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  1. No Access

    Article

    Catch fish optimization algorithm: a new human behavior algorithm for solving clustering problems

    This paper is inspired by traditional rural fishing methods and proposes a new metaheuristic optimization algorithm based on human behavior: Catch Fish Optimization Algorithm (CFOA). This algorithm simulates t...

    Heming Jia, Qixian Wen, Yuhao Wang, Seyedali Mirjalili in Cluster Computing (2024)

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    Article

    Modified Aquila Optimizer Feature Selection Approach and Support Vector Machine Classifier for Intrusion Detection System

    With the ever-expanding ubiquity of the Internet, wireless networks have permeated every facet of modern life, escalating concerns surrounding network security for users. Consequently, the demand for a robust ...

    Laith Abualigah, Saba Hussein Ahmed in Multimedia Tools and Applications (2024)

  3. Article

    Open Access

    Modified crayfish optimization algorithm for solving multiple engineering application problems

    Crayfish Optimization Algorithm (COA) is innovative and easy to implement, but the crayfish search efficiency decreases in the later stage of the algorithm, and the algorithm is easy to fall into local optimum...

    Heming Jia, Xuelian Zhou, **rui Zhang, Laith Abualigah in Artificial Intelligence Review (2024)

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    Article

    Improved prairie dog optimization algorithm by dwarf mongoose optimization algorithm for optimization problems

    Recently, optimization problems have been revised in many domains, and they need powerful search methods to address them. In this paper, a novel hybrid optimization algorithm is proposed to solve various bench...

    Laith Abualigah, Diego Oliva, Heming Jia, Faiza Gul in Multimedia Tools and Applications (2024)

  5. No Access

    Article

    Enhancing the quality of compressed images using rounding intensity followed by novel dividing technique

    The most extensive data storage size is significantly increasing, and storing such data, including images to make them obtainable over the network, has become a significant problem. Thus, efficient compression...

    Mohammed Otair, Amer F. Alrawi, Laith Abualigah in Multimedia Tools and Applications (2024)

  6. No Access

    Article

    Crayfish optimization algorithm

    This paper proposes a meta heuristic optimization algorithm, called Crayfish Optimization Algorithm (COA), which simulates crayfish’s summer resort behavior, competition behavior and foraging behavior. The thr...

    Heming Jia, Honghua Rao, Changsheng Wen in Artificial Intelligence Review (2023)

  7. No Access

    Article

    A chimp-inspired remora optimization algorithm for multilevel thresholding image segmentation using cross entropy

    Multilevel thresholding is one of the most commonly used methods in image segmentation. However, the exhaustive search methods are costly in determining optimal thresholds and the conventional remora optimizat...

    Qingxin Liu, Ni Li, Heming Jia, Qi Qi, Laith Abualigah in Artificial Intelligence Review (2023)

  8. Article

    Improved Reptile Search Algorithm by Salp Swarm Algorithm for Medical Image Segmentation

    This study proposes a novel nature-inspired meta-heuristic optimizer based on the Reptile Search Algorithm combed with Salp Swarm Algorithm for image segmentation using gray-scale multi-level thresholding, cal...

    Laith Abualigah, Mahmoud Habash, Essam Said Hanandeh in Journal of Bionic Engineering (2023)

  9. No Access

    Chapter

    A Novel Big Data Classification Technique for Healthcare Application Using Support Vector Machine, Random Forest and J48

    In this study, the possibility of using and applying the capabilities of artificial intelligence (AI) and machine learning (ML) to increase the effectiveness of Internet of Things (IoT) and big data in develop...

    Hitham Al-Manaseer, Laith Abualigah in Classification Applications with Deep Lear… (2023)

  10. No Access

    Chapter

    Comparison of Pre-trained and Convolutional Neural Networks for Classification of Jackfruit Artocarpus integer and Artocarpus heterophyllus

    Cempedak (Artocarpus heterophyllus) and nangka (Artocarpus integer) are highly similar in their external appearance and are difficult to recognize visually by a human. It is also common to name both jackfruits. C...

    Song-Quan Ong, Gomesh Nair in Classification Applications with Deep Lear… (2023)

  11. No Access

    Chapter

    Enhanced MapReduce Performance for the Distributed Parallel Computing: Application of the Big Data

    Now a days and previous years, the increase in the volume of data has accelerated and this requires more storage places with the increase of data, as big data has a huge number of users and cloud computing, an...

    Nathier Milhem, Laith Abualigah in Classification Applications with Deep Lear… (2023)

  12. No Access

    Chapter

    Arabic Text Classification Using Modified Artificial Bee Colony Algorithm for Sentiment Analysis: The Case of Jordanian Dialect

    Arab customers give their comments and opinions daily, and it increases dramatically through online reviews of products or services from companies, in both Arabic, and its dialects. This text describes the use...

    Abdallah Habeeb, Mohammed A. Otair in Classification Applications with Deep Lear… (2023)

  13. No Access

    Article

    Optimized task scheduling in cloud computing using improved multi-verse optimizer

    The multiverse optimizer (MVO) is one of the most trending algorithms used nowadays. The searching space in MVO is restricted by the best solution only, leading to a poor searching domain, therefore, a long se...

    Mohammed Otair, Areej Alhmoud, Heming Jia, Maryam Altalhi in Cluster Computing (2022)

  14. Article

    Open Access

    An enhanced chimp optimization algorithm for continuous optimization domains

    Chimp optimization algorithm (ChOA) is a recently proposed metaheuristic. Interestingly, it simulates the social status relationship and hunting behavior of chimps. Due to the more flexible and complex applica...

    Heming Jia, Kangjian Sun, Wanying Zhang, **n Leng in Complex & Intelligent Systems (2022)

  15. No Access

    Chapter

    Aquila Optimizer Based PSO Swarm Intelligence for IoT Task Scheduling Application in Cloud Computing

    This paper introduces IAO, a new swarm intelligence approach for addressing the challenge of task scheduling in cloud computing. The proposed method uses conventional Aquila Optimizer (AO) and Particle Swarm O...

    Laith Abualigah, Mohamed Abd Elaziz in Integrating Meta-Heuristics and Machine Le… (2022)

  16. Article

    Improved barnacles mating optimizer algorithm for feature selection and support vector machine optimization

    With the rapid development of computer technology, data collection becomes easier, and data object presents more complex. Data analysis method based on machine learning is an important, active, and multi-disci...

    Heming Jia, Kangjian Sun in Pattern Analysis and Applications (2021)

  17. No Access

    Article

    Pulse coupled neural network based on Harris hawks optimization algorithm for image segmentation

    Medical image segmentation is a hotspot in the field of image segmentation, and there are many segmentation methods. As a method of image segmentation, pulse coupled neural network (PCNN) has excellent segment...

    Heming Jia, **aoxu Peng, Lifei Kang, Yao Li in Multimedia Tools and Applications (2020)

  18. No Access

    Article

    An improved thermal exchange optimization based GLCM for multi-level image segmentation

    The gray-level co-occurrence matrix (GLCM) can obtain the pixel matrix of the image, and selecting multiple thresholds for the matrix can obtain better segmentation results. However, as the number of threshold...

    Zhikai **ng, Heming Jia in Multimedia Tools and Applications (2020)

  19. No Access

    Article

    Modified thermal exchange optimization based multilevel thresholding for color image segmentation

    This paper proposes a multi-threshold image segmentation method based on modified thermal exchange optimization (TEO). Although it is efficient and gives excellent result in the case of bi-level thresholding, ...

    Zhikai **ng, Heming Jia in Multimedia Tools and Applications (2020)

  20. No Access

    Article

    Krein-space approach to robust filtering for uncertain systems with time-varying bias

    In this paper, a novel Krein space approach to robust estimation for uncertain systems with accumulated bias is proposed. The bias is impacted by system uncertainties and exists in both state transition and ob...

    Heming Jia, Wenlong Song, ** Feng in Journal of Control Theory and Applications (2013)