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Collaborative Federated Learning For Healthcare: Multi-Modal COVID-19 Diagnosis at the Edge

Jan 19, 2021
Adnan Qayyum, Kashif Ahmad, Muhammad Ahtazaz Ahsan, Ala Al-Fuqaha, Junaid Qadir

* preprint version 

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Fake Visual Content Detection Using Two-Stream Convolutional Neural Networks

Jan 03, 2021
Bilal Yousaf, Muhammad Usama, Waqas Sultani, Arif Mahmood, Junaid Qadir


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An Active Learning Method for Diabetic Retinopathy Classification with Uncertainty Quantification

Dec 26, 2020
Muhammad Ahtazaz Ahsan, Adnan Qayyum, Junaid Qadir, Adeel Razi

* 12 pages, 11 figures, journal version 

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Intelligent Resource Allocation in Dense LoRa Networks using Deep Reinforcement Learning

Dec 22, 2020
Inaam Ilahi, Muhammad Usama, Muhammad Omer Farooq, Muhammad Umar Janjua, Junaid Qadir

* 11 pages 

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Developing Future Human-Centered Smart Cities: Critical Analysis of Smart City Security, Interpretability, and Ethical Challenges

Dec 14, 2020
Kashif Ahmad, Majdi Maabreh, Mohamed Ghaly, Khalil Khan, Junaid Qadir, Ala Al-Fuqaha

* 33 pages, 13 figures, 8 tables 

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A Generative Model to Synthesize EEG Data for Epileptic Seizure Prediction

Dec 01, 2020
Khansa Rasheed, Junaid Qadir, Terence J. O'Brien, Levin Kuhlmann, Adeel Razi

* 10 pages, 5 figures, 6 Tables, Journal paper 

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Budgeted Online Selection of Candidate IoT Clients to Participate in Federated Learning

Nov 16, 2020
Ihab Mohammed, Shadha Tabatabai, Ala Al-Fuqaha, Faissal El Bouanani, Junaid Qadir, Basheer Qolomany, Mohsen Guizani


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Particle Swarm Optimized Federated Learning For Industrial IoT and Smart City Services

Sep 05, 2020
Basheer Qolomany, Kashif Ahmad, Ala Al-Fuqaha, Junaid Qadir


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Examining Machine Learning for 5G and Beyond through an Adversarial Lens

Sep 05, 2020
Muhammad Usama, Rupendra Nath Mitra, Inaam Ilahi, Junaid Qadir, Mahesh K. Marina


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Trust-Based Cloud Machine Learning Model Selection For Industrial IoT and Smart City Services

Aug 11, 2020
Basheer Qolomany, Ihab Mohammed, Ala Al-Fuqaha, Mohsen Guizan, Junaid Qadir


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Artificial Intelligence-Assisted Energy and Thermal Comfort Control for Sustainable Buildings: An Extended Representation of the Systematic Review

Jun 22, 2020
Ghezlane Halhoul Merabet, Mohamed Essaaidi, Mohamed Ben-Haddou, Basheer Qolomany, Junaid Qadir, Muhammad Anan, Ala Al-Fuqaha, Riduan Mohamed Abid, Driss Benhaddou

* 1 table of 20 pages representing the latest research done in application of AI in building 

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Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review

Feb 04, 2020
Khansa Rasheed, Adnan Qayyum, Junaid Qadir, Shobi Sivathamboo, Patrick Kwan, Levin Kuhlmann, Terence O'Brien, Adeel Razi


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Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning

Jan 27, 2020
Inaam Ilahi, Muhammad Usama, Junaid Qadir, Muhammad Umar Janjua, Ala Al-Fuqaha, Dinh Thai Hoang, Dusit Niyato


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Secure and Robust Machine Learning for Healthcare: A Survey

Jan 21, 2020
Adnan Qayyum, Junaid Qadir, Muhammad Bilal, Ala Al-Fuqaha


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Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends

Jan 02, 2020
Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Junaid Qadir, Björn W. Schuller


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Black-box Adversarial ML Attack on Modulation Classification

Aug 01, 2019
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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The Adversarial Machine Learning Conundrum: Can The Insecurity of ML Become The Achilles' Heel of Cognitive Networks?

Jun 03, 2019
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha, Mounir Hamdi


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Securing Connected & Autonomous Vehicles: Challenges Posed by Adversarial Machine Learning and The Way Forward

May 29, 2019
Adnan Qayyum, Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey

May 19, 2019
Basheer Qolomany, Ala Al-Fuqaha, Ajay Gupta, Driss Benhaddou, Safaa Alwajidi, Junaid Qadir, Alvis C. Fong


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Machine Learning, Big Data, And Smart Buildings: A Comprehensive Survey

Apr 01, 2019
Basheer Qolomany, Ala Al-Fuqaha, Ajay Gupta, Driss Benhaddou, Safaa Alwajidi, Junaid Qadir, Alvis C. Fong


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Motion Corrected Multishot MRI Reconstruction Using Generative Networks with Sensitivity Encoding

Mar 24, 2019
Muhammad Usman, Siddique Latif, Muhammad Asim, Junaid Qadir

* \{copyright} 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works 

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Cross Lingual Speech Emotion Recognition: Urdu vs. Western Languages

Dec 15, 2018
Siddique Latif, Adnan Qayyum, Muhammad Usman, Junaid Qadir

* 6 

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Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness

Nov 28, 2018
Siddique Latif, Rajib Rana, Junaid Qadir


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Automating Motion Correction in Multishot MRI Using Generative Adversarial Networks

Nov 24, 2018
Siddique Latif, Muhammad Asim, Muhammad Usman, Junaid Qadir, Rajib Rana

* MED-NIPS 2018 

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FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning

Nov 04, 2018
Faiq Khalid, Muhammmad Abdullah Hanif, Semeen Rehman, Junaid Qadir, Muhammad Shafique

* Accepted in Design, Automation and Test in Europe 2019 

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Adversarial Attacks on Cognitive Self-Organizing Networks: The Challenge and the Way Forward

Sep 26, 2018
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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SDN Flow Entry Management Using Reinforcement Learning

Sep 24, 2018
Ting-Yu Mu, Ala Al-Fuqaha, Khaled Shuaib, Farag M. Sallabi, Junaid Qadir

* 19 pages, 11 figures, published on ACM Transactions on Autonomous and Adaptive Systems (TAAS) 2018 

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Phonocardiographic Sensing using Deep Learning for Abnormal Heartbeat Detection

Jun 05, 2018
Siddique Latif, Muhammad Usman, Rajib Rana, Junaid Qadir


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