, Applying Machine Learning Techniques to Improve User Acceptance on Ubiquitous Environment Bouneffouf Djallel, Situation-Aware Approach to Improve Context-based Recommender System, arXiv preprint arXiv:1303.0481, 2013 [18]: Bouneffouf Djallel, Improving adaptation of ubiquitous recommander systems by using reinforcement learning and collaborative filtering,arXiv preprint arXiv:1303.2308, 2013 [16]: Bouneffouf Djallel, Evolution of the user's content: An Overview of the state of the art, arXiv preprint arXiv:1305.1787, 2013 [17]: Bouneffouf Djallel, The Impact of Situation Clustering in Contextual-Bandit Algorithm for Context-Aware Recommender Systems, arXiv preprint arXiv:1304 Bouneffouf Djallel, L'apprentissage automatique, uné etape importante dans l'adaptation des systèmes d'informationàinformation`informationà l'utilisateur, Inforsid Percentile performance criteria for limiting average Markov decision processes, IMMoA12 : 2nd International Workshop on Information Management for Mobile Applications conjunction with VLDB '12 : 38th International Conference on Very Large Databases Bouneffouf Djallel, Etude des dimensions spéecifiques du contexte dans un syst\eme de filtrage d'informations, arXiv preprint arXiv:1405.6287 Bouneffouf Djallel, Towards User Profile Modelling in Recommender System, arXiv preprint arXiv:1305.1114 Bouneffouf Djallel, Mobile Recommender Systems Methods: An Overview Advanced Courses, pp.26-32, 1995.
, Towards a better understanding of context and contextawareness, Proceedings of the 1st international symposium on Handheld and Ubiquitous Computing, HUC '99, pp.304-307, 1999.
, Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions, IEEE Transactions on Knowledge and Data Engineering, vol.17, issue.6, pp.734-749, 2005.
DOI : 10.1109/TKDE.2005.99
, A machine learning approach to web personalization, 2002.
, A Hybrid Recommender System for Service Discovery, International Journal of Innovative Research in Computer and Communication Engineering, vol.4, issue.2, pp.1344-1347, 2013.
, Gambling in a rigged casino: The adversarial multi-armed bandit problem, Proceedings of IEEE 36th Annual Foundations of Computer Science, p.322, 1995.
DOI : 10.1109/SFCS.1995.492488
, Finite-time analysis of the multiarmed bandit problem, Machine Learning, pp.235-256, 2002.
, Modern Information Retrieval, 1999.
, Fab: content-based, collaborative recommendation, Communications of the ACM, vol.40, issue.3, pp.66-72, 1997.
DOI : 10.1145/245108.245124
, A survey of context modelling and reasoning techniques, ¡ce:title¿Context Modelling, Reasoning and Management¡/ce:title¿, pp.161-180, 2010.
DOI : 10.1016/j.pmcj.2009.06.002
, Mobile User Profile Acquisition through Network Observables and Explicit User Queries, The Ninth International Conference on Mobile Data Management (mdm 2008), pp.98-107, 2008.
DOI : 10.1109/MDM.2008.34
, Intuitive network applications: Learning user context and behavior, Bell Labs Technical Journal, vol.13, issue.2, pp.31-47, 2008.
DOI : 10.1002/bltj.20301
, Collaborative and Content-based Filtering for Item Recommendation on Social Bookmarking Websites, 2009.
, Context-Aware User's Interests for Personalizing Mobile Search, 2011 IEEE 12th International Conference on Mobile Data Management, pp.129-134, 2011.
DOI : 10.1109/MDM.2011.51
, Applying machine learning techniques to improve user acceptance on ubiquitous environement, 2013.
, Evolution of the user's content: An overview of the state of the art, 2013.
, The impact of situation clustering in contextualbandit algorithm for context-aware recommender systems, 2013.
, Improving adaptation of ubiquitous recommander systems by using reinforcement learning and collaborative filtering, 2013.
, 'l'apprentissage automatique', uné etape importante dans l'adaptation des systèmes d'informationàinformationà l'utilisateur, pp.427-428, 2013.
, Mobile recommender systems methods: An overview, 2013.
, Situation-aware approach to improve context-based recommender system, 2013.
, Towards user profile modelling in recommender system, 2013.
, \'etude des dimensions sp\'ecifiques du contexte dans un syst\eme de filtrage d'informations, 2014.
, Recommandation mobile, sensible au contexte de contenus\'evolutifs: Contextuel-e-greedy, " arXiv preprint arXiv:1402, 1986.
, Risk-Aware Recommender Systems, Neural Information Processing, pp.57-65, 2013.
DOI : 10.1007/978-3-642-42054-2_8
URL : https://hal.archives-ouvertes.fr/hal-01257882
, A contextualbandit algorithm for mobile context-aware recommender system, Neural Information Processing, pp.324-331, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00753401
, Exploration / Exploitation Trade-Off in Mobile Context-Aware Recommender Systems, AI 2012: Advances in Artificial Intelligence, pp.591-601, 2012.
DOI : 10.1007/978-3-642-35101-3_50
URL : https://hal.archives-ouvertes.fr/hal-00766969
, Following the User's Interests in Mobile Context-Aware Recommender Systems: The Hybrid-e-greedy Algorithm, 2012 26th International Conference on Advanced Information Networking and Applications Workshops, pp.657-662, 2012.
DOI : 10.1109/WAINA.2012.200
, Hybrid-?greedy for mobile context-aware recommender system, Advances in Knowledge Discovery and Data Mining, pp.468-479, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00744492
, Contextual Bandits for Context-Based Information Retrieval, Neural Information Processing, pp.35-42, 2013.
DOI : 10.1007/978-3-642-42042-9_5
URL : https://hal.archives-ouvertes.fr/hal-01258059
, Considering the high level critical situations in context-aware recommender systems, IMMoA'12: 2nd International Workshop on Information Management for Mobile Applications, pp.26-32, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00766995
, A Situation-Based Delivery of Learning Resources in Pervasive Learning, Second European Conference on Technology Enhanced Learning (EC-TEL 07). Creating New Learning Experiences on a Global ScaleCrete, Greece), pp.450-456, 2007.
DOI : 10.1007/978-3-540-75195-3_36
, Situation-Aware Adaptive Recommendation to Assist Mobile Users in a Campus Environment, 2009 International Conference on Advanced Information Networking and Applications, pp.503-509, 2009.
DOI : 10.1109/AINA.2009.120
URL : https://hal.archives-ouvertes.fr/hal-01368571
, Complementarity of process-oriented and ontology-based context managers to identify situations, 2010 Fifth International Conference on Digital Information Management (ICDIM), 2010.
DOI : 10.1109/ICDIM.2010.5664620
URL : https://hal.archives-ouvertes.fr/hal-01354807
, Empirical analysis of predictive algorithms for collaborative filtering, Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence, UAI'98, pp.43-52, 1998.
, Adaptive hypermedia, User Modeling and User-Adapted Interaction, vol.11, issue.1/2, pp.87-110, 2001.
DOI : 10.1023/A:1011143116306
, Hybrid recommender systems: Survey and experiments, User Modeling and User-Adapted Interaction, vol.12, issue.4, pp.331-370, 2002.
DOI : 10.1023/A:1021240730564
, Statistical Inference., Biometrics, vol.49, issue.1, 1990.
DOI : 10.2307/2532634
, A Simple Model and Infrastructure for Context-Aware Browsing of the World, Fifth Annual IEEE International Conference on Pervasive Computing and Communications (PerCom'07), pp.229-238, 2007.
DOI : 10.1109/PERCOM.2007.4
, Policy gradients with variance related risk criteria, Proceedings of the International Conference on Machine Learning, 2012.
, A Web Service Recommender System Using Vector Space Model and Latent Semantic Indexing, 2011 IEEE International Conference on Advanced Information Networking and Applications, pp.602-609, 2011.
DOI : 10.1109/AINA.2011.99
, A Web Service Recommender System Using Vector Space Model and Latent Semantic Indexing, 2011 IEEE International Conference on Advanced Information Networking and Applications, pp.602-609, 2011.
DOI : 10.1109/AINA.2011.99
, A recommender system framework combining neural networks and collaborative filtering, Proceedings of the 5th WSEAS International Conference on Instrumentation, Measurement , Circuits and Systems, pp.285-290, 2006.
, SOUPA: standard ontology for ubiquitous and pervasive applications, The First Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, 2004. MOBIQUITOUS 2004., 2004.
DOI : 10.1109/MOBIQ.2004.1331732
, Sequential models for clinical trials, Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, pp.805-812, 1967.
, Personalized recommendation on dynamic content using predictive bilinear models, Proceedings of the 18th international conference on World wide web, WWW '09, pp.691-700, 2009.
DOI : 10.1145/1526709.1526802
, Context-aware movie recommendation based on signal processing and machine learning, Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation, CAMRa '11, 2011.
DOI : 10.1145/2096112.2096114
, The Evolution of Web Documents: The Ascent of XML, World Wide Web Journal, vol.2, issue.4, pp.119-128, 1997.
, Toward a Theory of Situation Awareness in Dynamic Systems, Human Factors: The Journal of the Human Factors and Ergonomics Society, vol.37, issue.1, pp.32-64, 1995.
DOI : 10.1518/001872095779049543
, Pac bounds for multiarmed bandit and markov decision processes, Fifteenth Annual Conference on Computational Learning Theory, COLT '02, pp.255-270, 2002.
, Personaltvware: An infrastructure to support the context-aware recommendation for personalized digital tv, International Journal of Computer Theory and Engineering, vol.4, issue.2, pp.131-136, 2012.
, Modelling situation awareness for Context-aware Decision Support, Expert Systems with Applications, vol.36, issue.1, pp.455-463, 2009.
DOI : 10.1016/j.eswa.2007.09.061
, An energy-efficient mobile recommender system, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '10, 2010.
DOI : 10.1145/1835804.1835918
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.224.7933
, Risk-sensitive reinforcement learning applied to control under constraints, Journal. Artificial. Intelligence. Research, vol.24, pp.81-108, 2005.
, Multi-armed bandit allocation indices. Wiley-Interscience series in systems and optimization, 1989.
DOI : 10.1002/9780470980033
, On the evaluation of suboptimal strategies for families of alternative bandit processes, Journal of Applied Probability, vol.42, issue.03, pp.716-738, 1982.
DOI : 10.1007/BF01893487
, User profiling in personal information agents: a survey, The Knowledge Engineering Review, vol.20, issue.04, pp.329-361, 2005.
DOI : 10.1017/S0269888906000397
, Partitioning digital worlds, Proceedings of the SIGCHI conference on Human factors in computing systems , CHI '01, pp.458-465, 2001.
DOI : 10.1145/365024.365312
, Safe exploration for reinforcement learning, European Symposium on Artificial Neural Networks, pp.143-148, 2008.
, Acceptance issues of personality-based recommender systems, Proceedings of the third ACM conference on Recommender systems, RecSys '09, pp.221-224, 2009.
DOI : 10.1145/1639714.1639753
, Multi-Armed bandit problem revisited, Journal of Optimization Theory and Applications, vol.9, issue.1, pp.113-154, 1994.
DOI : 10.1007/BF02191765
, Multi-armed bandits in discrete and continuous time, The Annals of Applied Probability, vol.8, issue.4, 1998.
DOI : 10.1214/aoap/1028903380
, Content-Based Filtering for Music Recommendation Based on Ubiquitous Computing, pp.463-472, 2007.
DOI : 10.1007/978-0-387-44641-7_48
, Exponentiated Gradient versus Gradient Descent for Linear Predictors, Information and Computation, vol.132, issue.1, 1995.
DOI : 10.1006/inco.1996.2612
, Query rewriting based on user's profile knowledge, Bases de Données Avancées, BDA '07, 2007.
, Asymptotically efficient adaptive allocation rules, Advances in Applied Mathematics, vol.6, issue.1, pp.4-22, 1985.
DOI : 10.1016/0196-8858(85)90002-8
URL : http://doi.org/10.1016/0196-8858(85)90002-8
, Multicriteria User Modeling in Recommender Systems, IEEE Intelligent Systems, vol.26, issue.2, pp.64-76, 2011.
DOI : 10.1109/MIS.2011.33
, Application of majority voting to pattern recognition: an analysis of its behavior and performance, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans, vol.27, issue.5, pp.553-568, 1997.
DOI : 10.1109/3468.618255
, Context Awareness by Case-Based Reasoning in a Music Recommendation System, UCS, 2007.
DOI : 10.1007/978-3-540-76772-5_4
, Towards a contextaware photo recommender system, Context-Aware Recommender System Workshops, 2012.
, A contextualbandit approach to personalized news article recommendation, Proceedings of the 19th international conference on World Wide Web, pp.661-670, 2010.
, Exploitation and exploration in a performance based contextual advertising system, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '10, pp.27-36, 2010.
DOI : 10.1145/1835804.1835811
, One-armed bandit process with a covariate, Annals of the Institute of Statistical Mathematics, vol.65, issue.5, pp.993-1006, 2013.
DOI : 10.1007/s10463-013-0401-5
, A Recommender System Based on a Machine Learning Algorithm for B2C Portals, 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, pp.524-531, 2009.
DOI : 10.1109/WI-IAT.2009.87
, Improving Social Filtering Techniques Through WordNet-Based User Profiles, Proceedings of the 11th international conference on User Modeling, UM '07, pp.268-277, 2007.
DOI : 10.1007/978-3-540-73078-1_30
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.269.6273
, Individual choice behavior: A theoretical analysis, 2011.
DOI : 10.1037/14396-000
, Improving case representation and case base maintenance in recommender systems Advances in Case-Based Reasoning, Proceedings of the 6th European Conference on Case Based Reasoning, pp.234-248, 2002.
, Towards an XML-Based Query and Contextual Information Model in Context-Aware Mobile Information Systems, 2009 Tenth International Conference on Mobile Data Management: Systems, Services and Middleware, pp.574-579, 2009.
DOI : 10.1109/MDM.2009.99
, Risk Sensitive Markov Decision Processes, Progress in Systems and Control Theory, pp.263-280, 1997.
DOI : 10.1007/978-1-4612-4120-1_14
, Situations, actions and causal laws, " tech. rep, pp.410-417, 1963.
, Some Philosophical Problems from the Standpoint of Artificial Intelligence, Machine Intelligence, vol.4, pp.463-502, 1969.
DOI : 10.1016/B978-0-934613-03-3.50033-7
, Context- and Situation-Awareness in Information Logistics, Proceedings of the 2004 international conference on Current Trends in Database Technology, EDBT'04, pp.335-344, 2004.
DOI : 10.1007/978-3-540-30192-9_33
, Exploration of multi-state environments: Local measures and back-propagation of uncertainty, Machine Learning, pp.117-154, 1999.
, Learning and revising user profiles: The identification of interesting web sites, Machine Learning, 1997.
, Ontological user profiling in recommender systems, ACM Transactions on Information Systems, vol.22, issue.1, pp.54-88, 2004.
DOI : 10.1145/963770.963773
, A formal definition of situation towards situation-aware computing, Visioning and Engineering the Knowledge Society. A Web Science Perspective, vol.5736, pp.553-563, 2009.
, Text-learning and related intelligent agents: a survey, IEEE Intelligent Systems, vol.14, issue.4, pp.44-54, 1999.
DOI : 10.1109/5254.784084
, A context model based on UML and XML schema representations, 2008 IEEE/ACS International Conference on Computer Systems and Applications, pp.810-814, 2008.
DOI : 10.1109/AICCSA.2008.4493619
, A Product Recommendation System Using Vector Space Model and Association Rule, 2008 International Conference on Information Technology, pp.279-282, 2008.
DOI : 10.1109/ICIT.2008.48
, Combining content and collaboration in text filtering, Proceedings of the IJCAI99 Workshop on Machine Learning for Information Filtering, pp.86-91, 1999.
, A Multi- Dimensional, Unified User Model for Cross-System Personalization, Workshop on Environment For Personlized Access Workshop, 2004.
, Using Context to Improve Predictive Modeling of Customers in Personalization Applications, IEEE Transactions on Knowledge and Data Engineering, vol.20, issue.11, pp.1535-1549, 2008.
DOI : 10.1109/TKDE.2008.110
, A new approach to the design of reinforcement schemes for learning automata: stochastic estimator learning algorithms, IEEE Transactions on Knowledge and Data Engineering, vol.6, issue.4, pp.649-654, 1994.
DOI : 10.1109/69.298183
, Adaptation contextuelle et personnalisée de l'information de conscience de groupe au sein des systèmes d'information coopératifs, 2006.
, Towards an Extensible Context Ontology for Ambient Intelligence, In: Proceedings of the Second European Symposium on Ambient Intelligence, pp.148-159, 2004.
DOI : 10.1007/978-3-540-30473-9_15
, Knowlege in action: logical foundations for specifying and implementing dynamical systems, 2001.
, Some Aspects of the Sequential Design of Experiments, Bulletin of the, pp.527-535, 1952.
, Hybrid Recommendation: Combining Content-Based Prediction and Collaborative Filtering, Intelligent Data Engineering and Automated Learning, vol.2690, pp.337-344, 2003.
DOI : 10.1007/978-3-540-45080-1_44
, A vector space model for automatic indexing, Communications of the ACM, vol.18, issue.11, pp.613-620, 1975.
DOI : 10.1145/361219.361220
, Item-based collaborative filtering recommendation algorithms, Proceedings of the tenth international conference on World Wide Web , WWW '01, pp.285-295, 2001.
DOI : 10.1145/371920.372071
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.167.7612
, Methods and metrics for cold-start recommendations, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval , SIGIR '02, pp.253-260, 2002.
DOI : 10.1145/564376.564421
, Establishing User Profiles in the MediaScout Recommender System, 2007 IEEE Symposium on Computational Intelligence and Data Mining, pp.470-476, 2007.
DOI : 10.1109/CIDM.2007.368912
, Personalizing Access to Web Sites: The SiteIF Project, Proceedings of the 2nd Workshop on Adaptive Hypertext and Hypermedia HYPERTEXT'98, 1998.
, A Survey of Collaborative Filtering Techniques, Advances in Artificial Intelligence, 2009.
DOI : 10.1002/asi.10372
, An Introduction (Adaptive Computation and Machine Learning), 1998.
, Large scale evaluation of multimode recommender system using predicted contexts with mobile phone users, Context-aware recommender systems workshop, 2011.
, Policy evaluation with variance related risk criteria in markov decision processes, 1301.
, Adaptive epsilon-greedy exploration in reinforcement learning based on value differences, Proceedings of the 33rd annual German conference on Advances in Artificial Intelligence, pp.203-210, 2010.
, A Short Proof of the Gittins Index Theorem, The Annals of Applied Probability, vol.4, issue.1, pp.194-199, 1994.
DOI : 10.1214/aoap/1177005207
, Multi-armed Bandit Algorithms and Empirical Evaluation, Proceedings of the 16th European conference on Machine Learning, ECML'05, pp.437-448, 2005.
DOI : 10.1007/11564096_42
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.109.4518
, Ontology based context modeling and reasoning using owl, Pervasive Computing and Communications Workshops, IEEE International Conference on, p.18, 2004.
, On the Gittins Index for Multiarmed Bandits, The Annals of Applied Probability, vol.2, issue.4, pp.1024-1033, 1992.
DOI : 10.1214/aoap/1177005588
, Webster's New Twentieth Century Dictionary of the English Language, Based Upon the Broad Foundations Laid Down by Noah Webster. Collins World, 1975.
, Application of Topic Based Vector Space Model with WordNet, 2011 International Conference on Uncertainty Reasoning and Knowledge Engineering, pp.133-136, 2011.
DOI : 10.1109/URKE.2011.6007864
, A One-Armed Bandit Problem with a Concomitant Variable, Journal of the American Statistical Association, vol.38, issue.368, pp.799-806, 1979.
DOI : 10.1080/01621459.1979.10481033
, Verbs semantics and lexical selection, Proceedings of the 32nd annual meeting on Association for Computational Linguistics -, pp.133-138, 1994.
DOI : 10.3115/981732.981751
, A Contextual Item-Based Collaborative Filtering Technology, Intelligent Information Management, vol.04, issue.03, pp.85-88, 2012.
DOI : 10.4236/iim.2012.43013
URL : https://hal.archives-ouvertes.fr/hal-01074925
, Development and runtime support for situation-aware application software in ubiquitous computing environments, Proceedings of the 28th Annual International Computer Software and Applications Conference, 2004. COMPSAC 2004., pp.452-457, 2004.
DOI : 10.1109/CMPSAC.2004.1342878
, Situationaware contract specification language for middleware for ubiquitous computing, Proceedings of the 9th IEEE Workshop on Future Trends of Distributed Computing Systems (FTDCS 2003, pp.93-99, 2003.
, Situation identification techniques in pervasive computing: A review, Pervasive and Mobile Computing, vol.8, issue.1, pp.36-66, 2012.
DOI : 10.1016/j.pmcj.2011.01.004
, An Autonomous Robust Fault Tolerant Control System, 2006 IEEE International Conference on Information Acquisition, pp.1191-1196, 2006.
DOI : 10.1109/ICIA.2006.305916
, Collaborative Filtering Recommendation Algorithm Based on User Interest Evolution, of Advances in Intelligent and Soft Computing, pp.279-283, 2012.
DOI : 10.1007/978-3-642-25986-9_44
, Efficient bayesian hierarchical user modeling for recommendation system, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, SIGIR '07, pp.47-54, 2007.
DOI : 10.1145/1277741.1277752