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Hichem Snoussi
271
Documents
Presentation
**Hichem Snoussi** received the diploma degree in Electrical Engineering from the Ecole Supérieure d'Electricité (Supélec), Gif-sur-Yvette, France, in 2000. He also received the DEA degree and the Ph.D. in signal processing from the University of Paris-Sud, Orsay, France, in 2000 and 2003 respectively. Between 2003 and 2004, he was postdoctoral researcher at IRCCyN, Institut de Recherches en Communications et Cybernétiques de Nantes. He has spent short periods as visiting scientist at the Brain Science Institute, RIKEN, Japan and Olin Neuropsychiatry Research Center at the Institute of Living in USA. Between 2005 and 2009, he was associate professor at the University of Technology of Troyes, France. He has obtained the HDR degree from the University of Technology of Compiègne in 2009. Since 2010, he is Full Professor at the University of Technology of Troyes. His research interests include Bayesian techniques for source separation, information geometry, differential geometry, machine learning,etc. Since 2010, he has been in charge of the CapSec Plateform (Sensors for Security). He is the principal investigator of many research projects and industrial partnerships. Between 2016 and 2020, he has been manager of LM2S Lab in Charles Delaunay Institute. Since 2021, he is deputy director of LIST3N lab and team leader of M2S group.
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MixedTeacher : Knowledge Distillation for fast inference textural anomaly detection2023 International Conference on Computer Vision Theory and Applications (VISAPP 2023), Feb 2023, Lisbonne, Portugal
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Data Cleaning to fine-tune a Transfer Learning approach for Air Quality Prediction2022 IEEE International Smart Cities Conference (ISC2), Sep 2022, Pafos, Cyprus. pp.1-5, ⟨10.1109/ISC255366.2022.9921836⟩
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Adversarial autoencoder with attention driven lossAPPLICATIONS OF MATHEMATICS IN ENGINEERING AND ECONOMICS (AMEE’22): Proceedings of the 48th International Conference “Applications of Mathematics in Engineering and Economics”, Jun 2022, Sofia, Bulgaria. pp.130002, ⟨10.1063/5.0179220⟩
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Point Gated Attention2022 China Automation Congress (CAC), Nov 2022, Xiamen, China. pp.2770-2774, ⟨10.1109/CAC57257.2022.10056083⟩
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G2D: Generate to Detect Anomaly2021 IEEE Winter Conference on Applications of Computer Vision (WACV), Jan 2021, Waikoloa, United States. pp.2002-2011, ⟨10.1109/WACV48630.2021.00205⟩
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Fine-Tuning a Pre-trained CAE for Deep One Class Anomaly Detection in Video Footage4th Mediterranean Conference, MedPRAI 2020: Pattern Recognition and Artificial Intelligence, Dec 2020, Hammamet, Tunisia. pp.3-17, ⟨10.1007/978-3-030-71804-6_1⟩
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UAV-based Surveillance System: an Anomaly Detection Approach2020 IEEE Symposium on Computers and Communications (ISCC), Jul 2020, Rennes, France. pp.1-6, ⟨10.1109/ISCC50000.2020.9219585⟩
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Two-streams Fully Convolutional Networks for Abnormal Event Detection in Videos12th International Conference on Agents and Artificial Intelligence, Feb 2020, Valletta, Malta. pp.514-521
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Human Action prediction based on skeleton data2020 39th Chinese Control Conference (CCC), Jul 2020, Shenyang, China. pp.6608-6612, ⟨10.23919/CCC50068.2020.9189122⟩
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Neural Style Transfer for Picture with Gradient Gram Matrix Description2020 39th Chinese Control Conference (CCC), Jul 2020, Shenyang, China. pp.7026-7030, ⟨10.23919/CCC50068.2020.9188652⟩
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Few-sample Multi-organ Abdominal Image Segmentation with Mean Teacher Model2020 39th Chinese Control Conference (CCC), Jul 2020, Shenyang, China. pp.6613-6617, ⟨10.23919/CCC50068.2020.9189187⟩
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A Novel Approach for Anomaly Detection in Power Consumption Data8th International Conference on Pattern Recognition Applications and Methods, May 2019, Prague, Czech Republic. ⟨10.5220/0007361704830490⟩
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Abnormal object detection and recognition in the complex construction site via cloud computingResearch in Adaptive and Convergent Systems (RACS'2019), Sep 2019, Chongqing, China. pp.71-75, ⟨10.1145/3338840.3355648⟩
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Video Object Detection Base on RGB and Optical Flow Analysis2019 2nd China Symposium on Cognitive Computing and Hybrid Intelligence (CCHI), Sep 2019, Xi'an, China. ⟨10.1109/CCHI.2019.8901921⟩
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Hybrid deep learning and HOF for Anomaly Detection2019 6th International Conference on Control, Decision and Information Technologies (CoDIT), Apr 2019, Paris, France. pp.575-580
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Coverage Optimization using Multiple Unmanned Aerial Vehicles with Connectivity Constraint2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.1361-1366, ⟨10.1109/IWCMC.2019.8766651⟩
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Enhanced Convolutional Neural Network for Abnormal Event Detection in Video Streams2019 IEEE Second International Conference on Artificial Intelligence and Knowledge Engineering (AIKE), Jun 2019, Sardinia, Italy. pp.172-178, ⟨10.1109/AIKE.2019.00039⟩
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UAV-GCS Centralized Data-Oriented Communication Architecture for Crowd Surveillance Applications2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.2064-2069, ⟨10.1109/IWCMC.2019.8766641⟩
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Towards Good Practices in Face Anti-Spoofing: An Image Reconstruction Based Method2019 Chinese Automation Congress (CAC), Nov 2019, Hangzhou, China. pp.4700-4705, ⟨10.1109/CAC48633.2019.8997504⟩
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Event prediction via spatio-temporal sequence analysis2019 Chinese Automation Congress (CAC), Nov 2019, Hangzhou, China. pp.1558-1563, ⟨10.1109/CAC48633.2019.8996903⟩
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Multiple Cues Association for Multiple Object Tracking Based on Convolutional Neural NetworkIEEE AIKE 2019 - Second International Conference on Artificial Intelligence and Knowledge Engineering, Jun 2019, Cagliari, Italy. pp.117-122, ⟨10.1109/AIKE.2019.00030⟩
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Stacked Auto-Encoder for Scalable Indoor Localization in Wireless Sensor Networks2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.1245-1250, ⟨10.1109/IWCMC.2019.8766761⟩
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ThermCont: A machine Learning enabled Thermal Comfort Control Tool in a real time2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.294-300
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Centralized Cognitive Radio Based Frequency Allocation for UAVs Communication2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.1674-1679, ⟨10.1109/IWCMC.2019.8766481⟩
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A satellite image target detection model based on an improved single-stage target detection network2019 Chinese Automation Congress (CAC), Nov 2019, Hangzhou, China. pp.4931-4936, ⟨10.1109/CAC48633.2019.8997495⟩
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Hierarchical Attention Networks for Image Classification of Remote Sensing Images Based on Visual Q&A Methods2019 Chinese Automation Congress (CAC), Nov 2019, Hangzhou, China. pp.4712-4717, ⟨10.1109/CAC48633.2019.8997347⟩
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ThingsGame: when sending data rate depends on the data usefulness in IoT networks2018 14th International Wireless Communications & Mobile Computing Conference (IWCMC), Jun 2018, Limassol, Cyprus. pp.886-891
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Two Stream Neural Networks with Traditional CNN and Gabor CNN for Object Classification2018 37th Chinese Control Conference (CCC), Jul 2018, Wuhan, China. pp.9350-9355, ⟨10.23919/ChiCC.2018.8483992⟩
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Unmanned Trolley Control Based on Kinect2018 Chinese Automation Congress (CAC), Nov 2018, Xi'an, China. pp.2218-2222, ⟨10.1109/CAC.2018.8623270⟩
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HE-SLAM: A Stereo SLAM System Based on Histogram Equalization and ORB Features2018 Chinese Automation Congress (CAC), Nov 2018, Xi'an, China. pp.4272-4276, ⟨10.1109/CAC.2018.8623424⟩
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Optimal Look-ahead Control of CSPS System by Deep Q-Network and Profit Sharing2018 Chinese Automation Congress (CAC), Nov 2018, Xi'an, China. pp.289-294, ⟨10.1109/CAC.2018.8623593⟩
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Indoor Thermal Comfort Collection of People with Physical Disabilities2018 International Symposium on Networks, Computers and Communications (ISNCC), Jun 2018, Rome, Italy. pp.1-6
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Solving the Total Coverage Problem using a Multiple Mobile Sensor Network2018 30th International Conference on Microelectronics (ICM), Dec 2018, Sousse, Tunisia. pp.24-27, ⟨10.1109/ICM.2018.8704036⟩
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Multi-Shot Human Re-Identification for the Security in Video Surveillance Systems2018 IEEE 27th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE), Jun 2018, Paris, France. pp.203-208, ⟨10.1109/WETICE.2018.00046⟩
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First images from a CeBr 3 /LYSO:Ce Temporal Imaging portable Compton camera at 1.3 MeV2018 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), Nov 2018, Sydney, Australia. pp.1-3, ⟨10.1109/NSSMIC.2018.8824429⟩
Conference papers
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Region Based Ensemble Learning Network for Fine-Grained Classification2018 Chinese Automation Congress (CAC), Nov 2018, Xi'an, China. pp.4173-4177, ⟨10.1109/CAC.2018.8623687⟩
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Temporal imaging for accurate time, space, and energy localization of photoelectric events in monolithic scintillatorsSPIE Medical Imaging, Feb 2017, Orlando, United States. pp.101320B, ⟨10.1117/12.2254486⟩
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Using Gabor filter in 3D convolutional neural networks for human action recognition2017 36th Chinese Control Conference (CCC), Jul 2017, Dalian, China. pp.11139-11144, ⟨10.23919/ChiCC.2017.8029134⟩
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Robust object detection for tiny and dense targets in VHR aerial images2017 Chinese Automation Congress (CAC), Oct 2017, Jinan, China. pp.6397-6401, ⟨10.1109/CAC.2017.8243930⟩
Conference papers
hal-03320758v1
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Human Action Recognition Based on Sub-data LearningSecond CCF Chinese Conference, CCCV 2017: Computer Vision, Oct 2017, Tianjin, China. pp.617-626, ⟨10.1007/978-981-10-7305-2_52⟩
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SVM-based indoor localization in Wireless Sensor Networks2017 13th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2017, Valencia, Spain. pp.1144-1149, ⟨10.1109/IWCMC.2017.7986446⟩
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hal-03320766v1
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A new method of video-surveillance data analytics for the security in camera networks2017 International Conference on Internet of Things, Embedded Systems and Communications (IINTEC), Oct 2017, Gafsa, Tunisia. pp.140-145, ⟨10.1109/IINTEC.2017.8325928⟩
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Abnormal Event Detection Using Convolutional Neural Networks and 1-Class SVM classifier8th International Conference on Imaging for Crime Detection and Prevention (ICDP 2017), Dec 2017, Madrid, Spain. pp.1-6, ⟨10.1049/ic.2017.0040⟩
Conference papers
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Object detection in remote sensing images based on one-class classification2017 Chinese Automation Congress (CAC), Oct 2017, Jinan, China. pp.6583-6587, ⟨10.1109/CAC.2017.8243963⟩
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hal-03320741v1
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Abnormal event detection based on deep autoencoder fusing optical flow2017 36th Chinese Control Conference (CCC), Jul 2017, Dalian, China. pp.11098-11103, ⟨10.23919/ChiCC.2017.8029129⟩
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hal-03320609v1
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Real time Object Tracking based on Local Texture Feature with Correlation Filter2016 IEEE International Conference on Digital Signal Processing (DSP), Oct 2016, Beijing, China. pp.482-486, ⟨10.1109/ICDSP.2016.7868604⟩
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hal-03320744v1
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Temporal imaging: Observation and localization of a compton effect inside a 20 mm monolithic LYSO plate with a Philips digital Si-PM2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD), Oct 2016, Strasbourg, France. pp.1-2, ⟨10.1109/NSSMIC.2016.8069801⟩
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hal-03320770v1
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One class outlier detection method in wireless sensor networks: Comparative study2016 24th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), Sep 2016, Split, Croatia. pp.1-8, ⟨10.1109/SOFTCOM.2016.7772168⟩
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hal-03320742v1
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Exploiting color cues to improve person re-identification7th International Conference on Imaging for Crime Detection and Prevention (ICDP 2016), Nov 2016, Madrid, Spain. ⟨10.1049/ic.2016.0089⟩
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hal-03320678v1
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Operations Research and Signal Processing on graphs : case of sampling and perfect reconstructing tasks17eme conférence ROADEF, Feb 2016, Compiègne, France
Conference papers
hal-02640960v1
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Cooperative target searching and tracking via UCT with probability distribution model2016 IEEE International Conference on Digital Signal Processing (DSP), Oct 2016, Beijing, China. pp.560-564, ⟨10.1109/ICDSP.2016.7868620⟩
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hal-02307416v1
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Detection of Abnormal Event in Complex Situations Using Strong Classifier Based on BP AdaboostICIC 2016: Intelligent Computing Theories and Application, Aug 2016, Lanzhou, China. pp.245-256, ⟨10.1007/978-3-319-42294-7_21⟩
Conference papers
hal-03320653v1
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A Novel Outlier Detection Model Based on One Class Principal Component Classifier in Wireless Sensor Networks2015 IEEE 29th International Conference on Advanced Information Networking and Applications (AINA), Mar 2015, Gwangiu, South Korea. pp.70-76
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hal-02290371v1
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Modèle semi-paramétrique RSSI/distance pour le suivi d'une cible dans les réseaux de capteurs sans filActes du 25-ème Colloque GRETSI sur le Traitement du Signal et des Images, 2015, Lyon, France
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hal-01965988v1
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Articulated pose estimation via multiple mixture parts model2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Aug 2015, Karlsruhe, Germany. pp.1-5, ⟨10.1109/AVSS.2015.7301801⟩
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hal-02303366v1
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Event analysis based on multiple video sensors for cooperative environment perception2015 IEEE International Conference on Progress in Informatics and Computing (PIC), Dec 2015, Nanjing, France. pp.438-442, ⟨10.1109/PIC.2015.7489885⟩
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Distributed and Efficient One-Class Outliers Detection Classifier in Wireless Sensors Networks13th International Conference on Wired/Wireless Internet Communication (WWIC), May 2015, Malaga, Spain. pp.259-273, ⟨10.1007/978-3-319-22572-2_19⟩
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Combining a physical model with a nonlinear fluctuation for signal propagation modeling in WSNsProc. 11th IEEE/ACS International Conference on Computer Systems and Applications, 2014, Doha, Qatar. pp.413-419, ⟨10.1109/AICCSA.2014.7073228⟩
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hal-01965996v1
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Online learning partial least squares regression model for univariate response data2014 22nd European Signal Processing Conference (EUSIPCO), Sep 2014, Lisbon, Portugal. pp.1073-1077
Conference papers
hal-02356356v1
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Constrained Extended Kalman Filter for ultra-wideband radio based individual navigation17th International Conference on Information Fusion (FUSION), Jul 2014, Salamanca, Spain
Conference papers
hal-02307376v1
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Articulated human motion tracking with foreground learning2014 22nd European Signal Processing Conference (EUSIPCO), Sep 2014, Lisbon, Portugal
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hal-02303328v1
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Ridge regression and Kalman filtering for target tracking in wireless sensor networksProc. eighth IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014, A Coruna, Spain. pp.237-240, ⟨10.1109/SAM.2014.6882384⟩
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hal-01965991v1
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Interval-based localization using sensors mobility and fingerprints in decentralized sensor networks2014 22nd European Signal Processing Conference (EUSIPCO), Sep 2014, Lisbon, Portugal
Conference papers
hal-02319981v1
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The one-sided mean kernel: a positive definite kernel for time seriesEuropean Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) 2014, Apr 2014, Bruges, Belgium
Conference papers
hal-02518557v1
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Kernel Principal Subspace Based Outlier Detection Method in Wireless Sensor Networks2014 28th International Conference on Advanced Information Networking and Applications Workshops (WAINA), May 2014, Victoria, Canada. pp.737-742, ⟨10.1109/WAINA.2014.120⟩
Conference papers
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Improved KPCA for outlier detection in Wireless Sensor Networks2014 International Conference on Advanced Technologies for Signal and Image Processing (ATSIP), Mar 2014, Sousse, Tunisia. pp.507-511, ⟨10.1109/ATSIP.2014.6834666⟩
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Vigires’eau : système de surveillance en temps réel de la qualité de l’eau potable d’un réseau de distribution en vue de la détection d’intrusionWorkshop Interdisciplinaire sur la Sécurité Globale (WISG 2013), Jan 2013, Troyes, France
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Mixed Integer Linear Models for the Total Coverage Problem with Connectivity Constraint in Wireless Sensor NetworksEuropean conference on operational research (Euro 2013), Jul 2013, Rome, Italy
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A combined-localization technique in wireless sensor networks14ème congrès de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2013), Feb 2013, Troyes, France
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Histograms of optical flow orientation for abnormal events detection2013 IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS 2013), Jan 2013, Clearwater, United States. pp.45-52, ⟨10.1109/PETS.2013.6523794⟩
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An overview of outlier detection technique developed for wireless sensor networks2013 10th International Multi-Conference on Systems, Signals & Devices (SSD), Mar 2013, Hammamet, Tunisia. pp.1-6, ⟨10.1109/SSD.2013.6564165⟩
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Fingerprinting-based localization using accelerometer information in wireless sensor networks2013 IEEE Global Communications Conference (GLOBECOM 2013), Dec 2013, Atlanta, United States. pp.510-515, ⟨10.1109/GLOCOM.2013.6831122⟩
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Linear models for the total coverage problem in wireless sensor networks2013 5th International Conference on Modeling, Simulation and Applied Optimization (ICMSAO 2013), Apr 2013, Hammamet, Tunisia. pp.1-4
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Localisation par fingerprinting et méthodes à noyaux dans les réseaux de capteurs sans filActes de la 14-ème conférence ROADEF de la Société Française de Recherche Opérationnelle et Aide à la Décision, 2013, Troyes, France
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Kernel-based localization using fingerprinting in wireless sensor networksProc. 14th IEEE Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2013, Darmstadt, Germany. pp.744 - 748, ⟨10.1109/SPAWC.2013.6612149⟩
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A multi-objective modeling of K-coverage problem under accuracy constraint2013 5th International Conference on Modeling, Simulation and Applied Optimization (ICMSAO 2013), Apr 2013, Hammamet, Tunisia. pp.1-6
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Learning General Gaussian Kernel Hyperparameters for SVRFirst International Geometric Science of Information Conference, GSI 2013, Aug 2013, Paris, France. pp.677-684, ⟨10.1007/978-3-642-40020-9_75⟩
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Optimal placement in hybrid VANETs-sensors networks2012 Wireless Advanced (WiAd) (Formerly known as SPWC), Jun 2012, London, United Kingdom. pp.54-57
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VigiRes'EauProc. 10th International Conference on Hydroinformatics, 2012, Hamburg, Germany
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The multi-scale covariance descriptor: Performances analysis in human detection2012 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BIOMS), Sep 2012, Salerno, Italy. pp.1-5, ⟨10.1109/BIOMS.2012.6345773⟩
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Multi-layer Crisis Mapping: A Social Media-Based Approach2012 IEEE 21st International Workshop On Enabling Technologies: Infrastructure For Collaborative Enterprises (WETICE), Jun 2012, Toulouse, France. pp.379-384, ⟨10.1109/WETICE.2012.47⟩
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Indoor localization using polar intervals in wireless sensor networksProc. 19th International Conference on Telecommunications (ICT), 2012, Jounieh, Lebanon. pp.1 - 6, ⟨10.1109/ICTEL.2012.6221222⟩
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VigiRes'Eau : Surveiller un réseau de distribution d'eau potableWorkshop Interdisciplinaire sur la Sécurité Globale (WISG 2012), Jan 2012, Troyes, France
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Robust bounded-error tracking in wireless sensor networksSYSID 2012, Jul 2012, Bruxelles, Belgium. pp.1-6
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Detection of contamination in water distribution networkAdvances in Hydroinformatics, 2012, Nice, France. ⟨10.1007/978-981-4451-42-0_12⟩
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Histograms of Optical Flow Orientation for Visual Abnormal Events Detection2012 9th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Sep 2012, Beijing, China. pp.13-18, ⟨10.1109/AVSS.2012.39⟩
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Optimisation multi-objectifs dans les réseaux de capteurs sans fils distribués13ème congrès de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2012), Apr 2012, Angers, France
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Detection of contamination in water distribution network2nd International Conference SimHydro: New trends in simulation hydroinformatics and 3D modeling, 2012, Sophia-Antipolis, France
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A single-target tracking algorithm in controlled mobility sensor networks2011 7th International Workshop on Systems, Signal Processing and their Applications (WOSSPA), May 2011, Tipaza, Algeria. pp.371-374
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VigiRes'Eau : Surveillance en temps réel de la qualité de l'eau potable d'un réseau de distribution en vue de la détection d'intrusionsWorkshop Interdisciplinaire sur la Sécurité Globale (WISG 2013), Jan 2011, Troyes, France
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Interval-based localization for mobile sensors in low-anchors density networks2011 7th International Wireless Communications and Mobile Computing Conference (IWCMC 2011), Jul 2011, Istanbul, Turkey. pp.1843-1848, ⟨10.1109/IWCMC.2011.5982815⟩
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Guaranteed localization using reliability of measurements in imperfect mobile sensor networks |