deliver Synergies Across Multiple Rainwater Storages

Wei D Xu, Matthew J Burns, Frederic Cherqui, Kate Smith-Miles, Tim D Fletcher

Journal article  |  2022  |  WATER RESOURCES RESEARCH

Studies in Real−Time Control (RTC) Rainwater Harvesting Systems (RWH) have to date been limited to the control of single storages,..

Generating Diverse Clustering Datasets with Targeted Characteristics

Luiz Henrique dos Santos Fernandes, Kate Smith-Miles, Ana Carolina Lorena

Book Chapter  |  2022  |  Lecture Notes in Computer Science

When evaluating clustering algorithms, it is important to assess their performance in retrieving clusters of datasets with known s..

Instance Space Analysis of Search-Based Software Testing

undefined Neelofar, K Smith-Miles, MA Munoz, A Aleti

Journal article  |  2022  |  IEEE Transactions on Software Engineering

Search-based software testing (SBST) is now a mature area, with numerous techniques developed to tackle the challenging task of so..