Manel Ayadi - RankMe

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Grey Wolf Optimized Transformer Model for Enhanced Multi-class Prediction of Parkinson's Freezing of Gait Events. Int. J. Comput. Intell. Syst. Neeraj Dahiya, Simmi Madaan, Shakti Kundu, Shanu Kuttan Rakesh, Aadvik Dalal, Manel Ayadi, Kedir Botamo Adem, Arshad Hashmi
2026	J	`jnl`	Multilevel thresholding segmentation of medical images using the Crested Porcupine Optimizer with Enhanced Solution Quality and Gaussian distribution: Applications to liver, COVID-19, and brain diseases. Biomed. Signal Process. Control. Amina Salhi, Manel Ayadi, F. M. Aldosari, Fahad Algarni, Atef Ismail, Marwa M. Emam
2026	J	`jnl`	TeleXAI-R: A Real-Time Explainable AI Model for Remote Patient Risk Stratification Using IoT-Integrated Consumer Devices. IEEE Trans. Consumer Electron. Jing Yang, Jialin Dai, Xinyi Tang, Muhammad Attique Khan, Manel Ayadi, Zaffar Ahmed Shaikh, Areej Alasiry, Mehrez Marzougui, Pengxiang Su, Lip Yee Por
2025	J	`jnl`	Enhancing Emotion Detection from EEG Signals by Extracting Spatiotemporal Features Using ConvLSTM Networks. Int. J. Comput. Intell. Syst. Ala Saleh Alluhaidan, Wided Bouchelligua, Atta Ur Rahman, Manel Ayadi, Amel Ksibi, Bibi Saqia
2025	J	`jnl`	GAN-CSA: Enhanced Generative Adversarial Networks for Accurate Detection and Surgical Guidance in Skull Base Brain Metastases. Int. J. Comput. Intell. Syst. Surjeet Dalal, Neeraj Dahiya, Shakti Kundu, Amit Verma, Gaytri Devi, Manel Ayadi, Mitiku Dubale, Arshad Hashmi
2025	J	`jnl`	Quality of Service-Aware 6G- Enabled NB-IoT for Health Monitoring in Long Distance High-Speed Trains. IEEE Trans. Consumer Electron. Bipasha Guha Roy, Deepsubhra Guha Roy, Piyali Datta, Surbhi Bhatia Khan, Fatima A. Asiri, Manel Ayadi
2024	J	`jnl`	An Improved Adaptive Neuro-fuzzy Inference Framework for Lung Cancer Detection and Prediction on Internet of Medical Things Platform. Int. J. Comput. Intell. Syst. S. L. Jany Shabu, J. Refonaa, Saurav Mallik, D. Dhamodaran, L. K. Joshila Grace, Amel Ksibi, Manel Ayadi, Tagrid Abdullah N. Alshalali
2024	J	`jnl`	Correction: Convolution Neural Network Bidirectional Long Short-Term Memory for Heartbeat Arrhythmia Classification. Int. J. Comput. Intell. Syst. Rami S. Alkhawaldeh, Bilal Al-Ahmad, Amel Ksibi, Nazeeh Ghatasheh, Evon M. O. Abu-Taieh, Ghadah Aldehim, Manel Ayadi, Samar M. Alkhawaldeh
2024	J	`jnl`	Improving smart home surveillance through YOLO model with transfer learning and quantization for enhanced accuracy and efficiency. PeerJ Comput. Sci. Surjeet Dalal, Umesh Kumar Lilhore, Nidhi Sharma, Shakti Arora, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi
2024	J	`jnl`	SentinelFusion based machine learning comprehensive approach for enhanced computer forensics. PeerJ Comput. Sci. Umar Islam, Abeer Abdullah Alsadhan, Hathal Salamah Alwageed, Abdullah A. Al-Atawi, Gulzar Mehmood, Manel Ayadi, Shrooq Alsenan
2024	J	`jnl`	Text recuperated using ontology with stable marriage optimization technique and text visualization using AR. Multim. Tools Appl. Imene Ouali, Mohamed Ben Halima, Nesrine Masmoudi, Manel Ayadi, Latifa Almuqren, Ali Wali
2023	J	`jnl`	A Novel Channel Estimation Framework in MIMO Using Serial Cascaded Multiscale Autoencoder and Attention LSTM with Hybrid Heuristic Algorithm. Sensors B. M. R. Manasa, Venugopal P., Chinthaginjala Venkata Ravikumar, Manel Ayadi, Monia Hamdi, Amel Ksibi
2023	J	`jnl`	Acoustic Wave Reflection in Water Affects Underwater Wireless Sensor Networks. Sensors Kaveripaka Sathish, Monia Hamdi, Chinthaginjala Venkata Ravikumar, Mohammad Alibakhshikenari, Manel Ayadi, Giovanni Pau, Mohamed Abbas, Neeraj Kumar Shukla
2023	J	`jnl`	Convolution Neural Network Bidirectional Long Short-Term Memory for Heartbeat Arrhythmia Classification. Int. J. Comput. Intell. Syst. Rami S. Alkhawaldeh, Bilal Al-Ahmad, Amel Ksibi, Nazeeh Ghatasheh, Evon M. O. Abu-Taieh, Ghadah Aldehim, Manel Ayadi, Samar M. Alkhawaldeh
2023	J	`jnl`	Correction to: Next-generation cyber attack prediction for IoT systems: leveraging multi-class SVM and optimized CHAID decision tree. J. Cloud Comput. Surjeet Dalal, Umesh Kumar Lilhore, Neetu Faujdar, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi
2023	J	`jnl`	Next-generation cyber attack prediction for IoT systems: leveraging multi-class SVM and optimized CHAID decision tree. J. Cloud Comput. Surjeet Dalal, Umesh Kumar Lilhore, Neetu Foujdar, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi
2023	J	`jnl`	Smart Traffic Monitoring Through Pyramid Pooling Vehicle Detection and Filter-Based Tracking on Aerial Images. IEEE Access Adnan Ahmed Rafique, Amal Al-Rasheed, Amel Ksibi, Manel Ayadi, Ahmad Jalal, Khaled Alnowaiser, Hossam Meshref, Mohammad Shorfuzzaman, Munkhjargal Gochoo, Jeongmin Park
2014	B	`conf`	An exact method for the multi-vehicle static demand responsive transport problem based on service quality: The case of one-to-one. ICALT Manel Ayadi, Habib Chabchoub, Adnan Yassine

Year

Rank

Type

Title / Venue / Authors

2026

jnl

Grey Wolf Optimized Transformer Model for Enhanced Multi-class Prediction of Parkinson's Freezing of Gait Events.

Int. J. Comput. Intell. Syst.

Neeraj Dahiya, Simmi Madaan, Shakti Kundu, Shanu Kuttan Rakesh, Aadvik Dalal, Manel Ayadi, Kedir Botamo Adem, Arshad Hashmi

2026

jnl

Multilevel thresholding segmentation of medical images using the Crested Porcupine Optimizer with Enhanced Solution Quality and Gaussian distribution: Applications to liver, COVID-19, and brain diseases.

Biomed. Signal Process. Control.

Amina Salhi, Manel Ayadi, F. M. Aldosari, Fahad Algarni, Atef Ismail, Marwa M. Emam

2026

jnl

TeleXAI-R: A Real-Time Explainable AI Model for Remote Patient Risk Stratification Using IoT-Integrated Consumer Devices.

IEEE Trans. Consumer Electron.

Jing Yang, Jialin Dai, Xinyi Tang, Muhammad Attique Khan, Manel Ayadi, Zaffar Ahmed Shaikh, Areej Alasiry, Mehrez Marzougui, Pengxiang Su, Lip Yee Por

2025

jnl

Enhancing Emotion Detection from EEG Signals by Extracting Spatiotemporal Features Using ConvLSTM Networks.

Int. J. Comput. Intell. Syst.

Ala Saleh Alluhaidan, Wided Bouchelligua, Atta Ur Rahman, Manel Ayadi, Amel Ksibi, Bibi Saqia

2025

jnl

GAN-CSA: Enhanced Generative Adversarial Networks for Accurate Detection and Surgical Guidance in Skull Base Brain Metastases.

Int. J. Comput. Intell. Syst.

Surjeet Dalal, Neeraj Dahiya, Shakti Kundu, Amit Verma, Gaytri Devi, Manel Ayadi, Mitiku Dubale, Arshad Hashmi

2025

jnl

Quality of Service-Aware 6G- Enabled NB-IoT for Health Monitoring in Long Distance High-Speed Trains.

IEEE Trans. Consumer Electron.

Bipasha Guha Roy, Deepsubhra Guha Roy, Piyali Datta, Surbhi Bhatia Khan, Fatima A. Asiri, Manel Ayadi

2024

jnl

An Improved Adaptive Neuro-fuzzy Inference Framework for Lung Cancer Detection and Prediction on Internet of Medical Things Platform.

Int. J. Comput. Intell. Syst.

S. L. Jany Shabu, J. Refonaa, Saurav Mallik, D. Dhamodaran, L. K. Joshila Grace, Amel Ksibi, Manel Ayadi, Tagrid Abdullah N. Alshalali

2024

jnl

Correction: Convolution Neural Network Bidirectional Long Short-Term Memory for Heartbeat Arrhythmia Classification.

Int. J. Comput. Intell. Syst.

Rami S. Alkhawaldeh, Bilal Al-Ahmad, Amel Ksibi, Nazeeh Ghatasheh, Evon M. O. Abu-Taieh, Ghadah Aldehim, Manel Ayadi, Samar M. Alkhawaldeh

2024

jnl

Improving smart home surveillance through YOLO model with transfer learning and quantization for enhanced accuracy and efficiency.

PeerJ Comput. Sci.

Surjeet Dalal, Umesh Kumar Lilhore, Nidhi Sharma, Shakti Arora, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi

2024

jnl

SentinelFusion based machine learning comprehensive approach for enhanced computer forensics.

PeerJ Comput. Sci.

Umar Islam, Abeer Abdullah Alsadhan, Hathal Salamah Alwageed, Abdullah A. Al-Atawi, Gulzar Mehmood, Manel Ayadi, Shrooq Alsenan

2024

jnl

Text recuperated using ontology with stable marriage optimization technique and text visualization using AR.

Multim. Tools Appl.

Imene Ouali, Mohamed Ben Halima, Nesrine Masmoudi, Manel Ayadi, Latifa Almuqren, Ali Wali

2023

jnl

A Novel Channel Estimation Framework in MIMO Using Serial Cascaded Multiscale Autoencoder and Attention LSTM with Hybrid Heuristic Algorithm.

Sensors

B. M. R. Manasa, Venugopal P., Chinthaginjala Venkata Ravikumar, Manel Ayadi, Monia Hamdi, Amel Ksibi

2023

jnl

Acoustic Wave Reflection in Water Affects Underwater Wireless Sensor Networks.

Sensors

Kaveripaka Sathish, Monia Hamdi, Chinthaginjala Venkata Ravikumar, Mohammad Alibakhshikenari, Manel Ayadi, Giovanni Pau, Mohamed Abbas, Neeraj Kumar Shukla

2023

jnl

Convolution Neural Network Bidirectional Long Short-Term Memory for Heartbeat Arrhythmia Classification.

Int. J. Comput. Intell. Syst.

Rami S. Alkhawaldeh, Bilal Al-Ahmad, Amel Ksibi, Nazeeh Ghatasheh, Evon M. O. Abu-Taieh, Ghadah Aldehim, Manel Ayadi, Samar M. Alkhawaldeh

2023

jnl

Correction to: Next-generation cyber attack prediction for IoT systems: leveraging multi-class SVM and optimized CHAID decision tree.

J. Cloud Comput.

Surjeet Dalal, Umesh Kumar Lilhore, Neetu Faujdar, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi

2023

jnl

Next-generation cyber attack prediction for IoT systems: leveraging multi-class SVM and optimized CHAID decision tree.

J. Cloud Comput.

Surjeet Dalal, Umesh Kumar Lilhore, Neetu Foujdar, Sarita Simaiya, Manel Ayadi, Nouf Abdullah Almujally, Amel Ksibi

2023

jnl

Smart Traffic Monitoring Through Pyramid Pooling Vehicle Detection and Filter-Based Tracking on Aerial Images.

IEEE Access

Adnan Ahmed Rafique, Amal Al-Rasheed, Amel Ksibi, Manel Ayadi, Ahmad Jalal, Khaled Alnowaiser, Hossam Meshref, Mohammad Shorfuzzaman, Munkhjargal Gochoo, Jeongmin Park

2014

conf

An exact method for the multi-vehicle static demand responsive transport problem based on service quality: The case of one-to-one.

ICALT

Manel Ayadi, Habib Chabchoub, Adnan Yassine

from enum import Enum


class ApiCategory(Enum):
    FILE_OP = [
        "CreateFile",
        "ReadFile",
        "WriteFile",
        "DeleteFile",
        "SetFilePointer",
        "CopyFile",
        "MoveFile",
        "FindFirstFile",
        "FindNextFile",
    ]
    MEMORY_OP = [
        "VirtualAlloc",
        "VirtualFree",
        "HeapAlloc",
        "HeapFree",
        "LocalAlloc",
        "GlobalAlloc",
        "MapViewOfFile",
        "VirtualProtect",
    ]
    NETWORK_OP = [
        "socket",
        "connect",
        "bind",
        "send",
        "recv",
        "WSAStartup",
        "InternetOpen",
        "InternetConnect",
        "HttpOpenRequest",
        "HttpSendRequest",
        "InternetReadFile",
        "URLDownloadToFile",
    ]
    REGISTRY_OP = [
        "RegOpenKey",
        "RegCreateKey",
        "RegSetValue",
        "RegQueryValue",
        "RegDeleteKey",
        "RegEnumKey",
        "RegFlushKey",
    ]
    PROCESS_OP = [
        "CreateProcess",
        "OpenProcess",
        "TerminateProcess",
        "GetProcessId",
        "CreateProcessAsUser",
        "NtCreateProcess",
    ]
    THREAD_OP = [
        "CreateThread",
        "SuspendThread",
        "ResumeThread",
        "CreateRemoteThread",
        "SetThreadContext",
        "GetThreadContext",
    ]
    INJECTION_OP = [
        "WriteProcessMemory",
        "VirtualAllocEx",
        "NtWriteVirtualMemory",
        "SetWindowsHookEx",
        "QueueUserAPC",
        "NtMapViewOfSection",
    ]
    EVASION_OP = [
        "IsDebuggerPresent",
        "CheckRemoteDebuggerPresent",
        "NtQueryInformationProcess",
        "GetTickCount",
        "OutputDebugString",
        "Sleep",
        "QueryPerformanceCounter",
    ]
    SPYING_OP = [
        "GetAsyncKeyState",
        "GetKeyboardState",
        "GetKeyState",
        "GetForegroundWindow",
        "SetWindowsHookEx",
        "BitBlt",
        "GetClipboardData",
    ]
    SYSTEM_OP = [
        "CreateToolhelp32Snapshot",
        "EnumDeviceDrivers",
        "EnumProcesses",
        "GetSystemDirectoryA",
        "GetLogicalDrives",
    ]
    SERVICE_OP = [
        "CreateServiceA",
        "OpenServiceA",
        "StartServiceA",
        "DeleteService",
        "OpenSCManagerA",
        "ControlService",
    ]
    CRYPTO_OP = [
        "CryptAcquireContext",
        "CryptGenKey",
        "CryptEncrypt",
        "CryptDecrypt",
        "CryptCreateHash",
        "CryptHashData",
        "CryptGenRandom",
    ]
    DLL_OP = ["LoadLibrary", "GetProcAddress", "FreeLibrary", "LdrLoadDll"]
    UNKNOWN_OP = []

    @classmethod
    def from_api(cls, api_name):
        for category in cls:
            if any(api_name.startswith(api) for api in category.value):
                return category
        return cls.UNKNOWN_OP