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141
Comparison of character recognition performance - bayes classifier and neural network methods
Published 2008“…In this project, two learning schemes had been tested and verified, in the recognition unit within the image processing environment of the Machine Vision Tool, namely the Bayes classifier method and the neural network-error back propagation gradient descent learning method. …”
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Thesis -
142
Numerical and Analytical Methods in Low-Dimensional Strongly Correlated Quantum Systems
Published 2024“…The study of low-dimensional strongly correlated quantum systems lies at the intersection of intricate theoretical models and practical numerical methods, offering deep insights into condensed matter physics. …”
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Thesis -
143
4.661 Theory and Method in the Study of Architecture and Art, Fall 2002
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Learning Object -
144
A Mixed-Methods Research Design to Advance Inclusive and Equitable Teaching
Published 2024“…We developed an innovative framework and mixed methods research design to systematically assess inclusive and equitable teaching at the student, course, department, and institution levels. …”
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Article -
145
Determination of soil-water characteristics curves of sands using the evaporation method
Published 2024“…Commercial equipment such as the HYPROP 2 by Meter Group AG has been developed to expedite the experimental process of obtaining the SWCC of soils from 0 to 200 kPa suction using the evaporation method but is very costly. Moreover, such commercial equipment requires a steep learning curve and proper training to use them effectively. …”
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Final Year Project (FYP) -
146
Elucidating the mechanism of mRNA transport using novel imaging technologies
Published 2023“…I begin to fill this technological gap by assessing and applying state-of-the-art methods from the fields of microscopy and image processing. …”
Thesis -
147
15.093 / 2.098 Optimization Methods (SMA 5213), Fall 2004
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Learning Object -
148
Active learning with applications in biomedical document annotation
Published 2017“…We also apply our active learning method for the task of named entity recognition. …”
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Thesis -
149
Machine learning based retinal vessel detection
Published 2021“…In this dissertation, We adopted the traditional CV method based on 2D-matched Filter and deep learning U-NET method, and achieved good segmentation effect. …”
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Thesis-Master by Coursework -
150
Image artefact removal using deep learning
Published 2022“…The results are then compared to non-deep learning approaches, SSRQC method and Bilateral filtering, in order to see the differences in performance…”
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Final Year Project (FYP) -
151
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152
Layer-wise learning framework for deep networks
Published 2024“…The case examples demonstrate a rational compromise regarding layer-wise trainability and precision while validating the applicability of the proposed layer-wise learning method to determine the optimal number of layers for real-world scenarios.…”
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Thesis-Master by Coursework -
153
Deep learning for anomaly detection in computational imaging
Published 2022“…For supervised method, three methods are used: multilayer perceptron, convolutional neural network and transfer learning. …”
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Thesis-Master by Coursework -
154
Development of a learning system for robot control
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Final Year Project (FYP) -
155
Case-based reasoning library for flexible learning
Published 2015“…Case-based reasoning can be applied in learning contexts through the collection, building, and indexing of case libraries. …”
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Final Year Project (FYP) -
156
Enhanced extreme learning machines for image classification
Published 2019“…Among numerous machine learning methods, we choose the Extreme Learning Machine (ELM) for our image classification applications. …”
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Thesis -
157
Multi-class classification using deep learning
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Final Year Project (FYP) -
158
Multi-Agent Reinforcement Learning for Autonomous Robotics
Published 2024“…The findings demonstrate the potential of MARL to achieve high accuracy in navigating these different environments, highlighting the method's flexibility and adaptability across diverse settings and the resulting implications for applying MARL to real-world scenarios.…”
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Thesis -
159
Towards ILP-based LTLf passive learning
Published 2023“…Inferring a LTL<sub>f</sub> formula from a set of example traces, also known as passive learning, is a challenging task for model-based techniques. …”
Conference item -
160
Structured sparse representations for supervised and unsupervised learning
Published 2020“…Specifically, a slice-based online convolutional dictionary learning (SOCDL) method is proposed for unsupervised image processing tasks such as image reconstruction and inpainting. …”
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Thesis-Doctor of Philosophy