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Automated Machine Learning for Predicting Trends in Time Series Data
Published 2022“…It also demonstrates that AutoML techniques such as BOHB are effective to automatically finding a well-performing models for predicting trends in time series data, thus making ML model development more systematic and less error-prone.…”
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Forecasting energy consumption on mines using machine learning techniques
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Group treatment for the parents of children with learning-disabilities : as a means of changing the attitudes of parents towards such children, and the effect of such a change on t...
Published 2024“…[page 127 missing] A research was done on the attitudes of parents towards learning-disabled children and on the behaviour rating of the children by their parents (experiment A) and on group treatment for parents of learning-disabled children (experiment B). …”
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Reinforcement Learning-based Access Schemes in Cognitive Radio Networks
Published 2021“…In this thesis, we propose different MAC protocols based on three Reinforcement Learning (RL) approaches, namely Q-Learning, Deep Q-Network (DQN), and Deep Deterministic Policy Gradient (DDPG). …”
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Using Supervised Learning Methods to Credit Score Informal Merchants
Published 2024“…This study aims to address this issue by developing data-driven credit scoring models for informal merchants using supervised learning methods. …”
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Non-linear neurocontrol of chemical processes using reinforcement learning
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Quality of instructional materials in Nigerian university distance learning programmes
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Unravelling black box machine learning methods using biplots
Published 2020“…This allows the output of the model to be represented by colour coding each point on the biplot plane according to the output of an independently calibrated machine learning model. …”
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Deep Learning for Multi-Tissue Cancer Classification of Gene Expressions
Published 2021“…We demonstrate how our model can be used for transfer learning to build classifiers for tumors lacking sufficient samples to be trained independently. …”
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Multitask learning and data distribution search in visual relationship recognition
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Neurocontroller development for nonlinear processes utilising evolutionary reinforcement learning
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Radar-Based Multi-Target Classification Using Deep Learning
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Extractive Text Summarization on Single Documents Using Deep Learning
Published 2022“…The objective of this thesis is to study the performance of deep learning-based models on text summarization through a series of experiments, and propose “SqueezeBERTSum”, a trained summarization model fine-tuned with the SqueezeBERT encoder which achieved competitive ROUGE scores retaining original BERT model’s performance by 98% with ~49% fewer trainable parameters.…”
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A Machine Learning Approach to Predicting the Employability of a Graduate
Published 2020“…The aim for the dissertation is to build a machine learning classification model that can predict a students likelihood to become employed, based on their student data (for example, their GPA, degree/s held etc). …”
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Education leadership learning : the experiences and perceptions of MEder's degree students
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Phonological awareness and learning to read in Afrikaans : the role of working memory
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Knowledge discovery in medical database using machine learning techniques
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The use of technology to minimise learning barriers for learners with cerebral palsy
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Predictive Maintenance in Rail Transportation: An Explainable Machine Learning Approach
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Predicting household poverty with machine learning methods: the case of Malawi
Published 2022“…Area under the Curve, Receiver Operating Characteristic curve, recall, precision, F1 score, Matthews Correlation Coefficient and Cohen's Kappa scores confirmed the classification models' reliability. The study, therefore, established that poverty can be predicted by open-source machine learning algorithms using a substantially reduced number of features with accuracy comparable to using the full feature set. …”
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