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PatternIQ Mining (PIQM)

Published by Sahara Digital Publication  •  eISSN: 3006-8894

Current Issue

Volume 2, Issue 3 - 2025

Original Research
Hyperheuristic Pattern Recognition for Text Classification Using Snake Optimization Guided Feature Selection

Authors Details: Aisha Al-Ketbi and Samira Al-Mazrouei

Abstract: Text classification plays a crucial role in natural language processing by automatically organizing and interpreting unstructured textual data. The proposed framework introduces a novel approach titled Hyperheuristic Pattern Recognition for Text Classification Using Snake Optimization Guided Feature more...

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DOI: 10.70023/sahd/25020301
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Original Research
Pattern Mining in Smart Grid Energy Data Using Enhanced Binary Firefly Optimization

Authors Details: Mariam Hassan and Youssef El-Shennawy

Abstract: The increasing deployment of smart grids has led to the generation of large-scale energy data, creating new opportunities for intelligent pattern mining to enhance energy efficiency and grid reliability. This study presents a hybrid optimization framework for mining meaningful patterns in smart grid more...

231 221
DOI: 10.70023/sahd/25020302
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Original Research
Sailfish Optimizer Driven Framework for Mining Dynamic Consumer Purchase Patterns

Authors Details: Ahmed Al-Khafaji and Rasha Al-Dulaimi

Abstract: Mining dynamic consumer purchase patterns is crucial for understanding shifting market trends and improving personalized marketing strategies. The proposed framework leverages the Sailfish Optimizer to intelligently mine and adapt to evolving consumer behaviors. Existing methods often struggle with more...

302 201
DOI: 10.70023/sahd/25020303
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Original Research
Pattern Discovery in Crop Growth Data Using a Gradient-Based Ant Lion Optimization Model

Authors Details: Aisyah Binti Abdullah and Hafiz Bin Ismail

Abstract: Crop growth prediction plays a crucial role in precision agriculture, where accurate insights into crop behavior can significantly enhance yield and resource utilization. This paper presents a novel approach for pattern discovery in crop growth data using a Gradient-Based Ant Lion Optimization (GBAL more...

246 207
DOI: 10.70023/sahd/25020304
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Original Research
Bald Eagle Search-Based Pattern Mining Model for Detecting Anomalies in Cyber Security Logs

Authors Details: Mehdi Esfahani and Hossein Ghasemi

Abstract: The increasing frequency of cyberattacks has made anomaly detection in cybersecurity logs a vital area of research. Pattern mining models are commonly used to uncover suspicious behavior hidden within massive log data. However, existing anomaly detection methods often suffer from issues such as low more...

251 219
DOI: 10.70023/sahd/25020305
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Original Research
An African Vulture Optimization Algorithm for Lung Disease Pattern Detection in X Ray Images

Authors Details: Khalid Al-Hamadi and Faisal Al-Nuaimi

Abstract: Lung disease pattern detection in X-ray images plays a crucial role in early diagnosis and treatment planning. This study introduces a novel approach that integrates the African Vulture Optimization Algorithm (AVOA) with Convolutional Neural Networks (CNN) to enhance detection accuracy and efficienc more...

262 247
DOI: 10.70023/sahd/25020306
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Original Research
Real Time Human Gesture Recognition Using Multiscale Feature Learning and Jellyfish Optimization

Authors Details: Jonathan Jun Hao and Melissa Chua Hui Ling

Abstract: Real-time human gesture recognition plays a vital role in enhancing human-computer interaction, surveillance, and assistive technologies. This study proposes a robust framework that leverages multiscale feature learning and Jellyfish Optimization to improve gesture recognition accuracy and responsiv more...

248 224
DOI: 10.70023/sahd/25020307
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