Innan, Nouhaila

1. QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection
   2024/04/03 by Nouhaila Innan, Innan, Nouhaila, Alberto Marchisio +5 · 8 citations
   Decision Sciences · Computer Science · #Stock Market Forecasting Methods #Imbalanced Data Classification Techniques
2. MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption
   2024/11/30 by Dutta, Siddhant, Innan, Nouhaila, Yahia, Sadok Ben +2 · 5 citations
   #Cryptography and Security (cs.CR) #Distributed #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Parallel #Quantum Physics (quant-ph) #and Cluster Computing (cs.DC)
3. Crossing The Gap Using Variational Quantum Eigensolver: A Comparative Study
   2024/05/19 by Chen, I-Chi, Innan, Nouhaila, Roy, Suman Kumar +1 · 2 citations
   #FOS: Physical sciences #Quantum Physics (quant-ph)
4. Optimizing Low-Energy Carbon IIoT Systems with Quantum Algorithms: Performance Evaluation and Noise Robustness
   2025/03/02 by Kshitij Dave, Dave, Kshitij, Nouhaila Innan +9 · 4 citations
   Chemistry · #Spectroscopy and Laser Applications
5. SentiQNF: A Novel Approach to Sentiment Analysis Using Quantum Algorithms and Neuro-Fuzzy Systems
   2024/12/17 by Kshitij Dave, Nouhaila Innan, Dave, Kshitij +9 · 3 citations
   Computer Science · #Sentiment Analysis and Opinion Mining
6. QFAL: Quantum Federated Adversarial Learning
   2025/02/28 by Maouaki, Walid El, Innan, Nouhaila, Marchisio, Alberto +3 · 4 citations
   #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
7. Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML
   2024/09/14 by Siddhant Dutta, Dutta, Siddhant, Pavana P Karanth +13 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Privacy-Preserving Technologies in Data #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
8. HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction
   2025/03/19 by Choudhary, Prashant Kumar, Innan, Nouhaila, Shafique, Muhammad +1 · 6 citations
   #FOS: Computer and information sciences #FOS: Economics and business #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph) #Statistical Finance (q-fin.ST)
9. Comparative Performance Analysis of Quantum Machine Learning Architectures for Credit Card Fraud Detection
   2024/12/27 by Alami, Mansour El, Innan, Nouhaila, Shafique, Muhammad +1 · 5 citations
   #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
10. LEP-QNN: Loan Eligibility Prediction using Quantum Neural Networks
    2024/12/04 by Innan, Nouhaila, Marchisio, Alberto, Bennai, Mohamed +1 · 5 citations
    #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
11. QAS-QTNs: Curriculum Reinforcement Learning-Driven Quantum Architecture Search for Quantum Tensor Networks
    2025/07/16 by Siddhant Dutta, Nouhaila Innan, Dutta, Siddhant +5 · 5 citations
    Computer Science · Physics and Astronomy · #Quantum Computing Algorithms and Architecture #Quantum and electron transport phenomena #Advanced Thermodynamics and Statistical Mechanics
12. A Privacy-Preserving Federated Framework with Hybrid Quantum-Enhanced Learning for Financial Fraud Detection
    2025/07/15 by Sawaika, Abhishek, Krishna, Swetang, Tomar, Tushar +5 · 5 citations
    #Artificial Intelligence (cs.AI) #Computational Finance (q-fin.CP) #FOS: Computer and information sciences #FOS: Economics and business #I.2 #Machine Learning (cs.LG)
13. Quantum Bayesian Networks for Machine Learning in Oil-Spill Detection
    2024/12/24 by Siddiqui, Owais Ishtiaq, Innan, Nouhaila, Marchisio, Alberto +2 · 2 citations
    #FOS: Physical sciences #Quantum Physics (quant-ph)
14. Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy
    2025/07/28 by Innan, Nouhaila, Kashif, Muhammad, Marchisio, Alberto +2 · 6 citations
    #FOS: Physical sciences #Quantum Physics (quant-ph)
15. Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks
    2024/01/28 by Khan, Muhammad Al-Zafar, Galib, Abdullah Al Omar, Innan, Nouhaila +1 · 1 citation
    #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Quantum Physics (quant-ph) #electronic engineering #information engineering