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326 results on '"Bouzouane, Abdenour"'

2. A Maneuver in the Trade-Off Space of Federated Learning Aggregation Frameworks Secured with Polymorphic Encryption: PolyFLAM and PolyFLAP Frameworks.

Author

Moshawrab, Mohammad, Adda, Mehdi, Bouzouane, Abdenour, Ibrahim, Hussein, and Raad, Ali

Subjects
FEDERATED learning, MACHINE learning, SUPPORT vector machines, TELECOMMUNICATION systems, LOGISTIC regression analysis
Abstract

Maintaining user privacy in machine learning is a critical concern due to the implications of data collection. Federated learning (FL) has emerged as a promising solution by sharing trained models rather than user data. However, FL still faces several challenges, particularly in terms of security and privacy, such as vulnerability to inference attacks. There is an inherent trade-off between communication traffic across the network and computational costs on the server or client, which this paper aims to address by maneuvering between these performance parameters. To tackle these issues, this paper proposes two complementary frameworks: PolyFLAM ("Polymorphic Federated Learning Aggregation of Models") and PolyFLAP ("Polymorphic Federated Learning Aggregation of Parameters"). These frameworks provide two options to suit the needs of users, depending on whether they prioritize reducing communication across the network or lowering computational costs on the server or client. PolyFLAM reduces computational costs by exchanging entire models, eliminating the need to rebuild models from parameters. In contrast, PolyFLAP reduces communication costs by transmitting only model parameters, which are smaller in size compared to entire models. Both frameworks are supported by polymorphic encryption, ensuring privacy is maintained even in cases of key leakage. Furthermore, these frameworks offer five different machine learning models, including support vector machines, logistic regression, Gaussian naïve Bayes, stochastic gradient descent, and multi-layer perceptron, to cover as many real-life problems as possible. The evaluation of these frameworks with simulated and real-life datasets demonstrated that they can effectively withstand various attacks, including inference attacks that aim to compromise user privacy by capturing exchanged models or parameters. [ABSTRACT FROM AUTHOR]

Published
2024
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3. Securing Federated Learning: Approaches, Mechanisms and Opportunities.

Author

Moshawrab, Mohammad, Adda, Mehdi, Bouzouane, Abdenour, Ibrahim, Hussein, and Raad, Ali

Subjects
FEDERATED learning, ARTIFICIAL intelligence, SECURITY systems, MACHINE learning, RESEARCH personnel
Abstract

With the ability to analyze data, artificial intelligence technology and its offshoots have made difficult tasks easier. The tools of these technologies are now used in almost every aspect of life. For example, Machine Learning (ML), an offshoot of artificial intelligence, has become the focus of interest for researchers in industry, education, healthcare and other disciplines and has proven to be as efficient as, and in some cases better than, experts in answering various problems. However, the obstacles to ML's progress are still being explored, and Federated Learning (FL) has been presented as a solution to the problems of privacy and confidentiality. In the FL approach, users do not disclose their data throughout the learning process, which improves privacy and security. In this article, we look at the security and privacy concepts of FL and the threats and attacks it faces. We also address the security measures used in FL aggregation procedures. In addition, we examine and discuss the use of homomorphic encryption to protect FL data exchange, as well as other security strategies. Finally, we discuss security and privacy concepts in FL and what additional improvements could be made in this context to increase the efficiency of FL algorithms. [ABSTRACT FROM AUTHOR]

Published
2024
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4. A Study of Dimensionality Reduction for Facial Expression Recognition

Author

Yaddaden, Yacine, Adda, Mehdi, Bouzouane, Abdenour, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Senouci, Mustapha Reda, editor, Boudaren, Mohamed El Yazid, editor, Sebbak, Faouzi, editor, and Mataoui, M'hamed, editor

Published
2021
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14. Smart Homes in the Era of Big Data

Author

Bouchard, Kevin, Gaboury, Sebastien, Bouchard, Bruno, Bouzouane, Abdenour, Giroux, Sylvain, Kacprzyk, Janusz, Series editor, Ravulakollu, Kiran Kumar, editor, Khan, Mohammad Ayoub, editor, and Abraham, Ajith, editor

Published
2016
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15. Towards an Adaptation Model for Smart Homes

Author

Francillette, Yannick, Gaboury, Sébastien, Bouzouane, Abdenour, Bouchard, Bruno, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Chang, Carl K., editor, Chiari, Lorenzo, editor, Cao, Yu, editor, Jin, Hai, editor, Mokhtari, Mounir, editor, and Aloulou, Hamdi, editor

Published
2016
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17. Online Prediction of People’s Next Point-of-Interest: Concept Drift Support

Author

Boukhechba, Mehdi, Bouzouane, Abdenour, Bouchard, Bruno, Gouin-Vallerand, Charles, Giroux, Sylvain, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Salah, Albert Ali, editor, Kröse, Ben J.A., editor, and Cook, Diane J., editor

Published
2015
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18. Regression Analysis for Gesture Recognition Using RFID Technology

Author

Bouchard, Kevin, Bouchard, Bruno, Bouzouane, Abdenour, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Bodine, Cathy, editor, Helal, Sumi, editor, Gu, Tao, editor, and Mokhtari, Mounir, editor

Published
2015
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25. Smart Senior Residences

Author

Bouchard, Bruno, primary, Bouchard, Kevin, additional, Gaboury, Sebastien, additional, and Bouzouane, Abdenour, additional

Published
2018
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30. Developing Serious Games Specifically Adapted to People Suffering from Alzheimer

Author

Bouchard, Bruno, Imbeault, Frédérick, Bouzouane, Abdenour, Menelas, Bob-Antoine J., Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Ma, Minhua, editor, Oliveira, Manuel Fradinho, editor, Hauge, Jannicke Baalsrud, editor, Duin, Heiko, editor, and Thoben, Klaus-Dieter, editor

Published
2012
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32. Trace of Objects to Retrieve Prediction Patterns of Activities in Smart Homes

Author

Amirjavid, Farzad, Bouzouane, Abdenour, Bouchard, Bruno, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Goebel, Randy, editor, Siekmann, Jörg, editor, Wahlster, Wolfgang, editor, Andrews, Simon, editor, Polovina, Simon, editor, Hill, Richard, editor, and Akhgar, Babak, editor

Published
2011
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33. Qualitative Spatial Activity Recognition Using a Complete Platform Based on Passive RFID Tags: Experimentations and Results

Author

Bouchard, Kevin, Bouchard, Bruno, Bouzouane, Abdenour, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Abdulrazak, Bessam, editor, Giroux, Sylvain, editor, Bouchard, Bruno, editor, Pigot, Hélène, editor, and Mokhtari, Mounir, editor

Published
2011
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34. Guidelines for Increasing Prompt Efficiency in Smart Homes According to the Resident’s Profile and Task Characteristics

Author

Van Tassel, Mike, Bouchard, Julie, Bouchard, Bruno, Bouzouane, Abdenour, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Abdulrazak, Bessam, editor, Giroux, Sylvain, editor, Bouchard, Bruno, editor, Pigot, Hélène, editor, and Mokhtari, Mounir, editor

Published
2011
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39. SIMACT: A 3D Open Source Smart Home Simulator for Activity Recognition

Author

Bouchard, Kevin, Ajroud, Amir, Bouchard, Bruno, Bouzouane, Abdenour, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Kim, Tai-hoon, editor, and Adeli, Hojjat, editor

Published
2010
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45. A Smart Home Agent for Plan Recognition

Author

Bouchard, Bruno, Giroux, Sylvain, Bouzouane, Abdenour, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Carbonell, Jaime G., editor, Siekmann, Jörg, editor, Lamontagne, Luc, editor, and Marchand, Mario, editor

Published
2006
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46. Towards an Authority Sharing Based on the Viewpoint Action Model

Author

Bouzouane, Abdenour, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Dough, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Carbonell, Jaime G., editor, Siekmann, Jörg, editor, Pěchouček, Michael, editor, Petta, Paolo, editor, and Varga, László Zsolt, editor

Published
2005
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