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Douglas Creighton
Researcher at Deakin University
Publications - 154
Citations - 4501
Douglas Creighton is an academic researcher from Deakin University. The author has contributed to research in topics: Artificial neural network & Fuzzy logic. The author has an hindex of 27, co-authored 147 publications receiving 3643 citations.
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Lower Upper Bound Estimation Method for Construction of Neural Network-Based Prediction Intervals
TL;DR: A new, fast, yet reliable method for the construction of PIs for NN predictions, and the quantitative comparison with three traditional techniques for prediction interval construction reveals that the LUBE method is simpler, faster, and more reliable.
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Comprehensive Review of Neural Network-Based Prediction Intervals and New Advances
TL;DR: The quality of PIs produced by the combiners is dramatically better than the quality ofPIs obtained from each individual method and a new method for generating combined PIs using the traditional PIs is proposed.
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Comments on 'Information measure for performance of image fusion'
TL;DR: Analytical proof that classic mutual information cannot be considered a measure for image fusion performance is provided.
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Prediction Intervals for Short-Term Wind Farm Power Generation Forecasts
TL;DR: In this paper, two neural network-based methods for direct and rapid construction of prediction intervals (PIs) for short-term forecasting of power generation in wind farms are investigated.
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Efficient Road Detection and Tracking for Unmanned Aerial Vehicle
TL;DR: A graph-cut-based detection approach is given to accurately extract a specified road region during the initialization stage and in the middle of tracking process, and a fast homography-based road-tracking scheme is developed to automatically track road areas.