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- research-articleJanuary 2024
A crop disease severity index derived from transfer learning and feature fusion using enhanced OPTICS algorithm
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 3Pages 207–221https://doi.org/10.3233/HIS-240031The adoption of automated methods for the identification and assessment of tomato-related disorders is highly sought-after in the agriculture sector. Using this technology is crucial for reducing wasteful spending, increasing the efficiency of treatments,...
- research-articleJanuary 2024
Towards hybrid approach based SVM and Radiomics features for COVID-19 classification and segmentation
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 3Pages 223–242https://doi.org/10.3233/HIS-240027In the battle against the COVID-19 pneumonia outbreak, which is brought on by the coronavirus strain SARS-Cov-2, radiological chest exams, such as chest X-rays, are crucial. In order to understand the unique radiographic characteristics of COVID-19, this ...
- research-articleJanuary 2024
Blind assistance system for appliance control and public transport safety using CNN, MobileNet V2 and Yolo V8
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 3Pages 243–258https://doi.org/10.3233/HIS-240023The purpose of this research is to address the challenges faced by visually impaired individuals, particularly in handling household appliances independently. With approximately 285 million visually impaired individuals worldwide, technological solutions ...
- research-articleJanuary 2024
Machine Learning-Based Surrogate Model for Genetic Algorithm with Aggressive Mutation for Feature Selection
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 3Pages 259–274https://doi.org/10.3233/HIS-240019The genetic algorithm with aggressive mutations GAAM, is a specialised algorithm for feature selection. This algorithm is dedicated to the selection of a small number of features and allows the user to specify the maximum number of features desired. A ...
- research-articleSeptember 2024
Role of artificial intelligence in transmission line protection: A review of three decades of research
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 3Pages 185–206https://doi.org/10.3233/HIS-240016The optimal functioning of the power system is crucially dependent upon the sound protection of its major stakeholder, i.e., the transmission line, as it is prone to fault. To maintain the integrity of the power system and protect costly power system ...
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- research-articleJanuary 2024
HNet: A deep learning based hybrid network for speaker dependent visual speech recognition
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 385–401https://doi.org/10.3233/HIS-240014Visual Speech Recognition (VSR) is a popular area in computer vision research, attracting interest for its ability to precisely analyze lip motion and seamlessly convert them into textual representation. VSR systems leverage visual features to augment ...
- research-articleJanuary 2024
An approach to solving the problem of equipment replacement using periodic fuzzy graphs
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 369–384https://doi.org/10.3233/HIS-240013Monitoring equipment wear is an important problem that requires constant attention, since this process can lead to a decrease in its efficiency, accidents or breakdown. The problem of replacing equipment is a production problem, in which it is necessary ...
- research-articleJanuary 2024
SMOTE for enhancing Tunisian Hate Speech detection on social media with machine learning
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 355–368https://doi.org/10.3233/HIS-240012In the last decade, the world has witnessed remarkable technological development, especially in artificial intelligence, which helps researchers find solutions to problems of concern to the individual and society, mainly, the huge propagation of hate ...
- research-articleJanuary 2024
Interpreting the structure and results of a data warehouse model using ontology and machine learning techniques
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 317–332https://doi.org/10.3233/HIS-240010In this paper, we present an intelligent methodology for assisting decision-makers in both understanding the structure of a data warehouse model and making decisions. The support module proposed by our method comprises three operations: (i) transforming ...
- research-articleJanuary 2024
A comparative analysis of prediction problems utilizing Interval type-2 fuzzy and machine learning models
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 301–316https://doi.org/10.3233/HIS-240008This paper compares the effectiveness of Interval Type 2 Fuzzy Logic (IT2FL) and Machine Learning (ML) models in addressing real-world challenges. It employs four non-parametric ML algorithms (Support Vector Machine (SVM), K-Nearest Neighbor (KNN), (...
- research-articleNovember 2024
Metaheuristic optimized electrocardiography time-series anomaly classification with recurrent and long-short term neural networks
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 20, Issue 4Pages 275–300https://doi.org/10.3233/HIS-240005This study explores the realm of time series forecasting, focusing on the utilization of Recurrent Neural Networks (RNN) to detect abnormal cardiovascular rhythms in Electrocardiogram (ECG) signals. The principal objective is to optimize RNN performance ...
- research-articleJanuary 2022
A bi-objective model for territorial design
- Maria Beatriz Bernábe Loranca,
- Carlos Guillen Galván,
- Rogelio González Velázquez,
- Gerardo Martínez Guzmán,
- Alberto Carrillo Canán
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 3-4Pages 149–160https://doi.org/10.3233/HIS-220011The clustering of spatial-geographic units, zones or areas has been used to solve problems related to Territorial Design. Clustering adapts to the definition of territorial design for a specific problem, which demands spatial data processing under ...
- research-articleJanuary 2022
Comparison of optimization algorithms based on swarm intelligence applied to convolutional neural networks for face recognition
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 3-4Pages 161–171https://doi.org/10.3233/HIS-220010In this work, a comparison of optimization techniques based on swarm intelligence to design Convolutional Neural Networks is performed. The optimization techniques used in this comparison are Grey Wolf Optimizer (GWO) and Whale Optimization ...
- research-articleJanuary 2022
Soft computing and image processing techniques for COVID-19 prediction in lung CT scan images
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 111–131https://doi.org/10.3233/HIS-220009COVID-19 is a contagious respiratory illness that can be passed from person to person. Because it affects the lungs, damages blood arteries, and causes cardiac problems, COVID-19 must be diagnosed quickly. The reverse transcriptase polymerase ...
- research-articleJanuary 2022
Cost-forced and repeated selective information minimization and maximization for multi-layered neural networks1
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 69–95https://doi.org/10.3233/HIS-220008The present paper aims to propose a new information-theoretic method to minimize and maximize selective information repeatedly. In particular, we try to solve the incomplete information control problem, where information cannot be fully controlled ...
- research-articleJanuary 2022
Analysis and performance optimization of LoRa network using the CE & SC hybrid approach
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 53–68https://doi.org/10.3233/HIS-220007In this research, we assess the impact of collisions produced by simultaneous transmission using the same Spreading Factor (SF) and over the same channel in LoRa networks, demonstrating that such collisions significantly impair LoRa network ...
- research-articleJanuary 2022
Federated learning: Applications, challenges and future directions
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 19–35https://doi.org/10.3233/HIS-220006Federated learning (FL) refers to a system in which a central aggregator coordinates the efforts of several clients to solve the issues of machine learning. This setting allows the training data to be dispersed in order to protect the privacy of ...
- research-articleJanuary 2022
Machine learning-based authorship attribution using token n-grams and other time tested features
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 37–51https://doi.org/10.3233/HIS-220005Authorship Attribution is a process to determine and/or identify the author of a given text document. The relevance of this research area comes to the fore when two or more writers claim to be the prospective authors of an unidentified or ...
- research-articleJanuary 2022
Hierarchical genetic optimization of convolutional neural models for diabetic retinopathy classification
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 97–109https://doi.org/10.3233/HIS-220004Diabetic retinopathy (DR) is one of the worse conditions caused by diabetes mellitus (DM). DR can leave the patient completely blind because it may have no symptoms in its initial stages. Expert physicians have been developing technologies for ...
- research-articleJanuary 2022
Primal-dual algorithms for the Capacitated Single Allocation p-Hub Location Problem
International Journal of Hybrid Intelligent Systems (IJHIS), Volume 18, Issue 1-2Pages 1–17https://doi.org/10.3233/HIS-220003The Hub Location Problems (HLP) have gathered great interest due to the complexity and to the many applications in industry such as aviation, public transportation, telecommunications, among others. The HLP have many variants regarding allocation (...