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Search Results - training error
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Noncoherent MIMO codes for low-medium SNRs, and layered MIMO space-time coding for coherent and noncoherent receivers
Published 2016“…Wireless communication systems rely on training the receiver to learn the channel state information (CSI) to communicate information effectively. …”
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A comparative study of recurrent neural networks and statistical techniques for forecasting the stock prices of JSE-listed securities
Published 2023“…Historical data was collected for the period 2 January 2019 to 29 May 2020, with the 2019 calendar year being used as the training dataset. Both a train once and a Walkforward configuration were used. …”
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Intelligent tool condition monitoring in high-speed turning of Titanium Ti-6Al-4V alloy
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Price Prediction Models of Metals Considering International Crises
Published 2023“…Then, the LSTM models are developed for each metal, and the dataset is divided into training, validation, and testing sets and mean square errors, root mean square errors, and absolute percentage errors are used to assess the model’s performance. …”
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A comparison of Gaussian mixture variants with application to automatic phoneme recognition
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Measuring, refining and calibrating speaker and language information extracted from speech
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Cape Town road traffic accident analysis: Utilising supervised learning techniques and discussing their effectiveness
Published 2023“…The RTA data was split into training, validation and test sets keeping the proportions of the injury-severity category consistent. …”
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Fitness landscape analysis of feed-forward neural networks
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An investigation into the dynamic implementation of a 16-electrode FDM Electrical Impedance Tomography System
Published 2024“…Specifically, KRR's mean absolute prediction error was less than 1 % of the vessel's cross-sectional area. …”
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Driving factors for national competitiveness in Africa as measured by GDP per capita
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Proprioception, jumping capacity and agility in beach versus indoor volleyball players
Published 2022“…If eligible to continue to take part in the study, participants completed two questionnaires (Training and Injury History questionnaire and OSTRC (Oslo Sports Trauma Research Centre) questionnaire), after which they completed seven physical tests (the wedge test, two-point discrimination test, modified balance error scoring system (mBESS) test, modified star excursion balance test (mSEBT), knee-to-wall test, single leg hamstring bridge test (SLHBT) and eccentric-concentric calf raise test). …”
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The prevalence and characteristics of chronic musculoskeletal pain in adult triathletes in South Africa
Published 2023“…Apart from swimming, where those with pain were spending significantly longer training, the respondents showed no significant differences in training history or training characteristics. …”
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The prevalence of substance use in anaesthesia practitioners in South Africa
Published 2021“…Years of experience and level of training were explored as possible risk factors for hazardous or harmful use. …”
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Short-term sea level forecasting using machine learning techniques: A case study for South Africa
Published 2023“…Model performance was measured using the correlation coefficient (R), the root mean square error (RMSE), the bias and the Willmott indices of correlation. …”
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Robust voice activity detection for low-resource automatic speech recognition
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Improving counting performance of densely flocked sheep in aerial imagery
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LSTM prediction capability on the South African JSE Top 40 of historical and live data
Published 2025“…Various LSTM models were trained with different configurations, and the results show that a single-layer LSTM model performs better than its multilayer counterpart in processing historical data, in terms of the mean absolute error (MAE), the root mean square error (RMSE), Mean Absolute Percentage Error (MAPE) and the R-squared. …”
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Adaptive digital image correlation using neural networks
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