Research

  • Adversarial Learning

    Adversarial Learning

    The objective of adversarial learning is to pinpoint vulnerabilities in machine learning models that traditional testing methods cannot detect. It has proven to be effective in various applications, often centered […]

  • Adversarial Learning: Robust and Reliable Machine Learning Models
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    Adversarial Learning: Robust and Reliable Machine Learning Models

    Kia Ora! I am Luke Chang and I am passionate about building more reliable machine learning models, an artificial intelligence people can trust. I started my machine learning journey by […]

  • Boolean Matrix Decomposition

    Boolean Matrix Decomposition

    The aim of matrix decomposition is to express a provided matrix as the outcome of multiplying two or more factor matrices. In this situation, we possess the Y matrix of […]

  • Cheminformatics

    Cheminformatics

    Cheminformatics is a field that combines chemistry and computer science to address challenges in chemistry. Machine learning is a key aspect of cheminformatics, allowing for the processing of large amounts […]

  • Computational Sustainability

    Computational Sustainability

    Computational sustainability is an interdisciplinary field of sustainability research, including applied science about the research in sustainable solutions and their implementation. Machine Learning and Data Mining is at the center […]

  • Identification and Mitigation of Selection Bias
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    Identification and Mitigation of Selection Bias

    Kia Ora!I am Katharina Dost, a PhD student with the School of Computer Science. My research topic is “Identification and Mitigation of Selection Bias” and I would like to use […]

  • Reliable Machine Learning

    Reliable Machine Learning

    Current Machine Learning model evaluation methods, e.g., the use of test sets, will only detect whether a model’s predictions match the data. They cannot exclude the possibility that both predictions […]

  • Time Series Analysis

    Time Series Analysis

    Time series analysis focuses on data is a sequence of data points that are collected over time. The data points can be anything that can be measured over time, such […]