A Variable Initialization Approach to the EM Algorithm for Better Estimation of the Parameters of Hidden Markov Model Based Acoustic Modeling of Speech Signals. - Md. Shamsul Huda; Ranadhir Ghosh; John Yearwood (ICDM, 2006)

A Hybrid Algorithm for Estimation of the Parameters of Hidden Markov Model based Acoustic Modeling of Speech Signals using Constraint-Based Genetic Algorithm and Expectation Maximization. - Md. Shamsul Huda; John Yearwood; Ranadhir Ghosh (ACIS-ICIS, 2007)

Process Performance Evaluation Using Evolutionary Algorithm. - Shafiq Ahmad; Md. Shamsul Huda; Sujak Bakir; Mali Abdollahian; Panlop Zeephongsekul (IKE, 2009)

A stochastic version of Expectation Maximization algorithm for better estimation of Hidden Markov Model. - Md. Shamsul Huda; John Yearwood; Roberto Togneri (Pattern Recognit. Lett., 2009)

A Constraint-Based Evolutionary Learning Approach to the Expectation Maximization for Optimal Estimation of the Hidden Markov Model for Speech Signal Modeling. - Md. Shamsul Huda; John Yearwood; Roberto Togneri (IEEE Trans. Syst. Man Cybern. Part B, 2009)

Cluster Based Rule Discovery Model for Enhancement of Government's Tobacco Control Strategy. - Md. Shamsul Huda; John Yearwood; Ron Borland (NSS, 2010)

Hybrid Wrapper-Filter Approaches for Input Feature Selection Using Maximum Relevance and Artificial Neural Network Input Gain Measurement Approximation (ANNIGMA). - Md. Shamsul Huda; John Yearwood; Andrew Stranieri (NSS, 2010)

Smokers' Characteristics and Cluster Based Quitting Rule Discovery Model for Enhancement of Government's Tobacco Control Systems. - Md. Shamsul Huda; John Yearwood; Ron Borland (PACIS, 2010)

Hybrid Wrapper-filter Aapproaches for Input Feature Selection using Maximum relevance-Minimum redundancy and Artificial Neural Network Input Gain Measurement Approximation (ANNIGMA). - Md. Shamsul Huda; John Yearwood; Andrew Stranieri (ACSC, 2011)

Multivariate control charts for surgical procedures. - Mali Abdollahian; Shafiq Ahmad; Shamsul Huda (ISABEL, 2011)

A Reinforcement Learning Approach with Spline-Fit Object Tracking for AIBO Robot's High Level Decision Making. - Subhasis Mukherjee; Md. Shamsul Huda; John Yearwood (SNPD (Selected Papers), 2011)

Reinforcement Learning Approach to AIBO Robot's Decision Making Process in Robosoccer's Goal Keeper Problem. - Subhasis Mukherjee; John Yearwood; Peter Vamplew 001; Md. Shamsul Huda (SNPD, 2011)

Smart RFID Reader Protocol for Malware Detection. - Biplob R. Ray; Md. Shamsul Huda; Morshed U. Chowdhury (SNPD, 2011)

An approach for Ewing test selection to support the clinical assessment of cardiac autonomic neuropathy. - Andrew Stranieri; Jemal H. Abawajy; Andrei V. Kelarev; Md. Shamsul Huda; Morshed U. Chowdhury; Herbert F. Jelinek (Artif. Intell. Medicine, 2013)

A hybrid wrapper-filter approach to detect the source(s) of out-of-control signals in multivariate manufacturing process. - Md. Shamsul Huda; Mali Abdollahian; Musa A. Mammadov; John Yearwood; Shafiq Ahmad; Ibrahim A. Sultan (Eur. J. Oper. Res., 2014)

A Hybrid Wrapper-Filter Approach for Malware Detection. - Mamoun Alazab; Md. Shamsul Huda; Jemal H. Abawajy; Md. Rafiqul Islam 001; John Yearwood; Sitalakshmi Venkatraman; Roderic Broadhurst (J. Networks, 2014)

Hybrid Metaheuristic Approaches to the Expectation Maximization for Estimation of the Hidden Markov Model for Signal Modeling. - Md. Shamsul Huda; John Yearwood; Roberto Togneri (IEEE Trans. Cybern., 2014)

A Hybrid Feature Selection With Ensemble Classification for Imbalanced Healthcare Data: A Case Study for Brain Tumor Diagnosis. - Md. Shamsul Huda; John Yearwood; Herbert F. Jelinek; Mohammad Mehedi Hassan; Giancarlo Fortino; Michael Buckland (IEEE Access, 2016)

Hybrids of support vector machine wrapper and filter based framework for malware detection. - Md. Shamsul Huda; Jemal H. Abawajy; Mamoun Alazab; Mali Abdollahian; Md. Rafiqul Islam 001; John Yearwood (Future Gener. Comput. Syst., 2016)

A parallel framework for software defect detection and metric selection on cloud computing. - Md. Mohsin Ali; Md. Shamsul Huda; Jemal H. Abawajy; Sultan Alyahya; Hmood Al-Dossari 001; John Yearwood (Clust. Comput., 2017)

A fast malware feature selection approach using a hybrid of multi-linear and stepwise binary logistic regression. - Md. Shamsul Huda; Jemal H. Abawajy; Mali Abdollahian; Md. Rafiqul Islam 001; John Yearwood (Concurr. Comput. Pract. Exp., 2017)

Exponentially weighted control charts to monitor multivariate process variability for high dimensions. - Nadeera Gnan Tilshan Gunaratne; Malihe Akhavan Abdollahian; Shamsul Huda; John Yearwood (Int. J. Prod. Res., 2017)

Defending unknown attacks on cyber-physical systems by semi-supervised approach and available unlabeled data. - Md. Shamsul Huda; Md. Suruz Miah; Mohammad Mehedi Hassan; Md. Rafiqul Islam 001; John Yearwood; Majed A. AlRubaian; Ahmad Almogren (Inf. Sci., 2017)

A Framework for Software Defect Prediction and Metric Selection. - Md. Shamsul Huda; Sultan Alyahya; Md. Mohsin Ali; Shafiq Ahmad; Jemal H. Abawajy; Hmood Al-Dossari 001; John Yearwood (IEEE Access, 2018)

An Ensemble Oversampling Model for Class Imbalance Problem in Software Defect Prediction. - Md. Shamsul Huda; Kevin Liu; Mohamed Abdelrazek 001; Amani S. Ibrahim; Sultan Alyahya; Hmood Al-Dossari 001; Shafiq Ahmad (IEEE Access, 2018)

Malware Threats and Detection for Industrial Mobile-IoT Networks. - Shaila Sharmeen; Md. Shamsul Huda; Jemal H. Abawajy; Walaa N. Ismail; Mohammad Mehedi Hassan (IEEE Access, 2018)

Securing the operations in SCADA-IoT platform based industrial control system using ensemble of deep belief networks. - Md. Shamsul Huda; John Yearwood; Mohammad Mehedi Hassan; Ahmad Almogren (Appl. Soft Comput., 2018)

Identifying cyber threats to mobile-IoT applications in edge computing paradigm. - Jemal H. Abawajy; Md. Shamsul Huda; Shaila Sharmeen; Mohammad Mehedi Hassan; Ahmad Almogren (Future Gener. Comput. Syst., 2018)

A hybrid-multi filter-wrapper framework to identify run-time behaviour for fast malware detection. - Md. Shamsul Huda; Md. Rafiqul Islam 001; Jemal H. Abawajy; John Yearwood; Mohammad Mehedi Hassan; Giancarlo Fortino (Future Gener. Comput. Syst., 2018)

Multistage fusion approaches based on a generative model and multivariate exponentially weighted moving average for diagnosis of cardiovascular autonomic nerve dysfunction. - Mohammad Mehedi Hassan; Md. Shamsul Huda; John Yearwood; Herbert F. Jelinek; Ahmad Almogren (Inf. Fusion, 2018)

Human Activity Recognition from Body Sensor Data using Deep Learning. - Mohammad Mehedi Hassan; Md. Shamsul Huda; Md. Zia Uddin; Ahmad Almogren; Majed A. AlRubaian (J. Medical Syst., 2018)

A malicious threat detection model for cloud assisted internet of things (CoT) based industrial control system (ICS) networks using deep belief network. - Md. Shamsul Huda; Md. Suruz Miah; John Yearwood; Sultan Alyahya; Hmood Al-Dossari 001; Robin Doss (J. Parallel Distributed Comput., 2018)

Automatic extraction and integration of behavioural indicators of malware for protection of cyber-physical networks. - Md. Shamsul Huda; Jemal H. Abawajy; Baker Al-Rubaie; Lei Pan 002; Mohammad Mehedi Hassan (Future Gener. Comput. Syst., 2019)

Human emotion recognition using deep belief network architecture. - Mohammad Mehedi Hassan; Md. Golam Rabiul Alam; Md. Zia Uddin; Md. Shamsul Huda; Ahmad Almogren; Giancarlo Fortino (Inf. Fusion, 2019)

Evolution of Dark Web Threat Analysis and Detection: A Systematic Approach. - Saiba Nazah; Md. Shamsul Huda; Jemal H. Abawajy; Mohammad Mehedi Hassan (IEEE Access, 2020)

Avoiding Future Digital Extortion Through Robust Protection Against Ransomware Threats Using Deep Learning Based Adaptive Approaches. - Shaila Sharmeen; Yahye Abukar Ahmed; Md. Shamsul Huda; Baris Koçer; Mohammad Mehedi Hassan (IEEE Access, 2020)

A robust cyberattack detection approach using optimal features of SCADA power systems in smart grids. - Abdu Gumaei; Mohammad Mehedi Hassan; Md. Shamsul Huda; Md. Rafiul Hassan; David Camacho; Javier Del Ser; Giancarlo Fortino (Appl. Soft Comput., 2020)

An adaptive framework against android privilege escalation threats using deep learning and semi-supervised approaches. - Shaila Sharmeen; Md. Shamsul Huda; Jemal H. Abawajy; Mohammad Mehedi Hassan (Appl. Soft Comput., 2020)

A system call refinement-based enhanced Minimum Redundancy Maximum Relevance method for ransomware early detection. - Yahye Abukar Ahmed; Baris Koçer; Md. Shamsul Huda; Bander Ali Saleh Al-rimy; Mohammad Mehedi Hassan (J. Netw. Comput. Appl., 2020)

Increasing the Trustworthiness in the Industrial IoT Networks Through a Reliable Cyberattack Detection Model. - Mohammad Mehedi Hassan; Abdu Gumaei; Md. Shamsul Huda; Ahmad Almogren (IEEE Trans. Ind. Informatics, 2020)

An Unsupervised Model for Identifying and Characterizing Dark Web Forums. - Saiba Nazah; Md. Shamsul Huda; Jemal H. Abawajy; Mohammad Mehedi Hassan (IEEE Access, 2021)

An Efficient, Hybrid Authentication Using ECG and Lightweight Cryptographic Scheme for WBAN. - Zia ur Rehman 002; Saud Altaf; Shafiq Ahmad; Md. Shamsul Huda; Adel Al-Shayea; Sofia Iqbal (IEEE Access, 2021)

A predictive intelligence approach to classify brain-computer interface based eye state for smart living. - Mohammad Mehedi Hassan; Md. Rafiul Hassan; Md. Shamsul Huda; Md. Zia Uddin; Abdu Gumaei; Ahmed Alsanad (Appl. Soft Comput., 2021)

Improving malicious PDF classifier with feature engineering: A data-driven approach. - Ahmed Falah; Lei Pan 002; Md. Shamsul Huda; Shiva Raj Pokhrel; Adnan Anwar (Future Gener. Comput. Syst., 2021)

A Robust Deep-Learning-Enabled Trust-Boundary Protection for Adversarial Industrial IoT Environment. - Mohammad Mehedi Hassan; Md. Rafiul Hassan; Md. Shamsul Huda; Victor Hugo C. de Albuquerque (IEEE Internet Things J., 2021)

An Adaptive Trust Boundary Protection for IIoT Networks Using Deep-Learning Feature-Extraction-Based Semisupervised Model. - Mohammad Mehedi Hassan; Md. Shamsul Huda; Shaila Sharmeen; Jemal H. Abawajy; Giancarlo Fortino (IEEE Trans. Ind. Informatics, 2021)

Prostate cancer classification from ultrasound and MRI images using deep learning based Explainable Artificial Intelligence. - Md. Rafiul Hassan; Md. Fakrul Islam; Md. Zia Uddin; Goutam Ghoshal; Mohammad Mehedi Hassan; Shamsul Huda; Giancarlo Fortino (Future Gener. Comput. Syst., 2022)

Early detection of cardiovascular autonomic neuropathy: A multi-class classification model based on feature selection and deep learning feature fusion. - Md. Rafiul Hassan; Shamsul Huda; Mohammad Mehedi Hassan; Jemal H. Abawajy; Ahmed Alsanad; Giancarlo Fortino (Inf. Fusion, 2022)

An Advanced Boundary Protection Control for the Smart Water Network Using Semisupervised and Deep Learning Approaches. - Shaila Sharmeen; Shamsul Huda; Jemal H. Abawajy; Chuadhry Mujeeb Ahmed; Mohammad Mehedi Hassan; Giancarlo Fortino (IEEE Internet Things J., 2022)

Hand Gesture Recognition with Symmetric Pattern under Diverse Illuminated Conditions Using Artificial Neural Network. - Muhammad Haroon; Saud Altaf; Shafiq Ahmad; Mazen Zaindin; Shamsul Huda; Sofia Iqbal (Symmetry, 2022)

An Edge Tier Task Offloading to Identify Sources of Variance Shifts in Smart Grid Using a Hybrid of Wrapper and Filter Approaches. - Nadeera Gnan Tilshan Gunaratne; Mali Abdollahian; Shamsul Huda; Marwan Ali; Giancarlo Fortino (IEEE Trans. Green Commun. Netw., 2022)

An Industry-4.0-Complaint Sustainable Bitcoin Model Through Optimized Transaction Selection and Sustainable Block Integration. - Maruf Monem; Md. Golam Rabiul Alam; Mohammad Abdullah-Al-Wadud; Shamsul Huda; Mohammad Mehedi Hassan; Giancarlo Fortino (IEEE Trans. Ind. Informatics, 2022)

A framework of genetic algorithm-based CNN on multi-access edge computing for automated detection of COVID-19. - Md. Rafiul Hassan; Walaa N. Ismail; Ahmad Chowdhury; Sharara Hossain; Shamsul Huda; Mohammad Mehedi Hassan (J. Supercomput., 2022)

A Comprehensive Survey of Machine Learning Methods for Surveillance Videos Anomaly Detection. - Nomica Choudhry; Jemal H. Abawajy; Shamsul Huda; Imran Rao (IEEE Access, 2023)

Near Feasibility Driven Adaptive Penalty Functions Embedded MOEA/D. - Akhtar Munir Khan; Muhammad Asif Jan; Muhammad Sagheer; Rashida Adeeb Khanum; Muhammad Irfan Uddin; Shafiq Ahmad; Shamsul Huda (IEEE Access, 2023)

Non Functional Requirements Identification and Classification Using Transfer Learning Model. - Muhammad Amin Khan; Muhammad Sohail Khan; Inayat Khan; Shafiq Ahmad; Shamsul Huda (IEEE Access, 2023)

A Novel Approach to Improve Software Defect Prediction Accuracy Using Machine Learning. - Iqra Mehmood; Sidra Shahid; Hameed Hussain; Inayat Khan; Shafiq Ahmad; Shahid Rahman; Najeeb Ullah; Shamsul Huda (IEEE Access, 2023)

Customer Analysis Using Machine Learning-Based Classification Algorithms for Effective Segmentation Using Recency, Frequency, Monetary, and Time. - Asmat Ullah; Muhammad Ismail Mohmand; Hameed Hussain; Sumaira Johar; Inayat Khan; Shafiq Ahmad; Haitham A. Mahmoud; Shamsul Huda (Sensors, 2023)

Feature Cloning and Feature Fusion Based Transportation Mode Detection Using Convolutional Neural Network. - Md. Golam Rabiul Alam; Mahmudul Haque; Md. Rafiul Hassan; Shamsul Huda; Mohammad Mehedi Hassan; Fred L. Strickland; Salman A. AlQahtani (IEEE Trans. Intell. Transp. Syst., 2023)

A Privacy Frequent Itemsets Mining Framework for Collaboration in IoT Using Federated Learning. - Jimmy Ming-Tai Wu; Qian Teng; Shamsul Huda; Yeh-Cheng Chen; Chien-Ming Chen 001 (ACM Trans. Sens. Networks, 2023)

Correction to: A framework of genetic algorithm-based CNN on multi-access edge computing for automated detection of COVID-19. - Md Raful Hassan; Walaa N. Ismail; Ahmad Chowdhury; Sharara Hossain; Shamsul Huda; Mohammad Mehedi Hassan (J. Supercomput., 2023)

Pashto Handwritten Invariant Character Trajectory Prediction Using a Customized Deep Learning Technique. - Fazli Khaliq; Muhammad Shabir; Inayat Khan; Shafiq Ahmad; Muhammad Usman 011; Muhammad Zubair; Shamsul Huda (Sensors, 2023)

An enhanced pattern detection and segmentation of brain tumors in MRI images using deep learning technique. - Lubna Kiran; Asim Zeb; Qazi Nida ur Rehman; Taj Rahman; Muhammad Shehzad Khan; Shafiq Ahmad; Muhammad Irfan Uddin; Muhammad Naeem 001; Shamsul Huda; Haitham A. Mahmoud (Frontiers Comput. Neurosci., 2024)

Untraceable blockchain-assisted authentication and key exchange in medical consortiums. - Ali Shahidinejad; Jemal H. Abawajy; Shamsul Huda (J. Syst. Archit., 2024)

Highly-Secure Yet Efficient Blockchain-Based CRL-Free Key Management Protocol for IoT-Enabled Smart Grid Environments. - Ali Shahidinejad; Jemal H. Abawajy; Shamsul Huda (IEEE Trans. Inf. Forensics Secur., 2024)

Anonymous lattice-based authentication protocol for vehicular communications. - Ali Shahidinejad; Jemal H. Abawajy; Shamsul Huda (Veh. Commun., 2024)

MDS-Based Cloned Device Detection in IoT-Fog Network. - Zainab AlJabri; Jemal H. Abawajy; Shamsul Huda (IEEE Internet Things J., 2024)

A Cyber Risk Assessment Approach to Federated Identity Management Framework-Based Digital Healthcare System. - Shamsul Huda; Md. Rezaul Islam; Jemal H. Abawajy; Vinay Naga Vamsi Kottala; Shafiq Ahmad (Sensors, 2024)

Cross regional online food delivery: Service quality optimization and real-time order assignment. - Farhana Huq; Nahar Sultana; Palash Roy; Md. Abdur Razzaque; Shamsul Huda; Mohammad Mehedi Hassan (Comput. Oper. Res., 2025)

Corrigendum: An enhanced pattern detection and segmentation of brain tumors in MRI images using deep learning technique. - Lubna Kiran; Asim Zeb; Qazi Nida ur Rehman; Taj Rahman; Muhammad Shehzad Khan; Shafiq Ahmad; Muhammad Irfan Uddin; Muhammad Naeem 001; Shamsul Huda; Haitham A. Mahmoud (Frontiers Comput. Neurosci., 2025)