Nicolo Tonci, Sébastien Rivault, Mostafa Bamha, Sophie Robert, Sébastien Limet and Massimo Torquati.International Journal of Parallel Programming (IJPP),DOI : 10.1007/s10766-024-00772-1, 2024.
Abstract, Bibtex, PDF.
[ICCS'22] Towards a Scalable Set Similarity Join using MapReduce and LSH
Sébastien Rivault, Mostafa Bamha, Sébastien Limet and Sophie Robert.International Conference on Computational Science (ICCS'2022).
London, United Kingdom, 2022. Abstract, Bibtex, PDF.
[IJPP'22] A Scalable Similarity Join Algorithm Based on MapReduce and LSH
Sébastien Rivault, Mostafa Bamha, Sébastien Limet and Sophie Robert.International Journal of Parallel Programming.
DOI: 10.1007/s10766-022-00733-6, Springer Verlag, 2022. Abstract, Bibtex, PDF.
[HLPP'21] A Scalable MapReduce Similarity Join Computation Using LSH
Sébastien Rivault and Mostafa Bamha, Sophie Robert and Sébastien Limet.HLPP 2021: 14th International Symposium on High-Level Parallel Programming and Applications.
Abstract, Bibtex, PDF.
[TLDKS'18] MapFIM+ : Memory Aware Parallelized Frequent Itemset Mining in Very Large Datasets
Khanh-Chuong Duong, Mostafa Bamha, Arnaud Giacometti, Dominique Li, Arnaud Soulet and Christel Vrain.Transactions on Large-Scale Data- and Knowledge-Centered Systems Journal.
Volume 39. pages 200-225, 2018. Abstract, Bibtex, PDF.
[BDTAC'18] Handling Pregel's limits in big graphs processing in the presence of high degree vertices.
Mohamad Al Hajj Hassan and Mostafa Bamha. Applications of Big Data Analytics: Trends, Issues, and Challenges. pages 161-175, 2018. Abstract, Bibtex, Book - link.
[DEXA'17] MapFIM : Memory Aware Parallelized Frequent Itemset Mining in Very Large Datasets
Khanh-Chuong Duong, Mostafa Bamha, Arnaud Giacometti, Dominique Li, Arnaud Soulet and Christel Vrain.Proceedings of the International Conference on Database and Expert Systems Applications.
(DEXA'2017). August, 2017. Lyon, France. Abstract, Bibtex, PDF.
[ISIP'16] Personalized Environment for Querying Semantic Knowledge Graphs: a MapReduce Solution
M. Bamha, J. Chabin, M. Halfeld-Ferrari, B.Markhoff, and T. B. Nguyen The 11th International Workshop on Information Search, Integration, and Personalization.
November, 2016. Lyon, France. Abstract.
[ICCS'15] Towards Scalability and Data Skew Handling in GroupBy-Joins using MapReduce Model
Mohamad Al Hajj Hassan and Mostafa Bamha. Proceedings of the International Conference on Computational Science (ICCS'2015). June, 2015. Reykjavik, Iceland. Abstract, Bibtex, PDF.
[ICCS'14] Handling Data-skew Effects in Join Operations using MapReduce Handling Data-skew Effects in Join Operations using MapReduce
Mohamad Al Hajj Hassan, Mostafa
Bamha and Frederic Loulergue. Proceedings of the International
Conference on Computational Science (ICCS'2014).
June, 2014. Cairns, Austalia. Abstract, Bibtex, PDF.
[HLPP'11] An Efficient Skew-insensitive Algorithm for Join Processing on Grid Architectures
Mohamad Al Hajj Hassan, Mostafa
Bamha and Frederic Loulergue. Proceedings of the 5th International Workshop
on High-level Parallel Programming and Applications (HLPP'2011).
ACM SIGPLAN,
September, 2011. Tokyo, Japan. Abstract, Bibtex, Postscript.
[SAC'10] Semi-join Computation on
Distributed File Systems Using Map-Reduce-Merge Model
Mohamad Al Hajj Hassan and Mostafa
Bamha. Proceedings of the 25th ACM Symposium On Applied
Computing (SAC'2010).
ACM Press,
March 22 - 26, 2010. Sierre, Switzerland. Abstract, Bibtex, Postscript.
[HiPC'09] An Efficient Parallel Algorithm
for Evaluating Join Queries on Heterogeneous Distributed Systems
Mohamad Al Hajj Hassan and Mostafa
Bamha. Proceedings of the 16th Annual International
Conference on High Performance Computing (HiPC'09).
IEEE Computer Society Press,
Kochi (Cochin), India. December 16-19, 2009. Abstract, Bibtex,
PDF.
[CCIS'09] An Efficient Pipelined
Parallel Join Algorithm on Heterogeneous Distributed Architectures
Mohamad Al Hajj Hassan and Mostafa
Bamha. Communications in Computer and Information Science,
Volume 47, pages 119-133, 2009. Springer Verlag. To appear. Note : Extended and revised of "ICSOFT'2008 Best papers". Abstract, Bibtex, Postscript.
[ICSOFT'08] Pipelined
parallelism in multi-join queries on heterogeneous shared nothing architectures
Mohamad Al Hajj Hassan and Mostafa
Bamha. Proceedings of the
International Conference on Software
Data Technologies (ICSOFT'08).
INSTICC press, pages 127-134, 5-8 July 2008, Porto, Portugal. Selected to appear to "ICSOFT Best papers Book".
Abstract, Bibtex, PDF.
[WEBIST'07] An Optimal
Evaluation of "GroupBy-Join" Queries in Distributed Architectures
Mohamad Al Hajj Hassan and Mostafa
Bamha. Proceedings of the 3rd
International Conference on Web Information Systems and Technologies (WEBIST'2007).
3 - 6 March, 2007, Barcelona,
Spain. Abstract, Bibtex, PDF.
[ICSOFT'06] Parallel Processing
Of "Group-By Join" Queries On Shared Nothing Machines
Mohamad Al Hajj Hassan and Mostafa
Bamha. Proceedings of the
International Conference on Software
Data Technologies (ICSOFT'06).
INSTICC press, Volume 1, pages
301--307, 11-14 September 2006, Setúbal, Portugal. Also appears in "ICSOFT Best papers Book", 2007.
Abstract, Bibtex, PDF.
[DEXA'05] An optimal
skew-insensitive join and multi-join algorithm for distributed
architectures
M. Bamha. Proceedings of the International
Conference on Database and
Expert Systems Applications
(DEXA'2005).
LNCS 3588. pages 616-625,
Springer-Verlag, 22 - 26 August 2005, Copenhagen, Denmark. Abstract, Bibtex, PDF.
[ICCS'05] An efficient
equi-semi-join algorithm for distributed architectures
M. Bamha and G. Hains. Proceedings of the International
Conference on Computational Science (ICCS'2005).
LNCS 3515. Springer-Verlag. 22-25
May 2005, Atlanta, USA.
Abstract,
Bibtex,PDF.
[PPL03] Pipelining a Skew-Insensitive Parallel Join
Algorithm.
M. Bamha and M. Exbrayat. "Parallel Processing Letters"
journal, Number 3, Volume 13, 2003.
Selected paper from "High-Level Parallel Programming and
Applications" (HLPP 2003) Conference. 15-17 June 2003, Paris,
France.
Abstract,
Bibtex, Postscript.
[ParCo'03] Pipelined
parallelism for multi-join queries on shared nothing machines
M. Bamha and M. Exbrayat. Proceedings of the international
conference on Parallel Computing (ParCo
2003).
02-05 Septembre 2003, DRESDEN,
Germany.
[DEXA'00] A skew-insensitive
algorithm for join and multi-join operation
on Shared Nothing machines.
M. Bamha and G. Hains. Proceedings of the 11th International
Conference
on Database and Expert Systems Applications. London - Greenwich, United
Kingdom, September 4 - 8, 2000. LNCS 1873. Springer-Verlag.
Abstract, Bibtex, Postscript.
[PDCP'99] Frequency-Adaptive Join for Shared Nothing
Machines.
M. Bamha and G. Hains. Journal of Parallel and Distributed
Computing Practices (PDCP), Nova Science Publishers, Volume 2, Number 3, pp. 333-345,
September 1999.
Also appears in "Progress in Computer Research", F. Columbus
Ed. Vol. II, Nova Science Publishers, 2001. Abstract,
Bibtex, Postscript.
[DEXA'99] An efficient
scalable parallel view maintenance algorithm
for shared nothing multi-processor machines.
M. Bamha, F. Bentayeb and G. Hains.
Proceedings
of the 10th International Conference on Database and Expert Systems
Applications. Florence, Italy,
1999. LNCS. 1677. Springer-Verlag.
Abstract
, bibtex,
Postscript.
[PDCS'98] A
self-balancing join algorithm for SN machines.
M. Bamha and G. Hains. Proceedings
of the International Conference
on Parallel and Distributed
Computing and Systems (PDCS).
Las Vegas, Nevada, USA, 28-31 October, 1998.
Abstract, Bibtex,
Postscript.
[PCW'96] Implementing
VCODE with static processesby M. Bamha
and G. Hains.
Proceedings of the 6th Parallel
Computing Workshop (PCW'96), Kawasaki,
Japan, November 1996.
Abstract,
Bibtex,
Postscript.
Rapports
de recherche & mémoire
de thèse :
[PhD thesis] Parallélisme et
équilibrage de charges
dans le traitement de la
jointure et de la multi-jointure sur des
architectures
SN.
Mostafa. Bamha. Mémoire de thèse. Janvier 2000.
Abstract,
Postscript.
[RR2017-06] Personalized Environment for Querying Semantic Knowledge Graphs: a MapReduce Solution
Mostafa Bamha, Jacques Chabin, Mirian Halfeld-Ferrari, Bé´atrice Markhoff and Thanh Binh Nguyen. LIFO research report RR-2017-06, 2017.
Abstract,Bibtex, PDF.
[RR2017-02] Handling limits of high degree vertices in graph processing using MapReduce and Pregel
M. Bamha and Al Hajj Hassan. LIFO research report RR-2017-02, 2017.
Abstract,Bibtex, PDF.This paper is also submitted for publication to a journal
[RR2015-01] Scalability and Optimisation of GroupBy-Joins in MapReduce
M. Al Hajj Hassan and M. Bamha. LIFO research report RR-2015-01, 2015.
Abstract,Bibtex, PDF.
[RR2014-01] Scalable and Skew-insensitive Algorithm for Join Operations using Map/Reduce Model
M. Al Hajj Hassan, M. Bamha and F. Loulergue . LIFO research report RR-2014-01, 2014.
Abstract, Bibtex, PDF.
[RR08-02] Dynamic Data Redistribution for Join Queries on Heterogeneous Shared Nothing Architecture
M. Al Hajj Hassan and M. Bamha. LIFO research report RR-2008-02, 2008.
Abstract, Bibtex, Postscript.
[RR07-01] Performance Evaluation of a Parallel Algorithm for "GroupBy-Join" Queries Processing in Distributed Architectures
Al Hajj Hassan and M. Bamha. LIFO research report RR-2007-01, 2007.
Abstract, Bibtex, Postscript.
[RR00-05] An optimal and
skew-insensitive join algorithm for Shared
Nothing machines.
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