. Apache, Apache giraph, 2014.

L. Backstrom, D. Huttenlocher, J. Kleinberg, and X. Lan, Group formation in large social networks, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining , KDD '06, 2006.
DOI : 10.1145/1150402.1150412

. Bagel and . Bagel, https://github.com/mesos/spark/ wiki/Bagel-Programming-Guide, 2014.

B. Bahmani, K. Chakrabarti, and D. Xin, Fast personalized PageRank on MapReduce, Proceedings of the 2011 international conference on Management of data, SIGMOD '11, 2011.
DOI : 10.1145/1989323.1989425

A. Basumallik, S. Min, and R. Eigenmann, Programming Distributed Memory Sytems Using OpenMP, 2007 IEEE International Parallel and Distributed Processing Symposium, 2007.
DOI : 10.1109/IPDPS.2007.370397

B. Bershad, M. Zekauskas, and W. Sawdon, The Midway distributed shared memory system, Digest of Papers. Compcon Spring, 1993.
DOI : 10.1109/CMPCON.1993.289730

M. J. Brzozowski and D. M. Romero, Who should i follow? recommending people in directed social networks, ICWSM, 2011.

E. Cho, S. A. Myers, and J. Leskovec, Friendship and mobility, Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '11, 2011.
DOI : 10.1145/2020408.2020579

D. Ediger, R. Mccoll, E. J. Riedy, and D. A. Bader, STINGER: High performance data structure for streaming graphs, 2012 IEEE Conference on High Performance Extreme Computing, 2012.
DOI : 10.1109/HPEC.2012.6408680

J. Gonzalez, R. Xin, A. Dave, D. Crankshaw, M. Franklin et al., Graphx: Graph processing in a distributed dataflow framework, OSDI, 2014.

J. E. Gonzalez, Y. Low, H. Gu, D. Bickson, and C. Guestrin, Powergraph: Distributed graph-parallel computation on natural graphs, OSDI, 2012.

P. Gupta, A. Goel, J. Lin, A. Sharma, D. Wang et al., WTF, Proceedings of the 22nd international conference on World Wide Web, WWW '13, pp.505-514, 2013.
DOI : 10.1145/2488388.2488433

M. Han, K. Daudjee, K. Ammar, M. T. Ozsu, X. Wang et al., An experimental comparison of pregel-like graph processing systems, Proceedings of the VLDB Endowment, p.2014
DOI : 10.14778/2732977.2732980

M. Hasan and M. Zaki, A Survey of Link Prediction in Social Networks, Social Network Data Analytics, pp.243-275, 2011.
DOI : 10.1007/978-1-4419-8462-3_9

K. L. Johnson, M. F. Kaashoek, and D. A. Wallach, Crl: High-performance all-software distributed shared memory, SIGOPS Oper. Syst. Rev, 1995.

A. Kermarrec, F. Ta¨?anita¨?ani, and J. M. Tirado, Cheap and Cheerful: Trading Speed and Quality for Scalable Social-Recommenders, DAIS, 2015.
DOI : 10.1007/978-3-319-19129-4_11

URL : https://hal.archives-ouvertes.fr/hal-01170757

Z. Khayyat, K. Awara, A. Alonazi, H. Jamjoom, D. Williams et al., Mizan, Proceedings of the 8th ACM European Conference on Computer Systems, EuroSys '13, 2013.
DOI : 10.1145/2465351.2465369

H. Kwak, C. Lee, H. Park, and S. Moon, What is Twitter, a social network or a news media?, Proceedings of the 19th international conference on World wide web, WWW '10, 2010.
DOI : 10.1145/1772690.1772751

A. Kyrola, DrunkardMob, Proceedings of the 7th ACM conference on Recommender systems, RecSys '13, 2013.
DOI : 10.1145/2507157.2507173

A. Kyrola, G. Blelloch, and C. Guestrin, Graphchi: Large-scale graph computation on just a pc, OSDI, 2012.

R. Lempel and S. Moran, The stochastic approach for link-structure analysis (SALSA) and the TKC effect, Computer Networks, vol.33, issue.1-6, pp.387-401, 2000.
DOI : 10.1016/S1389-1286(00)00034-7

D. Liben-nowell and J. Kleinberg, The link prediction problem for social networks, CIKM, 2003.

R. N. Lichtenwalter, J. T. Lussier, and N. V. Chawla, New perspectives and methods in link prediction, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '10, 2010.
DOI : 10.1145/1835804.1835837

P. A. Lofgren, S. Banerjee, A. Goel, and C. Seshadhri, FAST-PPR, Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '14, 2014.
DOI : 10.1145/2623330.2623745

Y. Low, D. Bickson, J. Gonzalez, C. Guestrin, A. Kyrola et al., Distributed GraphLab, Proc. VLDB Endow, 2012.
DOI : 10.14778/2212351.2212354

A. Lumsdaine, D. Gregor, B. Hendrickson, and J. W. Berry, Challenges in parallel graph processing. Parallel Processing Letters, pp.5-20, 2007.

G. Malewicz, M. H. Austern, A. J. Bik, J. C. Dehnert, I. Horn et al., Pregel: A system for large-scale graph processing, SIGMOD, 2010.

A. Mislove, M. Marcon, K. P. Gummadi, P. Druschel, and B. Bhattacharjee, Measurement and analysis of online social networks, Proceedings of the 7th ACM SIGCOMM conference on Internet measurement , IMC '07, 2007.
DOI : 10.1145/1298306.1298311

C. Olston, B. Reed, U. Srivastava, R. Kumar, and A. Tomkins, Pig latin, Proceedings of the 2008 ACM SIGMOD international conference on Management of data , SIGMOD '08, pp.1099-1110, 2008.
DOI : 10.1145/1376616.1376726

L. Page, S. Brin, R. Motwani, and T. Winograd, The pagerank citation ranking: Bringing order to the web, 1999.

R. Parimi and D. Caragea, Predicting Friendship Links in Social Networks Using a Topic Modeling Approach, PAKDD, 2011.
DOI : 10.1177/0165551509104233

M. Rowe, M. Stankovic, and H. Alani, Who Will Follow Whom? Exploiting Semantics for Link Prediction in Attention-Information Networks, ISWC, 2012.
DOI : 10.1007/978-3-642-35176-1_30

A. Roy, I. Mihailovic, and W. Zwaenepoel, X-Stream, Proceedings of the Twenty-Fourth ACM Symposium on Operating Systems Principles, SOSP '13, 2013.
DOI : 10.1145/2517349.2522740

S. Salihoglu and J. Widom, GPS, Proceedings of the 25th International Conference on Scientific and Statistical Database Management, SSDBM, p.22, 2013.
DOI : 10.1145/2484838.2484843

G. Salton and M. J. Mcgill, Introduction to Modern Information Retrieval, 1986.

P. Sarkar and A. W. Moore, Fast nearest-neighbor search in disk-resident graphs, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '10, 2010.
DOI : 10.1145/1835804.1835871

T. Sarlós, A. A. Benczúr, K. Csalogány, D. Fogaras, and B. Rácz, To randomize or not to randomize, Proceedings of the 15th international conference on World Wide Web , WWW '06, 2006.
DOI : 10.1145/1135777.1135823

S. Scellato, A. Noulas, and C. Mascolo, Exploiting place features in link prediction on location-based social networks, Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '11, 2011.
DOI : 10.1145/2020408.2020575

R. Schifanella, A. Barrat, C. Cattuto, B. Markines, and F. Menczer, Folks in Folksonomies, Proceedings of the third ACM international conference on Web search and data mining, WSDM '10, 2010.
DOI : 10.1145/1718487.1718521

URL : https://hal.archives-ouvertes.fr/hal-00429886

L. Takac and M. Zabovsky, Data analysis in public social networks, Int. Science Conf. and Int. Workshop Present Day Trends of Innovation, 2012.

A. Thusoo, J. S. Sarma, N. Jain, Z. Shao, P. Chakka et al., Hive, Proc. VLDB Endow, pp.1626-1629, 2009.
DOI : 10.14778/1687553.1687609

L. G. Valiant, A bridging model for parallel computation, Communications of the ACM, vol.33, issue.8, 1990.
DOI : 10.1145/79173.79181

D. Yin, L. Hong, and B. D. Davison, Structural link analysis and prediction in microblogs, Proceedings of the 20th ACM international conference on Information and knowledge management, CIKM '11, 2011.
DOI : 10.1145/2063576.2063743