A. Accademy-for-osseointegration, Periimplant mucositis and peri-implantitis: a current understanding of their diagnoses and clinical implications, Journal of Periodontology, vol.84, pp.436-443, 2013.

M. A. Atieh, N. H. Alsabeeha, C. M. Faggion, &. Jr, and W. J. Duncan, The Frequency of Peri-Implant Diseases: A Systematic Review and Meta-Analysis, Journal of Periodontology, vol.24, pp.1586-1598, 2013.
DOI : 10.1111/j.1600-051X.2007.01106.x

G. N. Belibasakis, Microbiological and immuno-pathological aspects of peri-implant diseases, Archives of Oral Biology, vol.59, issue.1, pp.66-72, 2014.
DOI : 10.1016/j.archoralbio.2013.09.013
URL : http://www.zora.uzh.ch/id/eprint/84568/1/Belibasakis_%28Arch_Oral_Biol%29.pdf

R. Bellazzi and B. Zupan, Predictive data mining in clinical medicine: Current issues and guidelines, International Journal of Medical Informatics, vol.77, issue.2, pp.81-97, 2008.
DOI : 10.1016/j.ijmedinf.2006.11.006

L. Canullo, D. Penarrocha, and P. H. Rossetti, Identification of the opportunistic pathogens (E. faecalis and P. aeruginosa) at the internal and external implant portions in individuals with peri-implant disease: a cross-sectional study, The International Journal of Oral & Maxillofacial Implants, vol.25, p.55, 2015.

L. Canullo, D. Penarrocha-oltra, C. Soldini, F. Mazzocco, M. Penarrocha et al., Microbiological assessment of the implant-abutment interface in different connections: cross-sectional study after 5??years of functional loading, Clinical Oral Implants Research, vol.21, issue.Suppl 2, pp.426-434, 2014.
DOI : 10.1097/ID.0b013e31825cd472

L. Canullo, M. Schlee, W. Wagner, and U. Covani, International Brainstorming Meeting on Etiologic and Risk Factors of Peri-implantitis, Montegrotto (Padua, Italy), August 2014, The International Journal of Oral & Maxillofacial Implants, vol.30, issue.5, pp.1093-1104, 2014.
DOI : 10.11607/jomi.4386
URL : http://www.quintpub.com/journals/omi/submission.pdf

G. Charalampakis, A. Leonhardt, P. Rabe, and G. Dahl-en, Clinical and microbiological characteristics of peri-implantitis cases: a retrospective multicentre study, Clinical Oral Implants Research, vol.35, issue.Suppl 2, pp.1045-1054, 2012.
DOI : 10.1111/j.1600-051X.2008.01274.x

M. Faveri, L. C. Figueiredo, J. A. Shibli, P. J. Chaparro, and M. Feres, Microbiological Diversity of Peri-Implantitis Biofilms, Advances in Experimental Medicine and Biology, vol.830, pp.85-96, 2015.
DOI : 10.1007/978-3-319-11038-7_5

A. A. Freitas, Comprehensible classification models, ACM SIGKDD Explorations Newsletter, vol.15, issue.1, pp.1-10, 2014.
DOI : 10.1145/2594473.2594475

G. Hajishengallis, R. P. Darveau, and M. A. Curtis, The keystone-pathogen hypothesis, Nature Reviews Microbiology, vol.10, issue.10, pp.717-725, 2012.
DOI : 10.1016/j.chom.2011.10.008
URL : http://europepmc.org/articles/pmc3498498?pdf=render

G. Hajishengallis and J. D. Lambris, Microbial manipulation of receptor crosstalk in innate immunity, Nature Reviews Immunology, vol.172, issue.3, pp.187-200, 2011.
DOI : 10.4049/jimmunol.172.11.6994
URL : http://europepmc.org/articles/pmc3077082?pdf=render

D. J. Hand and C. Anagnostopoulos, When is the area under the receiver operating characteristic curve an appropriate measure of classifier performance?, Pattern Recognition Letters, vol.34, issue.5, pp.492-495, 2013.
DOI : 10.1016/j.patrec.2012.12.004

L. J. Heitz-mayfield and N. P. Lang, Comparative biology of chronic and aggressive periodontitis vs. peri-implantitis, Periodontology 2000, vol.28, issue.Suppl. 2, pp.167-181, 2000.
DOI : 10.1902/jop.1972.43.5.281

M. Hultin, A. Gustafsson, H. Hallstrom, L. A. Johansson, A. Ekfeldt et al., Microbiological findings and host response in patients with peri-implantitis, Clinical Oral Implants Research, vol.66, issue.4, pp.349-358, 2002.
DOI : 10.1902/jop.1995.66.10.852

B. Klinge and J. Meyle, Peri-implant tissue destruction. The Third EAO Consensus Conference 2012, Clinical Oral Implants Research, vol.23, issue.Suppl. 6, pp.108-110, 2012.
DOI : 10.1111/j.1600-0501.2012.02554.x

T. Koyanagi, M. Sakamoto, Y. Takeuchi, N. Maruyama, M. Ohkuma et al., Comprehensive microbiological findings in peri-implantitis and periodontitis, Journal of Clinical Periodontology, vol.35, issue.Suppl 11, pp.218-226, 2013.
DOI : 10.1111/j.1600-051X.2008.01274.x

T. Koyanagi, M. Sakamoto, Y. Takeuchi, M. Ohkuma, and Y. Izumi, Analysis of microbiota associated with peri-implantitis using 16S rRNA gene clone library, Journal of Oral Microbiology, vol.24, issue.1, pp.5104-5110, 2010.
DOI : 10.1128/AEM.02763-08
URL : https://doi.org/10.3402/jom.v2i0.5104

N. Maruyama, F. Maruyama, Y. Takeuchi, C. Aikawa, Y. Izumi et al., Intraindividual variation in core microbiota in peri-implantitis and periodontitis, Scientific Reports, vol.57, issue.1, pp.6602-6612, 2014.
DOI : 10.1128/AEM.00335-09
URL : https://doi.org/10.1038/srep06602

I. Mierswa, M. Wurst, R. Klinkenberg, M. Scholz, and T. Euler, YALE, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining , KDD '06, pp.935-940, 2006.
DOI : 10.1145/1150402.1150531

U. Doi and =. Http,

A. Mombelli and F. Decaillet, The characteristics of biofilms in peri-implant disease, Journal of Clinical Periodontology, vol.28, issue.(S, pp.203-213, 2011.
DOI : 10.1034/j.1600-051x.2001.028006517.x

A. Mombelli, N. Muller, and N. Cionca, The epidemiology of peri-implantitis, Clinical Oral Implants Research, vol.28, issue.Suppl 2, pp.67-76, 2012.
DOI : 10.1034/j.1600-051x.2001.028006517.x

A. Mombelli, M. A. Van-osten, E. Schurch, and N. P. Lang, The microbiota associated with successful or failing osseointegrated titanium implants, Oral Microbiology and Immunology, vol.15, issue.4, pp.145-151, 1987.
DOI : 10.1111/j.1600-051X.1979.tb01931.x

J. Mouhyi, D. M. Dohan-ehrenfest, and T. Albrektsson, The Peri-Implantitis: Implant Surfaces, Microstructure, and Physicochemical Aspects, Clinical Implant Dentistry and Related Research, vol.27, issue.2, pp.170-183, 2012.
DOI : 10.1080/08977190802636713

D. Pelleg and A. W. Moore, X-means: extending K-means with efficient estimation of the number of clusters, pp.727-734, 2000.

G. R. Persson, E. Samuelsson, C. Lindahl, and S. Renvert, Mechanical non-surgical treatment of peri-implantitis: a single-blinded randomized longitudinal clinical study. II. Microbiological results, Journal of Clinical Periodontology, vol.35, issue.(S, pp.563-573, 2010.
DOI : 10.1111/j.1600-051X.2010.01561.x

J. R. Quinlan, C4. 5: Programs for Machine Learning, 1993.

M. Rakic, M. G. Grusovin, and L. Canullo, The microbiologic profile associated with periimplantitis in humans: a systematic review, The International Journal of Oral & Maxillofacial Implants, vol.31, pp.359-368, 2015.
URL : https://hal.archives-ouvertes.fr/inserm-01848755

M. Rakic, X. Struillou, A. Petkovic-curcin, S. Matic, L. Canullo et al., Estimation of Bone Loss Biomarkers as a Diagnostic Tool for Peri-Implantitis, Journal of Periodontology, vol.26, issue.11, pp.1566-1574, 2014.
DOI : 10.1111/j.1600-051X.2005.00799.x

G. E. Salvi, M. M. F?-urst, N. P. Lang, and G. R. Persson, One-year bacterial colonization patterns of Staphylococcus aureus and other bacteria at implants and adjacent teeth, Clinical Oral Implants Research, vol.17, issue.3, pp.242-248, 2008.
DOI : 10.1034/j.1600-0501.2000.011006511.x

M. Sanz and I. L. Chapple, Clinical research on peri-implant diseases: consensus report of Working Group 4, Journal of Clinical Periodontology, vol.18, issue.Suppl. 12, pp.202-206, 2012.
DOI : 10.1097/EDE.0b013e3181577511

K. Subramani, R. E. Jung, A. Molenberg, and C. H. Hammerle, Biofilm on dental implants: a review of the literature, The Interantional Journal of Oral & Maxillofacial Implants, vol.24, pp.616-626, 2009.

K. Sunnegardh-gronberg, T. Davidson, G. Gynther, T. Jemt, U. Lekholm et al., Treatment of adult patients with partial edentulism: a systematic review, The International Journal of Prosthodontics, vol.25, pp.568-581, 2012.

G. Tabanella, H. Nowzari, and J. Slots, Clinical and Microbiological Determinants of Ailing Dental Implants, Clinical Implant Dentistry and Related Research, vol.3, issue.Suppl 3, pp.24-36, 2009.
DOI : 10.1902/jop.1982.53.4.223

N. Tamura, M. Ochi, H. Miyakawa, and F. Nakazawa, Analysis of Bacterial Flora Associated with Peri-implantitis Using Obligate Anaerobic Culture Technique and 16S rDNA Gene Sequence, The International Journal of Oral & Maxillofacial Implants, vol.28, issue.6, pp.1521-1529, 2013.
DOI : 10.11607/jomi.2570

M. S. Tonetti, Risk factors for osseodisintegration, Periodontology 2000, vol.71, issue.123, pp.55-62, 1998.
DOI : 10.1177/00220345930720010201

J. Van-aken, Optimum conditions for intraoral roentgenograms. Oral Surgery Oral Medicine Oral Pathology Oral Radiology, Endodontics, vol.27, pp.475-491, 1969.

N. U. Zitzmann and T. Berglundh, Definition and prevalence of peri-implant diseases, Journal of Clinical Periodontology, vol.28, issue.(Suppl. 1), pp.286-291, 2008.
DOI : 10.1097/01.id.0000148564.88384.de