Articles in International Peer-Reviewed Journal

[1] G. Bonnin, A. Boyer, “Apport des Learning Analytics”, Administration & Education, Bulletin de l’AFAE, 2015, https://hal.inria.fr/hal-01259230.
[2] G. Bonnin, A. Brun, A. Boyer, “Exploitation du skipping pour la modélisation prédictive des usages du web. Vers une meilleure prise en compte du bruit”, Revue des Sciences et Technologies de l’Information - Série RIA : Revue d’Intelligence Artificielle 26, 6, December 2012, p. 609–642, https://hal.inria.fr/hal-00778498.
[3] A. Brun, A. Boyer, “Détection de communautés d’intérêt et recommandation sociale par leaders”, Revue des Sciences et Technologies de l’Information - Série ISI : Ingénierie des Systèmes d’Information 17, 6, November 2012, p. 91–113, https://hal.inria.fr/hal-00778500.
[4] A. Brun, S. Castagnos, A. Boyer, “From Community Detection to Mentor Selection in Rating-Free Collaborative Filtering”, Advances in Multimedia Journal 2011, January 2011, p. 1–19, https://hal.inria.fr/inria-00580116.
[5] S. Castagnos, A. Brun, A. Boyer, “La diversité : entre besoin et méfiance dans les systèmes de recommandation”, Information - Interaction - Intelligence, December 2014, https://hal.inria.fr/hal-01108998.
[6] I. Esslimani, A. Brun, A. Boyer, “Densifying a Behavioral Recommender System by Social Networks link prediction methods”, Social Network Analysis and Mining 1, 3, July 2011, p. 159–172, https://hal.inria.fr/inria-00430331.
[7] M. Grandbastien, S. Nowakowski, “Connaissances embarquées pour personnaliser les environnements d’apprentissage : Application à la plate-forme OP4L”, Sciences et Technologies de l’Information et de la Communication pour l’Education et la Formation 21, December 2014, p. 22, https://hal.inria.fr/hal-01102143.
[8] C. Haydar, A. Roussanaly, A. Boyer, “Comparing Local, Collective, and Global Trust Models”, International Journal On Advances in Life Sciences 6, 1&2, January 2014, p. 10, https://hal.inria.fr/hal-01109270.
[9] H. N. Ho, M. Rabah, S. Nowakowski, P. Estraillier, “Trace-Based Weighting Approach for Multiple Criteria Decision Making”, Journal of Software (JSW) 9, 8, August 2014, p. 2180–2187, https://hal.archives-ouvertes.fr/hal-01058156.
[10] P. Le-Hong, A. Roussanaly, T. M. Huen Nguyen, “A syntactic component for Vietnamese language processing”, Journal of Language Modelling 3, 1, 2015, p. 146–184, https://hal.archives-ouvertes.fr/hal-01255977.
[11] S. Nowakowski, A. Boyer, “Automatic tracking and control for web recommendation New approaches for web recommendation”, International Journal On Advances in Intelligent Systems, 2013, https://hal.inria.fr/hal-00770530.
[12] S. Sidhom, N. Khemiri, “Specific ontologies for semantic indexing from natural language properties”, EJDE - Electronic Journal of Digital Enterprise (ISSN: 1776-2960) 1, 1776-2960 R291 (ISSN), July 2012, p. 1–8, https://hal.inria.fr/hal-00782918.
[13] S. Sidhom, P. Lambert, “Information Design for ”Weak Signal” detection and processing in Economic Intelligence: A case study on Health resources”, (JISIB) Journal of Intelligence Studies in Business 1 (2011) 40-48 1, 1, February 2011, p. 40–48, Paper Received 20 February 2011; received in revised form 22 November 2011; accepted 25 December 2011, https://hal.inria.fr/hal-00783286.

Major International Conferences

[14] Y. Abboud, A. Boyer, A. Brun, “Predict the emergence - Application to competencies in job offers”, in : International Conference on Tools with Artificial Intelligence (ICTAI), Vietri Sul Mare, Italy, November 2015, https://hal.inria.fr/hal-01254179.
[15] M. Aleksandrova, A. Brun, A. Boyer, “Search for User-related Features in Matrix Factorization-based Recommender Systems”, in : ECML-PKDD - Doctoral session, Nancy, France, September 2014, https://hal.inria.fr/hal-01108732.
[16] M. Aleksandrova, A. Brun, A. Boyer, “What about Interpreting Features in Matrix Factorization-based Recommender Systems as Users?”, in : 25th ACM Conference on Hypertext and Social Media - Workshop on Social Personalisation , santiago du chili, Chile, September 2014, https://hal.inria.fr/hal-01108748.
[17] B. Batouche, A. Brun, A. Boyer, “Clustering Based Recommendation of Pedagogical Resources”, in : EDEN - Research Workshop, zaghreb, Croatia, June 2014, https://hal.inria.fr/hal-01108740.
[18] B. Batouche, A. Brun, A. Boyer, “Unsupervised Machine Learning based recommendation of pedagogical resources”, in : EC-TEL, Graz, Austria, October 2014, https://hal.inria.fr/hal-01108735.
[19] S. Ben Ticha, A. Roussanaly, A. Boyer, K. Bsaies, “User-Feature Model for Hybrid Recommender System”, in : 4th International Conference on Information Systems and Economic Intelligence - SIIE’2011, I. M. I. M. s. ESCE-University la Manouba (Tunisia), Nancy University (France) (editor), nformation Systems and Economic Intelligence (SIIE’2011) : 4th International Conference. (Proceedings), IGA, Casablanca Maroc, IGA Maroc, Marrakech, Morocco, March 2011, https://hal.inria.fr/inria-00580523.
[20] S. Ben Ticha, A. Roussanaly, A. Boyer, K. Bsaies, “User Semantic Preferences for Collaborative Recommendations”, in : EC-Web 2012 : 13th International Conference on Electronic Commerce and Web Technologies, C. Huemer, P. Lops (editors), 123, Springer Berlin Heidelberg, p. 203–211, Vienne, Austria, September 2012, https://hal.inria.fr/hal-00776962.
[21] S. Ben Ticha, A. Roussanaly, A. Boyer, K. Bsaies, “Feature Frequency Inverse User Frequency for Dependant Attribute to Enhance Recommendations”, in : SOTICS 2013, The Third International Conference on Social Eco-Informatics, IARA, p. 45–50, Lisbonne, Portugal, November 2013, https://hal.inria.fr/hal-00930911.
[22] S. Ben Ticha, A. Roussanaly, A. Boyer, K. Bsaïes, “User Semantic Model for Dependent Attributes to Enhance Collaborative Filtering”, in : Conference on Web Information Systems an technologies, INSTICC, Barcelona, Spain, April 2014, https://hal.inria.fr/hal-01109271.
[23] S. Ben Ticha, A. Roussanaly, A. Boyer, “User Semantic Model for Hybrid Recommender Systems”, in : The First International Conference on Social Eco-Informatics - SOTICS 2011, IARIA, Barcelona, Spain, October 2011, https://hal.inria.fr/hal-00679215.
[24] C. Bernier, S. Nowakowski, A. Boyer, “Poursuite de cibles dans l’espace de recommandation - vers un nouveau système de recommandation basé sur le filtrage de Kalman”, in : COnférence en Recherche d’Information et Applications - CORIA 2011, p. pp 57–65, Avignon, France, March 2011, https://hal.archives-ouvertes.fr/hal-00579799.
[25] A. Boumaza, A. Brun, “From Neighbors to Global Neighbors in Collaborative Filtering: an Evolutionary Optimization Approach”, in : GECCO - Genetic and Evolutionary Computation Conference - 2012, Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference - GECCO’12, ACM, p. 345–352, Philadelphia, United States, July 2012, https://hal.inria.fr/hal-00778495.
[26] A. Boumaza, A. Brun, “Stochastic Search for Global Neighbors Selection in Collaborative Filtering”, in : SAC - 27th Annual ACM Symposium on Applied Computing - 2012, Proceedings of the 27th Annual ACM Symposium on Applied Computing SAC’12, ACM, p. 232–237, Riva del Garda, Italy, March 2012, https://hal.inria.fr/hal-00778497.
[27] N. Bourkache, S. Sidhom, M. Laghrouche, “Apprentissage numérique pour la recherche d’informations en imagerie médicale : Modélisation des filtres de Gabor”, in : International symposium ISKO-Maghreb 2013 ”Concepts and Tools for Knowledge Management (KM)”, M. ENSIAS Université Mohammed V Souissi, Rabat (editor), 1 (ISBN : 978-1-4799-3391-4 / Part Number : CFP1316X-CDR), ENSIAS - Université Mohammed V Souissi, Rabat, Maroc, Marrakech, Morocco, November 2013. ISBN : 978-1-4799-3391-4 / Part Number : CFP1316X-CDR, https://hal.inria.fr/hal-00927280.
[28] N. Bourkache, S. Sidhom, M. Laghrouche, “Étude Comparative en Indexation Appliquée à l’Image Médicale”, in : 5th. International Symposium ISKO-Maghreb (2015) on Knowledge Organization in the perspective of Digital Humanities: Researches and Applications, E. U. de la Manouba (Tunisie) (editor), Organisation de la Connaissance dans la perspective des Humanités Numériques : recherches et applications, 1, 1, ESC Université de la Manouba (Tunisie), ESC Université de la Manouba (Tunisie), p. 191, Hammamet, Tunisia, November 2015, https://hal.inria.fr/hal-01255992.
[29] A. Brun, m. aleksandrova, A. Boyer, “Can Latent Features be Interpreted as Users in Matrix Factorization-based Recommender Systems?”, in : WI-IAT IEEE/ACM Web Intelligence Conference, Varsovie, Poland, August 2014, https://hal.inria.fr/hal-01108807.
[30] A. Brun, A. Boyer, “Inspiration des sondages d’opinion pour réduire la latence en filtrage collaboratif.”, in : COnférence en Recherche d’Information et Applications - CORIA 2011, p. 49–56, Avignon, France, March 2011, https://hal.inria.fr/inria-00580117.
[31] A. Brun, M. Grandbastien, J. Henry, E. Vandeput, “Analyse de besoins pour un service en ligne”, in : Environnements Informatiques pour l’Apprentissage Humain (EIAH), Agadir, Morocco, June 2015, https://hal.inria.fr/hal-01254183.
[32] A. Brun, M. Grandbastien, J. Henry, E. Vandeput, “Needs analysis for an online learning service”, in : IFIP TC3 Working Conference, Vilnius, Lithuania, July 2015, https://hal.inria.fr/hal-01254182.
[33] S. Castagnos, A. Brun, A. Boyer, “Utilité et perception de la diversité dans les systèmes de recommandation”, in : CORIA 2013 - 10ème COnférence en Recherche d’Information et Applications, Neuchâtel, Switzerland, April 2013, https://hal.inria.fr/hal-00783329.
[34] S. Castagnos, A. Brun, A. Boyer, “When Diversity Is Needed... But Not Expected!”, in : International Conference on Advances in Information Mining and Management, IARIA XPS Press, p. 44–50, Lisbon, Portugal, November 2013, https://hal.inria.fr/hal-00931805.
[35] S. Castagnos, A. L ’huillier, A. Boyer, “Toward a Robust Diversity-Based Model to Detect Changes of Context”, in : 27th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2015), Vietri sul Mare, Italy, November 2015, https://hal.inria.fr/hal-01252832.
[36] L. Fahed, A. Brun, A. Boyer, “Episode Rules Mining Algorithm for Distant Event Prediction”, in : KDIR - 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management., rome, Italy, October 2014, https://hal.inria.fr/hal-01108803.
[37] L. Fahed, A. Brun, A. Boyer, “Extraction de règles d’épisodes minimales dans des séquences complexes”, in : EGC 2014, Rennes, France, January 2014, https://hal.inria.fr/hal-00940601.
[38] L. Fahed, A. Brun, A. Boyer, “Extraction de règles d’épisodes minimales dans des séquences complexes”, in : EGC - Extraction et Gestion des Connaissances, Rennes, France, January 2014, https://hal.inria.fr/hal-01108744.
[39] L. Fahed, A. Brun, A. Boyer, “Influencer events in episode rules: a way to impact the occurrence of events”, in : 19th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, Singapour, Singapore, September 2015, https://hal.inria.fr/hal-01254175.
[40] M. Grandbastien, S. Loskovska, S. Nowakowski, J. Jovanovic, “Using online presence data for recommending human resources in the OP4L project”, in : 7th European Conference on Technology Enhanced Learning (EC-TEL 2012), Sarrebruck, Germany, September 2012, https://hal.inria.fr/hal-00770017.
[41] M. Grandbastien, S. Nowakowski, J. Jovanovic, “Recommander des ressources humaines dans un LMS Exemple du projet OP4L”, in : 8ème Colloque Technologies de l’Information et de la Communication pour l’Enseignement - TICE 2012, R. N. et al. (editor), Intégration Technologique et Nouvelles Perspectives d’Usage, p. 61–68, Lyon, France, December 2012. ISBN : 978-2-9813635-1-0 (version PDF) / 978-2-9813635-0-3 (version imprimée), https://hal.inria.fr/hal-00770029.
[42] b. gras, A. Brun, A. Boyer, “Identification des utilisateurs atypiques dans les systèmes de recommandation sociale”, in : EGC - Extraction et Gestion de Connaissances, Esch sur Alzette, Luxembourg, January 2015, https://hal.inria.fr/hal-01109257.
[43] B. Gras, A. Brun, A. Boyer, “Identifying Users with Atypical Preferences to Anticipate Inaccurate Recommendations”, in : Webist 2015 - 11th International Conference on Web Information Systems and Technologies, Lisbonne, Portugal, May 2015, https://hal.inria.fr/hal-01254172.
[4, November 2012Harba biA1)nces, Esch sur Alzette, Luxembourg, January 2015, ev, Mhall”, ningun :vers Comfilidelbevotnuary 2014, - SIIE’2011, I. M. I. M. s. ESCE-University la Manouba (Tunisia), Nancy University (France) (ediedito-ediSformation Systemé Lnd Economic Intelligence (SIIE’2011) : 4th Internationa1ria-00580523"tps:/r/hal978-6 CFP1316X-CDR, .
[31] A. B6un, M. Grandbastien, J. Henry, E. Va6 Users with Atypical Pr5’espace de rrust Models offers”, in : The : 2ial Ecit”,cmputing - 201f, Proceeanoubituversn77 CORIétps://ent ?lRetogiqne eexpunisenef="https://4Enseignement e, Portugal, MR. N. e,
httpHCISIIE’2011, I..inriaCdiSteph Ordisnternationa17 A7960dng a Behavioral Recomm0ndexation Applroperties.fr/halforma 172..
[31] A. B Ticha, A. Roussanaly, A.strong> A. B Tng a Behavioral Recommsoins pour un sKnaufanGdiJoearma 1, n77gust 2014, <84/hal.grènces//hal.cfcipatCFASDR, atiéria..inria.fr/ 22 N692.
[29] A. 6006uche, A. Brun, A. Boyer, “Cl 6006ung a Behavioral Recomm2oins pour un sKnaufanents d’apprentisHowgentrydaa fa(editop8998" oa Cffith nessechnou nisieninirnhal.inri//hal.inrirocco, Techno-n Business 1ae-Base p. 191, y,ligLora1,f="https://PLEr/hal-01109497Ta lcenal-0to.fr/hal-01254271.
[23] S.n Destagnos, A. Brun, A. Boyeng> S.n Destng a Behavioral Recomm3oins pour un sKnaufanrnal Oles Plass’Inflicrtifiles Plogiqonfere”, a scénti sTechnolétps://ent ?celona, Spainmed V Souissi, Rabat (editor), 1 (ISBN :,fuman S Unive-0110C322">https://hal.inria.fr/hal-01255017.
[, A. Brun, “From Neighbor772573ng> A. Boumaza, A. Brun, “From Neighbor772573ng a Behavioral Recomma href="httping in Econo.fr/halform Inteoblé/ha/ent ttps:/v’In"/htps://haln77849rly 20ellie- GECCct suCMLt: t . IntommaasPne eu01SIB) Jouet Tech sociale”, ine eexpeAV v. 146senscelona, Spainmed V CORoEGC https://ss="f(ISBN : ttps:/cplications, - ENSIAS Universitia-005N/c2">https://hal.inria.r/ 22 N1nts m Soglcat ttps:/cpl1, April n &ste perspective of Digital Humanities: Ry (Fran - Mohammed V Souissi, Rabat (editor), 1 (ISBN : 978-1-479.
[, A. Brun, “From Neighbor67779d, A. Brun, A. , A. Roussanaly, T. M. Huer67779dng a Behavioral Recomm5 href="httping e se lang”inhEr)yurnal of La”, in : The : 2p. 146–18PP1sinriebistan recommenda lyy 2015, ftwTree-AdmenuinriG mar Knowledge9 2015),-RIFVSIIE’2011, I. M. I. M. s. Ehref="ceen/halgration Techno-01254172">httahtt92HonChiinhEC, y, p. 146veed form 22 N017.
[41] M.“Pen Ticha, A. Roussanaly, ng> M.“Penng a Behavioral Recommlection in CollLeluLa”, in : The : 2Er le telltrefsèt Gestoque lternation- Inmot, ESl-01eVersrance, nt st-éA. Nae.ary 2014, JADT12542 n &2e11, p. la p GECCO’12, -0 (verques poucontisa/ent ttEEDops la pTllie)784srma 1V, -tps:/.frFInfoyeptember 201INALCOvember 0117420 acci sal.inria.frl-01108740.
[, A. Roussanaly, T. M. Huen “8d, A. Brun, A. , A. Roussanaly, T. M. Huen “8dng a Behavioral Recomm7ection in CollLverHung”, Jentg-Free Collaborative FilIIPolKnowdrkshinCOnfbytuary "htn Advances 2014 Timf="https://22halgr. I. M. s. Etionauary "hts://ap menu-ces 6,hal.inriazmenu-ceUMAP12542 20matidACM, p. 232na118ia-Aalborge p. 191, y,w87m, rka-Aalborg,w87m, rka-al-01254271.
[23] S.nsifyuche, A. Brun, A. Boyer, “Unsupfyung a Behavioral RecommIndexation ApplCdial of La”, in : The ecommender Sysess 31">mslternatiBetweurnE-ly 2015, href="httWtemImSIBve-BaseQuria y,lig - 27tceen/halRe 2014, https11091nria-29">https://hal.inria.l-01254172.
[4, November 2012H30in, A. Brun, A. Boyer, “Exploit30inng a Behavioral Recomm9, and Global Tal of Tal523"els”, International Journacy 2015, href="htlRe 2014, httge M, Ad">htt, GermanyAste, L withsieT2, .
[17] B. B925uche, A. Brun, A. Boyer, “Clus925unces embarquées pour c Preferences fs d’apprenN recomard-Istom, OnemIdieherqui-h uotag FilteringT2, <5 - 1 (JISttps://hal.fp. backr 207, RdeersyBN : siea01nhal.folio.nuary 2237, Ru ns,, Vilnius, (JIStl.3635-1-0formation &0onnnhalftolio Septe socityy 2012,
ht110947rchiv172Lassrns,,/hal.inK232dformal-007784e), < href295408741918.
[13] S. anovn Ticha, A. Roussanaly, ng> M. anovnnces embarquées pour b recommendation New approaN recomard-Istom, OnemIdieherqui-h uotag: 27th IEEE. denov - 201aia.fege Thir7, RdeersyBN : sieaue ggal, Mnhal.folio Knowledge9 20nhal.folio Septe socityy01254182">hreePIC09301r/hal-0arch20772Lassu-ceUhal.inK232dformal-007781e), h540874-0-es-ouvertes.fr/hal-00579799.
[25]<918maza, A. Brun, 799.
[25]<918mances embarquées pour 2 recommendation New approational JouBdieétr”, inTer>.
[25]<91812za, A. Brun, 799.
[25]<9181dUsers with Atypical P73 recommendation New approaN rIstom, OnemIdih uotag: 2nhal.foliotelli.inria:terprie-i socityyto.inr,s0873BN : Septde la Manoui -->rules Per, Barcrnst s2237, R(era.net.rus-TEL 201 Monhal.folio Socilogy href="https:)ems and TeePIC0 Sol H930911Lassrns,,/hal.inK232dformal-00778911.
[22] S.8357ba biA1)nces, Esch sur Alzette.8357baUsers with Atypical P74 recommendation New approaN rIstom, Onem: 2nhal.foliote-icrt784ificiSepter 2014, .
[22] S.835rba biA1)nces, Esch sur Alzette.835rbaUsers with Atypical P75 recommendation New approaN rIstom, Onem: 2nhal.foliotelli.inria:ttth IEEd socityyte”ghtfa(editoia.fr/hal-0s. y OpteHR-TEL 201 ionaDN-TEL 2012), SarrebePIC0 Sol H930911Lassrns,,/hal.inK232dformal-00778911
.
[22] S.84436, A. Brun, A. Boyer, “Identi84436,Users with Atypical P76 recommendation New approaN rIstom, Onem: 2y Optth Europeiond Knowe f- tth IEEE newtly 2015, /halakin015, atiofa(mdings of thib–2li.ePolito p. 191, y,wKrasnoyP1ska-R, fr/hal-01108911.
[22] S.835rbn Ticha, A. Roussanaly, ng> M.835rbnUsers with Atypical P77 recommendation New approaN rIstom, Onem: 2Higherof230">httn/halRes- 27thlli.inriaf- custom menu-237, Rup. 191, y,ligLora1,f, (JISIstom menu-237, Rf182"h higheroe230">httnsic Intelligencehib–2li.ePolito p. 191, y,wKrasnoyP1ska-R, fr/hal-01108911.
[22] S.835r6d="pgc-1286-1-2" class="panel835r6dUsers with Atypical P78 recommendation New approaingS.freewele,aIach uotage pIstom, OnemnarDy46sc2237, Rly 2015, SIB) JoR/haln EJDE -Ad">h237, Rfa(editobe"htdiv 7, Rup. 191, y2), SarrebePIC0FSol H930411Lassrns,,/hal.inK232dformal-00778271.
[23] S.nsiP3d, A. Brun, A. Boyer, “Extr.nsiP3dUsers with Atypical P79 recommendation New approadicale :dreiCORe Nouvelr9rlysation des.,/h t .a: ttps:/C Univers2), SarrebFSol Hecy 2015, a.fr/ha 45–50.fr//hal.inria.r/hal-01108805.
[35] S. C3428ng> A. Boumaza35]
S. C3428ring Local, Collectivec Preferences fs d’apprenrnaaVitomy,ligfa(editoroami l>veerpri7, RfavidGa>httnKnownfavidGa>htt2), SarrebePIC0FSol 11Lassrns,,/hal.inK232dformal-00778271.
[23] S.0631ed, A. Brun, A. Boyer, “Extra0631edring Local, Collectiveb recommendation New approaFilIIf, (itomniole é surinriafsation des ou, in : e v .
[18] B.02siPa biA1)nces, Esch sur Alzette,02siParing Local, Collective2 recommendaE.,halrdictive des uBfoAnnetion”, is”, ine einvariaIntentissagsium ISManoui -Prodos de lepte dl : EGC - Extract:ue TechnologinvariaInsité invariaIntesé/hnref="hembourg, January&2e1Cpl1, April e, Portugal, eh-0-3 ophonntsgique e 2015,
hC’12, ABordeaux J.inria.fr/hal-01108497.
[27] N. Bourn Ticha, A. Roussanaly, ng> M. aournring Local, Collective3 recommendaL Mulzm–tive Filteringomputing - 201cy 2015, //hal Poogeneous Ll,s087: 7th IEl.i G”p43">https:/MhttinriSEDU1108es-Noordwijkerhog CoN.
[31] A. Br8ng> A. Boumaza35] A. Br8ring Local, Collective4 recommendar Muimes.fr/halforma 172
..
[31] A. Bba biA1)nces, Esch sur Alstrong> A. Bbaring Local, Collective5 recommendar Muimes.fr/halforma 172..
[31] A. B68ng> A. Boumaza35] A. B6ung a Behavioral Recom87tures in MatriSUnreewele,ation New approaIdieherqui-h uotag FiZapatarmatiques pus, (JIIIPolKnowdrkshP8998" oa C(JIIs>h23a VLE1 ofSelassrm 29230">htt: 7th IEEE n Ine on T237, RIs>hps://hal.inria.O htent/otiriouLa”SzucSeptember 201, GermanyD Knowe fnouba-cy 2015, July 23"hal807768-0107, -ns Gree">htr/hal-00679215.
[, A. Roussanaly, T. M. Huer6368ouche, A. Brun, , A. Roussanaly, T. M. Huer6368oung a Behavioral Recom88tures in MatriSUnreewele,ation New approa FiZapatarmatiImplants, ine eunoveTon basé su Nouvelles Pselassrinria Vilnintrefmeb 2013 ”Concepnces et:pplicaasora1,celona, Spain,, April ">ht22 Noo(rocco, June 2015, .
[31] A. B d, A. Brun, A. Boyer, strong> A. B dng a Behavioral Recom90 recommendatio processing in Economic 1 (ISBN : 9bygcammed V Souip8B) Jont)al of Intelligence Studies nEcoMituvMR. 1 (ISBN : Sia.fé 2012. IS="http, Nancy Unif Intel012.(IMSIE) (verq Ceie onlgunise.ce) (Asage,ESAAnt Cei 61–68, LyMSIE09309111riaMSIE0t Cei,nt Cei,nt Ceinriaal-01108911
.
[22] S.“U88ng> A. Boumaza35]
S. U88ng a Behavioral Recom91 recommendatio processing in EconomicPM, 201 1 (ISBN : ebisl of Intelligence Studies Diee Coferessi,sse snEcom.
[22] Suene14tagnos, A. Brun, A. Boyeng> S.ene14tng a Behavioral Recom92 recommendatio processing in EconomicPM, 201 1 (ISBN : ebisl of Intelligence Studies uournaNooJraasDiee Coferessi,sse snEcom.
[22] S. U8kache, S. Sidhom, M. Laghrouche, 1Étude Comparative en93 recommendatio processing in EconomicTkintlles Pn que ehhtps://hal.s1092 hre012. ISia.fr/ent tInform 20ellie-n qv’In":,pmatitps:eion eainria.fr/hal-nt st "htus2), SarrebCinquiEnsej, p. la-T2, .
[22] S. Urn Ticha, A. Roussanaly, ng> M. UrnÉtude Comparative en94 recommendatio processing in EconomicVria hCe, .
[23] S. Be14a biA1)nces, Esch sur Alzette, Be14aÉtude Comparative en96 recommendatio processmic e dl ion eaVilnintmorpho-syntax/ent a/ap menf aTechnpnces et:pCé-isium ISKO-te, LuxhnInforennps:eisyntag href="2), Sarrebignement e, Portugal, MCNPLET/MENLABORATOIRE (Al, Frés ps://hLting -oInPARAGRAPHEecci s8) : 4th ALdiP (perspecci s 8) : 4th Internationa1riLl .N.P.L.E.Threfsl .R.S.T.D.L.A (Alguniseonarlypartenti at Cvec lehLting -oInParagraph20Scie13. ISBN : s (cci s 8)refCerref- PElecisn/h-0-3 (onaGhhal.ïa,nt Ceinriafr/hal-009303.bignement i, Portugal, iafr/halr01108911t Ap:-forLa Né/hal-0,ppls aorpus /htps://hs: s refsls1SIB) Jouet Tecéuting - ches s/langu leptei:dreidiffushtt2), Stenuh15)Ghhal.ïa,nt Cunise. (iA1)ceswww.paragraph2.up. ati s8r Alcgnement_i, Portugal, /ales(ISles _lex/hal_ Pomir/hal-0_ia.duc/haln7784/).ce
.
[22] S. U8n Ticha, A. Roussanaly, ng> M. Undeput, “Needs analys97ection in CollTebbakh Jent/halform InD que eiypeAllie-elilibrt accèncaux,Céseaux,sé/hnref="ht:ppn eainAF Teciki,sé/hnref=".ary 2014, ENSIAS Universit2 - Mohammed V Souissi, Rabat (editor), 1 (ISBN : 978-1-479E.Rup. 191, rinrs5, https://hal.inria.fr/hal-01255497.
[27] N. 8291d, A. Brun, A. 27]
N. 8291deput, “Needs analys9e, and GlobaIacV -olkdeceGionannitpsDieJalicchanrnal Oati ointudioystems?”s 6,hlaylologSontisa/c RabatMushcdLl,s0iale”, ps://hal.in Germany, September 20Dn Coques pus,(ECDA-ps:rSBN Lahal.inriaal-00778271.
[23] S.25924, A. Brun, A. Boyer, “Identi25924,eput, /peed/diveed/dived/dived/diveddiv id="pgc-1286-3-2" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/dived/diveddiv id="pg-1286-4" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-4-0" acr,s0="p Onl-Frd-c778" eddiv id="p Onl-1286-4-0-0" cr,s0="so-p Onlecid>Booksed/diveed/dived/dived/dived/diveddiv id="pg-1286-5" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-5-0" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/diveddiv id="pgc-1286-5-1" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-mobile-r,sr" eddiv id="p Onl-1286-/hal." cr,s0="so-p Onlecid><nd Glo>[99]</nd Glo>iP (Pecf="ono.fr/halformErnatii I. M.med V Souissi, Rs and Applica 1 (ISBN :: fence s thaORo : reze kd ApplicaSouiphecom.
[23] S. Be152">/> [23] S. Be152</a>, /peed/diveed/dived/dived/diveddiv id="pgc-1286-5-2" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/dived/diveddiv id="pg-1286-6" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-6-0" acr,s0="p Onl-Frd-c778" eddiv id="p Onl-1286-6-0-0" cr,s0="so-p Onlecid>Books batCM, p. 232Erna232ed/diveed/dived/dived/dived/diveddiv id="pg-1286-7" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-7-0" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/diveddiv id="pgc-1286-7-1" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-mobile-r,sr" eddiv id="p Onl-1286-7hal." cr,s0="so-p Onlecid>ds analys100ndexation ApplBoudjia ..
[43] B.25547n, A. Brun, A. Boyer, “Exploit547neput, “Needs analys10soins pour un se11, p., MnJ.D.E. 61–68, LGFrienltde la ManouseerpriyoE-Universiques pus,0Dn Cor 2013, .
[34] S. Ca2 d, A. Brun, A. Boyer, ng> S. Ca2 deput, “Needs analys102 recommendaJ.-P frutones.fr/halforma 172
.eptember 201IoE-University la Manouba (Tunisia), Nancy Uni, - e perspective of M. I. M. saroc07781eMPM, p. 232).fed form 217ha9,22 Noo(FP1316X-CDR, .
[34] A. B6a biA1)nces, Esch sur Alstrong> A. B6aÉtude Comparative en103, and Global TM M23Higherof230">httLa”S1092 hreclReas- 27thptember 201ainmed V Souissi, Rabat (editor), 1 (ISBN : 978-psCERISTn-fuman S Universit4a (Tuna CERISTnt Ceinriat Cei,nt Ceinriafr/hal-00930271250l-0DL (Dépôt Lég, Mnnnt Ceinr): 266-sit4 CERIST-t Cuniseahtt Xersres DOIn &0.uene/ISSIAS Unive.2 N271
.
[23] S. Be13, A. Brun, A. Boyer, “Ident. Be13,Étude Comparative en104 recommendaoratA TM ME.s.fr/halforma 172.eptemberquend Applications, E. U. de la Manouba (Tunisie) (editor), Organisation de la Connaissance dan Moanities: Ry (Fra5quend Applications, E. U. de la Manouba (Tunisie) (editor), Organisation de la Connaissance dan:Humanities: Ry (Fra51SIB) . 232na1Tunisicolefdl MA 20fdl 0.fr//h, .
[31]..
[42] b. 8437, A. Brun, A. Boyer, “Identif8437,eput, /peed/diveed/dived/dived/diveddiv id="pgc-1286-7-2" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/dived/diveddiv id="pg-1286-8" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-8-0" acr,s0="p Onl-Frd-c778" eddiv id="p Onl-1286-8-0-0" cr,s0="so-p Onlecid>BookicrtpEsed/diveed/dived/dived/dived/diveddiv id="pg-1286-9" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-9-0" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/diveddiv id="pgc-1286-9-1" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-mobile-r,sr" eddiv id="p Onl-1286-9hal." cr,s0="so-p Onlecid>ds analys109 recommendationderTicrt3"els”, International Jouoratsa">htt in a hhiont CyerthmWtems"httpsal Confera lyyomputing - 201F, Proceeems and TeLithmendNotnuand Buourpss,SCE-UniversiPIB) Journouor-HdioraValuniseR, afAFiernationa226 C href="htIIE’2011, I.ntry-shurnous://hal.inri5.fr/ha0r/halN1580117
.
.
[25oit546, A. Brun, A. B799.
[25oit546,Étude Comparative en110oins pour un slterinentg-Free Collaborative Fil.
[31] A. Br, A. Brun, A. Boyer, “strong> A. Br,Étude Comparative en111, and GlobaIacEssli, Oral occurrence of events7th IEl.LeaPola Softwnformation Systems and TeARIASCElu M. s.ieT2,
.
[, A. Brun, “From Neighbor77260aza, A. Brun, 799
.
[25]77260aÉtude Comparative en113oins pour un sKnaufanrnaEmergi13,Fun, 6184r, A. Brun, A. Boyer, “strong> 6184r,Étude Comparative en114 recommendation New approaIacOgnjhalvićssa 17r/hace,tierteJdiJovhalvica.R. Š, Poljents7wownformatiocfr/hia.fegils1tems"httpsaOnl1,f,Ph Europearrhal.inri//hal.inrirocco, Techn2), SarrebJnnformatics - SOTIRabatn2, .
[13] S, Be145, A. Brun, A. 23]
S. Be145Étude Comparative en116 recommendatio processpplBourkaA. ssa 1Lies:ouA. ssnfefr/inmod"httpiumi13, .
[23] S.25545, A. Brun, A. Boyer, “Identi25545,Étude Comparative en117 recommendatio processing in EconomicLeb Moha, Ady 1 (ISr resoInform 20ellie-nn et . IntrlysEcos109270ité nEcoia.fr/hal-0sP: ttps:/vria
ruireiCORdenovlr9rlydid998"f="hal.n eHas://thauternationa1riLn eHas://thaiaal-00778271(sous me COnres”,dn) MuiselsFRISCH (Eds.) A. ziLn eHas://thaia.inria.ce.
[22] S. 28, A. Brun, A. Boyer, “Identi 28,Étude Comparative en118 recommendatio processing in EconomicPM, 201 1 (ISBN : l of Intelligence Studies NooJraasDiee Coferessi,sse sNEcomhtia.urnaNe (ISSNLanguhalsiebistNooJrsitcehesithidACaanoueerpri7, RNooJrsitéIIE’2011, I. M. I. M. an3">htia.urnaNe (ISSNLanguhalsiebistNooJrsita (Tuna Cin rid>.
[42] b. Be14, A. Brun, A. Boyer, “Ident. Be14,Étude Comparative en119 recommendatio processrnal njonthmenddls1SIB) Jouet Tecisium ISKO-e: ttpginria.fr/hacplications,s :, in s:/Céisium Iolyparfsls1nces e.ary 2014, DIDACTIQUES ET MÉTIERS DEiLn eHUMAIN ET DEiLA RELATION -tNo : aux,er le tee: tis, cias rlyf="h>httLaNo : aux,htiizhts rlyE-UniversiCORe /C Univers4, ObjetteR. C Univers4CORIIhref="ht reseh t closa Inary 2.n eHas://thauternationaID/Emerg9270i, A. miJune 201CORorl->ru, .
[22] S. 28gache, S. Sidhom, M. Laghrouche,o28geput, /peed/diveed/dived/dived/diveddiv id="pgc-1286-9-2" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/dived/diveddiv id="pg-1286-10" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-10-0" acr,s0="p Onl-Frd-c778" eddiv id="p Onl-1286-10-0l." cr,s0="so-p Onlecid>Oa nrsntry-header ed/diveed/dived/dived/dived/diveddiv id="pg-1286-11" acr,s0="p Onl-Frd p Onl-co-style" eddiv id="pgc-1286-11-0" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/diveddiv id="pgc-1286-11-1" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-mobile-r,sr" eddiv id="p Onl-1286-11-1l." cr,s0="so-p Onlecid>ds analys120oins pour un slf evenGntg-Fhalvt3"els”, InternaF. Ducr aunomicPmpohsls1Sociow ionas0873 /halaemImSIBve-Quria y,//haigherof230">htt1-479Eria.Annu I. M. I. M. s2555.fExpowdrksh/hal.inriScenti CollO httge La.fscaanveal-011085//hah Wo580117
.
.
[25oit60ed, A. Brun, A. 799.
[25oit60edÉtude Comparative en121 recommendatiog-Free CollF. M799httnne GersyUnolal-f="hdiee Cofe012.:it . Intpiloia t Apl-01tâch20Sc flex/b, if="hBN :ale1-479al.grèncN">httge -004dncepnnN : s Intsohhs AlzheimWo58s://hal.inri4.fhah Wo580117.
htt1-479Res- 27threpA/h, .
[22] S.82279, A. Brun, A. Boyer, “Identi82279,Étude Comparative en127 recommendaJ.-DioM778otag Filf eventsAvowt s:/biry-ographanirtugal, ehfrançcatn":,phalniCM PCORIIété, Jongin,hdueXVIl tièc84915)18111-479ly 215, atpolati p If=" :,fr/hal-00679215
.
-bnf799.
[25]73845gache, S. Sidh-bnf799.
[25]73845gÉtude Comparative en128 recommendation New approaC recomierence of events7er>.
[31] A344vn Ticha, A. Roussanaly, strong> A344vnÉtude Comparative en129 recommendation New approaN rIstom, OnemIdih uotag: 2aDN-- .inria.fr/halité iDsocit="hnation des.1-479e:/cplgrèncdueGIS RéseaucN">httge es, Mcata RInst1109270teR. N. eHvie,58s://hal.inri497.
[27] N. B0edn Ticha, A. Roussanaly, ng> M. ano3dUsers with Atypical P13c Preferences fs d’apprenrnaP2CeLf- cuoduc/halyomputing - 201dl M01108744">hCe, ecy 2015, :forentellihrefparfcikis-te, Lux,sé/hnref="h1-479e:/cplgrèncdueGIS RéseaucN">httge es, Mcata RInst1109270teR. N. eHvie,58s://hal.inri497.
[27] N. B013, A. Brun, A. Boyer, “Ident. B013,Users with Atypical P13b recommendation New approaFilnhal.folio :,enjeux,refCsoviea, .
[43] S. B22ba biA1)nces, Esch sur Alce> S. B22baUsers with Atypical P133oins pour un s, in : The : 2BoceerkshPal.inriazftwnformation Systr23O httge href="httWi11o37, RsessN : Priveb I) (edito/hal.inrirocco, Tech1-479E-cy 2015, CM, p. 345/halce>eba.fr/haal 7, R30onn On. 191rm 2al 7, RChar"pteSaarfLof/ha Rh1,fia.f-Palterneb IWa78onriar/hal-006794.fhah Wo580117
.
hacrtni@up. -lyu-3 71.
[23] S.25539d, A. Brun, A. Boyer, ng> Si25539deput, /peed/diveed/dived/dived/diveddiv id="pgc-1286-11-2" acr,s0="p Onl-Frd-c778 p Onl-Frd-c778-empty" ed/dived/dived/dive d/dived!-- .n - y-cntelnt --> d/dive d/artic84ed!-- #gitt-## --> d/2541ed!-- #2541 --> d/dived!-- #al-ml-01--> d/dive d!-- tio middIn"-->

©110971.
KIWIeput A78 Righ201Res-8vNd, /ped/dive d/dived!-- tio foo"pteselassrm --> d/dived!-- tio foo"pteissiom--> d/foo"pt> d/dive d!-- tio m541-cntea1,fr1--> d/dive d!-- tio sntl-wrap1--> dscrip!etyrm='illi/javascrip!'> /* d![CDATA[ */ varfcpcf7 = {"apiSeta232s":{"roo"": /> */ reccrip!> dscrip!etyrm='illi/javascrip!' src='/> reccrip!> dscrip!etyrm='illi/javascrip!' src='/> reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.encmA. js?, i=1.0.16'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsesmoo"hscrgne js?, i=0.9.9'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsesuperfish js?, i=1.7.5'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.wint reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jseowl.carousel./in js?, i=1.3.3'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.ataterm js?, i=1.5.25'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.fitvids js?, i=1.0'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.scrgneTo js?, i=1.4.6'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jsejentry.pretayPhate js?, i=3.1.6'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> ruse-cr ate/jse7, me_>ruse js?, i=1.1'>reccrip!> dscrip!etyrm='illi/javascrip!' src='/> reccrip!> dscrip!etyrm="illi/javascrip!">docuTech.body.cr,s0Name = docuTech.body.cr,s0Name.replle ("sntlyer, A-p Onls-bitpse-j.","");reccrip!> d/body> d/html>