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A novel hybrid classification model of genetic algorithms, modified k-Nearest Neighbor and developed backpropagation neural network
Published 2014“…To develop proposed model, with the aim of obtaining the best array of features, first, feature ranking techniques such as the Fisher's discriminant ratio and class separability criteria were used to prioritize features. …”
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Kernel and multi-class classifiers for multi-floor wlan localisation
Published 2016“…The multi-class classification strategy is used to ensure quick estimation of the multi-class NN algorithms. …”
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Machine learning algorithms in context of intrusion detection
Published 2016“…Many machine learning techniques have been developed to cope with this problem. These machine learning algorithms develop a detection model in a training phase. …”
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Conference or Workshop Item -
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Rough Neural Networks Architecture For Improving Generalization In Pattern Recognition
Published 2004“…The RNN was used to detect patterns present in satellite image. A novel feature extraction algorithm was developed to extract the feature vectors. …”
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Depth linear discrimination-oriented feature selection method based on adaptive sine cosine algorithm for software defect prediction
Published 2024“…DASC-FS integrates the Adaptive Sine Cosine Algorithm (ASCA) as a search algorithm to determine the relevant features and adopts Depth Linear Discriminant Analysis (D-LDA) to identify the discriminative features that maximize class sepa ration. …”
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Tree-based contrast subspace mining method
Published 2020“…Then, the tree-based method, the genetic algorithm based parameter values identification of tree-based method, and followed by the genetic algorithm based tree-based method, for numerical data sets are developed and evaluated. …”
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Brain Machine Interface Controlled Robot Chair
Published 2010“…Four tasks based on motor imagery of left and right hand movements are proposed to control the directions of the robot chair. A novel algorithm for acquisition of motor imagery signals using only hand movements is proposed. …”
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Development of intrusion detection system using residual feedforward neural network algorithm
Published 2022“…The RFNN algorithm is developed to avoid overfitting, improve detection accuracy, and accelerate training and inference. …”
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Proceeding Paper -
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A novel design of an isochronous integration [iIntegration] framework for first/second order multidisciplinary transient systems
Published 2015“…Focusing on the class of the linear multistep (LMS) methods, algorithms by design was first utilized to develop GS4-2 framework for time integration of second order systems. …”
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AMOR: an adaptive, multimodal architecture for visual object recognition
Published 2014“…The general objective of this research was to develop a novel architecture for the difficult, but crucial, problem of recognising objects in visual scenes. …”
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Research Report -
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SOMEA: self-organizing map based extraction algorithm for DNA motif identification with heterogeneous model
Published 2011“…Results: This paper aims to develop a Self-Organizing Map (SOM) based clustering algorithm for extracting binding sites in DNA sequences. …”
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Development of an intelligent multimodal biometric system for household appliances control
Published 2012“…To this effect, a novel skin segmentation algorithm using artificial neural network (ANN) technique was developed and this was deployed to segment the palmprint and face images from the background. …”
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Monograph -
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An efficient algorithm for cardiac arrhythmia classification using ensemble of depthwise Separable convolutional neural networks
Published 2020“…Many algorithms have been developed for automated electrocardiogram (ECG) classification. …”
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Biometric signature verification using pen position, time, velocity and pressure parameters
Published 2008“…A novel algorithm has been applied that provides the ability to produce consistent and high accuracy verification result and maintain the speed of verification. …”
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Digital Quran With Storage Optimization Through Duplication Handling And Compressed Sparse Matrix Method
Published 2024thesis::doctoral thesis -
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An ensemble learning method for spam email detection system based on metaheuristic algorithms
Published 2015“…Recently, various techniques based on different algorithms have been developed. However, the classification accuracy and computational cost are not satisfied. …”
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Interpretable hybrid models of Kolmogorov–Arnold Networks and transformer for mental health classification in low-resource languages: a Malay social media case study
Published 2025“…To address linguistic and computational limitations, this study employs a range of Natural Language Processing (NLP) techniques, including Word2Vec embeddings, Recurrent Neural Networks (RNNs) with attention mechanisms, and transformer-based models such as BERT. To mitigate class imbalance and feature overlap, novel strategies, namely the Class-Aware Attention Model (CAAM) and the Balancing Class Weight Algorithm (BCWA), are introduced, achieving a strong macro average F1-score of 0.88. …”
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Novel and accurate mathematical simulation of various models for accurate prediction of surface tension parameters through ionic liquids
Published 2023“…Ionic Liquids (ILs) as a novel class of liquid solvent simultaneously carry the positive characteristics of both molten salts and organic liquids. …”
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