Editing conference proceedings
- S. Benferhat, J. Grant, 5th International Conference on Scalable Uncertainty Managemen, SUM 2011, Dayton, OH, USA, October 10-13, 2011, Proceedings
Lecture Notes in Computer Science, Vol. 6929, Springer.
- S. Benferhat, Philippe Besnard.
6th. European Conference on Symbolic and Quantitative Approaches
to Reasoning with Uncertainty, ECSQARU 2001 , Toulouse, France,
2001. LNAI 2143, Springer.
- S. Benferhat, Rencontres francophones sur la logique floue et ses applications LFA'08, Cépadues, Lens 2008.
Editing special International Journal issues
-
S. Benferhat and P. Leray, Uncertainty in databases and artificial intelligence, International Journal of Approximate Reasoning, 54(7): 825-826 (2013).
- S. Benferhat, Logics for Uncertainty, Annals of Mathematics and Artificial Intelligence journal (AMAI), 69(1): 1-2 (2013).
- S. Benferhat, G. Kern-Isberner, "nonmonotonic and uncertain reasoning". International Journal of Approximate Reasoning, no 48, Elsevier, 2008.
- S. Benferhat, "Modèles graphiques non probabilistes pour le raisonnement et la décision", Revue d'Intelligence Artificielle, VOL 21/4, Hermes, 2007.
- S. Benferhat, Giunchiglia E., "Nonmonotonic Reasoning", Artificial Intelligence, Elsevier, vol. 157, no 1-2, 2004
- S. Benferhat, Teng C.-M., "Uncertain Reasoning", International Journal of Intelligent Systems, Wiley, vol. 19, no 8, 2004
- W. Liu, L. Cholvy, S. Benferhat, A. Hunter, Management of Uncertainty, Incompleteness, Imprecision and Conflict in Multiple Data Sources. Journal of Applied Non-classical Logics, Hermes, VOL 14/3 - 2004
- Xiang Y., S. Benferhat, "Uncertain Reasoning in Flairs 2002", International Journal of Approximate Reasoning, Elsevier, vol. 33, no 3, 2003
- S. Benferhat, H. Prade, "Uncertainty in nonmonotonic frameworks", Annals of Mathematics and Artificial Intelligence, vol. 34(1), pp 217-252, 2002
- S. Benferhat, Besnard P., "Symbolic and Quantitative Approaches to Reasoning with Uncertainty", Journal of Applied Non-Classical Logics, Hermes, vol. 12, no 2, 2002
International journal papers
- Raouia Ayachi, Nahla Ben Amor, Salem Benferhat: Inference using compiled min-based possibilistic causal networks in the presence of interventions. Fuzzy Sets and Systems 239: 104-136 (2014).
- Amen Ajroud, Salem Benferhat: An Approximate Algorithm for Min-Based Possibilistic Networks. Int. J. Intell. Syst. 29(7): 615-633 (2014)
- Raouia Ayachi, Nahla Ben Amor, Salem Benferhat: A generic framework for a compilation-based inference in probabilistic and possibilistic networks. Inf. Sci. 257: 342-356 (2014).
- Imen Boukhris, Salem Benferhat, Zied Elouedi: Ascribing Causality from Observational and Interventional Belief Function Knowledge Modeling. Multiple-Valued Logic and Soft Computing 22(4-6): 459-480 (2014)
- Imen Boukhris, Zied Elouedi, Salem Benferhat: Dealing with external actions in belief causal networks. Int. J. Approx. Reasoning 54(8): 978-999 (2013)
- Benferhat S., Boudjelida Abdelhamid, Tabia K., Drias Habiba, An intrusion detection and alert correlation approach based on revising probabilistic classifiers using expert knowledge,
Applied Intelligence , Springer Netherlands, pp. 1-21, 38(4): 520-540 (2013).
- S. Benferhat, K. Tabia: Inference in possibilistic network classifiers under uncertain observations. Ann. Math. Artif. Intell. 64(2-3): 269-309 (2012).
- S. Benferhat, Salma Smaoui: Inferring interventions in product-based possibilistic causal networks. Fuzzy Sets and Systems 169(1): 26-50 (2011).
- S. Benferhat, K. Tabia, K.a Sedki: Jeffrey's rule of conditioning in a possibilistic framework - An analysis of the existence and uniqueness of the solution. Ann. Math. Artif. Intell. 61(3): 185-202 (2011)
- S. Benferhat, J. Bennaim, O. Papini, E. Wurbel,
An Answer Set Programming encoding of Prioritized Removed Sets Revision: Application to GIS, In Applied Intelligence , Volume 32, No. 1, pp. 60-87, 2010.
- S. Benferhat, Interventions and belief change in possibilistic graphical models.
In Artificial Intelligence Journal, Volume 174, No. 2, Pages 177-189, 2010.
- S. Benferhat, K.a Sedki: An alert correlation approach based on security operator's knowledge and preferences. Journal of Applied Non-Classical Logics 20(1-2): 7-37 (2010)
- S. Benferhat, S. Yahi, Habiba Drias: A New Default Theories Compilation for MSP-Entailment. J. Autom. Reasoning 45(1): 39-59 (2010)
- S. Benferhat, D. Dubois, H. Prade, M. A. Williams. A framework for iterated belief revision using possibilistic
counterparts to Jeffrey's rule. In Fundamenta Informaticae, 2010.
- Kenaza Tayeb, Tabia K., Benferhat S., On the Use of Naive Bayesian Classifiers for Detecting Elementary and Coordinated Attacks, Fundamenta Informaticae , vol. 105, n. 4, OS Press, pp. 435--466, 2010.
- S. Benferhat, F. Titouna: Fusion and normalization of quantitative possibilistic networks. In Applied Intelligence Volume 31, No 2, pp 135-160, 2009.
- S. Benferhat, K. Tabia,
An efficient algorithm for naive possibilistic classifiers with uncertain inputs,
In International Journal of Information Systems (IJIS), vol. 24, no 12, Wiley, pp. 1203 - 1229, 2009.
- S. Benferhat, S. Lagrue, J. Rossit,
Max-based prioritized information fusion without commensurability,
In Journal of Logic and Computation (JLC), vol. 19, no 6, Oxford University Press, pp. 1577-1610, 2009
- S. Benferhat, D. Dubois , S. Kaci, H. Prade Modeling positive and negative information in possibility theory,
In International Journal of Information Systems (IJIS), vol. 23, no 10, pp. 1094-1118, 2008.
- S. Benferhat, K. Sedki Two alternatives for handling preferences in qualitative choice logic, In Fuzzy Sets and Systems (FSS'08), vol. 159, no 15, pp. 1889-1912, août 2008.
- S. Benferhat, S. Smaoui: Hybrid possibilistic networks. International Journal of Approximate Reasoning, Elsevier, vol. 44(3), pp. 224-243, 2007.
- S. Benferhat, C. Sossai, "Reasoning with multiple-source information in a possibilistic logic framework", Information Fusion, Elsevier, vol. 7, no 1, pp 80-96, 2006
- S. Benferhat, D. Dubois , S. Kaci, H. Prade, "Bipolar possibility theory in preference modeling: Representation, fusion and optimal solutions", Information Fusion, vol. 7, pp 135-150, 2006
- S. Benferhat, F. Khellaf, A. Mokhtari., "Product-based causal network and quantitative possibilistic bases", International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, World Scientific, vol. 13, no 5, pp 469-493, 2005
- N. Ben Amor, S. Benferhat, "Graphoid Properties Of Qualitative Possibilistic Independence", International Journal of Uncertainty, Fuzziness and Knowledge-Based, vol. 13, n$^{o $1, pp 59-96, 2005
- S. Benferhat, Bonnefon J., Da Silva Neves R., "An overview of possibilistic handling of default reasoning: an experemental study", Synthese, Springer Netherlands, vol. 146, no 1, pp 53-70, 2005
- S. Benferhat, R. El Baida, "A stratified first order logic approach for access control", International Journal of Intelligent Systems, Wiley, vol. 19, no 9, pp 787-788, 2004
- Brewka G., S. Benferhat, D. Le Berre, "Qualitative Choice Logic", In : Elsevier, Artificial Intelligence, vol. 157, no 1-2, pp 203-237, Août 2004
- S. Benferhat, S. Lagrue, O. Papini, "Belief change and pre-orders: a brief overview", International Journal of Geographical Information Science, Taylor & Francis, vol. 18, no 4, pp 353-388, 2004
- S. Benferhat, S. Lagrue, O. Papini, "Reasoning with partially ordered information in a possibilistic framework", Fuzzy Sets and Systems, Elsevier, vol. 144 - Issue 1, pp 25-41, 2004
- S. Benferhat, S. Kaci, D. Le Berre, M. A. Williams, "Weakening conflicting information for iterated revision and knowledge integration", Artificial Intelligence, vol. 153, pp 339-371, 2004
- N. Ben Amor, S. Benferhat, K. Mellouli, "Anytime Propagation Algorithm for Min-based Possibilistic Graphs", Soft Computing - A Fusion of Foundations, Methodologies and Applications, Springer-Verlag, Vol. 8, 150-161, 2003..
- S. Benferhat, D. Dubois , S. Lagrue, H. Prade, "A big-stepped probability approach for discovering default rules", International Journal of Uncertainty, Fuzziness and Knowledge-Based systems, vol. 11, pp 1-14, 2003
- S. Benferhat, S. Kaci, "Logical representation and fusion of prioritized information based on guaranteed possibility measures", Artificial Intelligence, vol. 148, pp 291-333, 2003
- S. Benferhat, S. Kaci, "Fusion of possibilistic knowledge bases from a postulate point of view", International Journal of Approximate Reasoning, vol. 33, pp 255-285, 2003
- S. Benferhat, D. Dubois , S. Lagrue, O. Papini, "Making revision reversible : an approach based on polynomials", Fundamenta Informaticae, vol. 53, no 3,4, pp 251-280, 2002
- S. Benferhat, L. Garcia.
Handling locally stratified inconsistent knowledge bases.
Studia Logica Journal , Vol. 70, 77-104, 2002.
- S. Benferhat, D. Dubois, H. Prade, M. A. Williams.
A practical approach to revising prioritized
knowledge bases. Studia Logica Journal , Vol. 70, 105-130,
2002.
-
S. Benferhat, D. Dubois, S. Kaci, H. Prade. Possibilistic merging and
distance-based fusion of
propositional information.
Annals of Mathematics and Artificial
Intelligence , Vol. 34, N. 1-3, pp. 217-252, 2002.
-
N. BenAmor, S. Benferhat, D. Dubois, K. Mellouli, H. Prade. A
theoretical framework for possibilistic independence in weakly ordered
setting.
International Journal of Uncertainty,
Fuzziness and Knowledge-based Systems Vol. 10.2, 2002.
- S. Benferhat, D. Dubois, L. Garcia, H. Prade.
On the transformation between possibilistic logic
bases and possibilistic
causal networks.
International Journal of Approximate Reasoning , Vol.
29, N. 21, 35-173, 2002.
-
S. Benferhat, D. Dubois, H. Prade. The Possibilistic Handling of Irrelevance
in Exception-Tolerant Reasoning.
Annals of Mathematics and Artificial Intelligence 35(1), pp. 29-61, 2002.
- S. Benferhat, J. Lang. Conference Paper Assignment.
International Journal of Intelligent
Systems Vol. 16 N. 10 , p. 1183-1192 , 2001.
- S. Benferhat, D. Dubois, H. Prade. Towards a
possibilistic logic
handling of preferences. Applied Intelligence , Vol. 14, p.
303-317 , 2001.
- A. Appriou, A. Ayoun, S. Benferhat, P. Besnard, I.
Bloch, L. Cholvy, R. Cooke,
F. Cuppens, D. Dubois, H. Fargier, M. Grabisch, A. Hunter, R. Kruse,
J. Lang, S. Moral, H. Prade,
A. Saffiotti, P. Smets, C. Sossai. Fusion: general concepts and
characteristics.
International Journal of Intelligent Systems .
Vol. 16 N. 10 , p. 1107-1134 , 2001.
- S. Benferhat, A. Saffiotti, P. Smets. Belief
functions and default
reasoning. Artificial Intelligence Journal , vol.
122/1-2, 2000, pp. 1-69.
- S. Benferhat, D. Dubois, H. Prade. Possibilistic
and Standard
Probabilistic Semantics of Conditional Knowledge Bases.
Journal of
Logic and Computation , Vol. 9, No. 6, pp. 873-895, 1999.
- S. Benferhat, D. Dubois, H. Prade. Practical
Handling of
Exception-Tainted Rules and Independence Information in Possibilistic
Logic. Applied Intelligence , 9, 101-127, 1998
- S. Benferhat, D. Dubois, H. Prade. Nonmonotonic
reasoning,
conditional objects and possibility theory. Artificial
Intelligence
Journal , 92, 259-276, 1997.
- S. Benferhat, D. Dubois, H. Prade. Some syntactic
approaches to the
handling of inconsistent knowledge bases: A comparative study, Part
1: The flat case. Studia Logica , 58, 17-45, 1997.
Book chapters
- I. Jenhani, S. Benferhat, and Z. Elouedi. Possibilistic Similarity Measures
Foundations of Reasoning under Uncertainty, Series: Studies in Fuzziness and Soft Computing,
Bouchon-Meunier, B.; Magdalena, L.; Ojeda-Aciego, M.; Verdegay, J.-L.; Yager, R.R. (eds. ), Vol. 249, springer
- N. Ben Amor, S. Benferhat, K. Mellouli.
Qualitative Classification with Possibilistic Decision Trees
Modern Information Processing : From Theory to Applications, Elsevier, 2006.
- N. Ben Amor, S. Benferhat, K. Mellouli.
Qualitative possibilistic independence based on plausibility relations.
In : Technologies for Constructing Intelligent Systems 2.
(Bouchon-Meunier B. et col.),
Physica-Verlag, Vol. 90, Studies in Fuzziness and Soft Computing,
31-44 , 2003.
- S. Benferhat, D. Dubois et H. Prade.
A computational model for belief change and fusing ordered
belief bases. In Frontiers of Belief Revision
(H. Rott and M. Williams, eds), 109-134, 2001.
- S. Benferhat. Computing specificity in default
reasoning.
Handbook of Defeasible Reasoning and Uncertainty
Management Systems, (eds. Dov Gabbay et Philippe Smets), volume
5, Algorithms
for defeasible reasoning, (le volume 5 est eds. S. Moral and J.
Kohlas). pp. 147-177, Kluwer Academic Press, 2000.
- S. Benferhat, D. Dubois, H. Fargier,
H. Prade, R. Sabbadin. Decision, Nonmonotonic reasoning,
possibilistic logic : An introductory survey of recent results. In
Logic-Based Artificial Intelligence
(edité par J. Minker), Kluwer, pp. 333-358, 2000.
- S. Benferhat, D. Dubois et H. Prade.
Fusion de Connaissances ou de Préférences en Intelligence
Artificielle. In Le Temps, l'Espace et l'Evolution, (H. Prade, R.
Jeansoulin, C. Garbay, eds. ), Tome 2, Cepadues-éditions, pp.243-257,
2000.
- S. Benferhat, H. Farreny, H. Prade.
Possibilistic rule-based
inference: A case study in financial analysis. In Soft
Computing in Financial Engineering (R.R. Ribeiro, R.R. Yager, H.-J.
Zimmermann and J. Kacprzyk, Editors). Springer-Verlag group
(Physica-Verlag, Heidelberg), in the series Studies in Fuzziness and
Soft Computing, 301-319, 1999.
- S. Benferhat, D. Dubois, L. Garcia, H. Prade.
Directed possibilistic
graphs and possibilistic logic. In: Information, Uncertainty and
Fusion, B. Bouchon-Meunier, R.R. Yager, L. A. Zadeh, Eds: Kluwer
Academic, pp. 365-379 , 1999.
- S.Benferhat, D. Dubois, H. Prade. An overview of
inconsistency-tolerant inferences in prioritized knowledge bases. In :
Fuzzy Sets, Logic and Reasoning about Knowledge. Kluwer Academic
Publishers, 395--417 , 1999.
- S. Benferhat, D. Dubois, H. Prade. Some syntactic
approaches to the
handling of inconsistent knowledge bases: A comparative study. Part
II: The prioritized case. In : Logic at work. (Ewa Orlowska, eds).
Physica-Verlag , Heidelberg , Vol. 24 , 473-511 , 1998
- S. Benferhat, L. Garcia. A local handling of
inconsistent knowledge
and default bases. In : Applications of Uncertainty Formalisms.
(Hunter, A.
Parsons, S., Eds), Springer , Berlin , pp. 323-353 , 1998.
- S. Benferhat. Handling both hard rules and default
rules in
possibilistic logic. In Advances in Intelligent Computing, Lecture
Notes in Computer Science N$^{o $ 945, (B. Bouchon-Meunier et al., eds),
pp. 302, 310, Springer, 1998.
- S. Benferhat. Infinitesimal theories of uncertainty
for plausible
reasoning. In Handbook of Defeasible Reasoning and Uncertainty
Management Systems, (eds. Dov Gabbay et Philippe Smets), Volume
1,
Quantified Representation of Uncertainty and Imprecision (le volume 1
est eds. Philippe
Smets), pp. 303-356, 1998.
- S. Benferhat, T. Chehire, F. F. Monai.
Possibilistic ATMS in a Data
Fusion Problem. Publié In Fuzzy Set Methods in Information
Engineering: A Guided Tour of Applications, (Dubois et al., eds),
John Wiley and Sons, INC, pages 417-435, 1998.
- S. Benferhat, D. Dubois, H. Prade. From semantic
to syntactic
approaches to information combination in possibilistic logic. In
Aggregation and Fusion of Imperfect Information, Studies in Fuzziness
and Soft Computing (B. Bouchon-Meunier, ed.), Physica Verlag, pp.
141-151, 1997.
International conference papers
- Salem Benferhat, Karim Tabia: Reasoning with Uncertain Inputs in Possibilistic Networks. KR 2014
- Salem Benferhat, Zied Bouraoui, Karim Tabia: On the Revision of Prioritized DL-Lite Knowledge Bases. SUM 2014: 22-36
- Salem Benferhat, Sylvain Lagrue, Karim Tabia: Interval-Based Possibilistic Networks. SUM 2014: 37-50
- Salem Benferhat, Zied Bouraoui, Odile Papini, Eric Würbel: A Prioritized Assertional-Based Revision for DL-Lite Knowledge Bases. JELIA 2014: 442-456
- Salem Benferhat, Sylvain Lagrue, Karim Tabia: Analysis of interval-based possibilistic networks. ECAI 2014: 963-964
- Salem Benferhat, Karim Tabia, Mouaad Kezih, Mahmoud Taibi: Post-processing a classifier's predictions: Strategies and empirical evaluation. ECAI 2014: 965-966
- Salem Benferhat, Zied Bouraoui, Odile Papini, Eric Würbel: Assertional-based Prioritized Removed Sets Revision of DL-LiteR Knowledge Bases. ECAI 2014: 967-968
- Salem Benferhat, Zied Bouraoui, Odile Papini, Eric Würbel: Assertional-based Removed Set Revision of DL-LiteR Belief Bases. ISAIM 2014
- Salem Benferhat, Zied Bouraoui, Sylvain Lagrue, Julien Rossit: Min-based Assertional Merging Approach for Prioritized DL-Lite Knowledge Bases. SUM 2014: 8-21
- Raouia Ayachi, Nahla Ben Amor, Salem Benferhat: A Comparative Study of Compilation-Based Inference Methods for Min-Based Possibilistic Networks. ECSQARU 2013: 25-36
- Salem Benferhat, Faiza Khellaf, Ismahane Zeddigha: A possibilistic graphical model for handling decision problems under uncertainty. EUSFLAT Conf. 2013
- Imen Boukhris, Salem Benferhat, Zied Elouedi: Causal Belief Networks: Handling Uncertain Interventions. ECSQARU 2013: 61-72
- Salem Benferhat, Jerome Delobelle, Karim Tabia: Three-Valued Possibilistic Networks: Semantics and Inference. ICTAI 2013: 38-45
- Salem Benferhat, Célia da Costa Pereira, Andrea G. B. Tettamanzi: Syntactic Computation of Hybrid Possibilistic Conditioning under Uncertain Inputs. IJCAI 2013
- Lydia Bouzar-Benlabiod, Salem Benferhat, Thouraya Bouabana-Tebibel: A New Approach for QCL-Based Alert Correlation Process. Modeling Approaches and Algorithms for Advanced Computer Applications 2013: 125-134
- Salem Benferhat, Zied Bouraoui, Zied Loukil: Min-Based Fusion of Possibilistic DL-Lite Knowledge Bases. Web Intelligence 2013: 23-28
- I. Boukhris, S. Benferhat, Z. Elouedi: Ascribing Causality from Interventional Belief Function Knowledge. Belief Functions 2012: 229-237
- S. Benferhat, C. da Costa Pereira, Andrea Tettamanzi: Hybrid Possibilistic Conditioning for Revision under Weighted Inputs. ECAI 2012: 151-156
- S. Benferhat, K. Tabia: Three-valued possibilistic networks. ECAI 2012: 157-162
- R. Ayachi, N. Ben Amor, S. Benferhat: Inference Using Compiled Product-Based Possibilistic Networks. IPMU (3) 2012: 470-480
- I. Boukhris, Z. Elouedi, S. Benferhat: Handling Interventions with Uncertain Consequences in Belief Causal Networks. IPMU (3) 2012: 585-595
- I. Boukhris, Z. Elouedi, S. Benferhat: From Acceptation Relations to Causality Ascription in a Belief Function Framework. ISAIM 2012
- J. Ma, S. Benferhat, W. Liu: Revising Partial Pre-Orders with Partial Pre-Orders: A Unit-Based Revision Framework. KR 2012
- R. Ayachi, N. Ben Amor, S. Benferhat: Possibilistic Local Structure for Compiling Min-Based Networks. SMPS 2012: 479-487
- J. Ma, S. Benferhat, W. Liu: Revision over Partial Pre-orders: A Postulational Study. SUM 2012: 219-232
- S. Benferhat, J. Hué, S. Lagrue, J. Rossit: Merging Interval-Based Possibilistic Belief Bases. SUM 2012: 447-458
- R. Ayachi, N. Ben Amor, S. Benferhat, Rolf Haenni: Compiling Possibilistic Networks: Alternative Approaches to Possibilistic Inference. CoRR abs/1203.3465 (2012)
- R. Ayachi, N. Ben Amor, S. Benferhat: Compiling Min-based Possibilistic Causal Networks: A Mutilated-Based Approach. ECSQARU 2011: 700-712
- I. Boukhris, Z. Elouedi, S. Benferhat: Modeling Interventions Using Belief Causal Networks. FLAIRS Conference 2011
- S. Benferhat, Khalid Bouriche, Mohamed Ouzarf: Encoding default-based SELinux-security policy in Organization-Based Access Control Model. ICITST 2011: 608-613
- R. Ayachi, N. Ben Amor, S. Benferhat: An Augmented-Based Approach for Compiling Min-based Possibilistic Causal Networks. ICTAI 2011: 675-678
- S. Benferhat, Abdelhamid Boudjelida: Adding Constraints and Flexible Preferences in Travel Reservation Systems. ICTAI 2011: 1063-1068
- S. Benferhat, F. Titouna: On the Fusion of Probabilistic Networks. IEA/AIE (1) 2011: 49-58
- S. Benferhat, J. Hué, S. Lagrue, J. Rossit: Interval-Based Possibilistic Logic. IJCAI 2011: 750-755
- I. Boukhris, Z. Elouedi, S. Benferhat: Analyzing belief function networks with conditional beliefs. ISDA 2011: 959-964
- I. Boukhris, S. Benferhat, Z. Elouedi: Representing Belief Function Knowledge with Graphical Models. KSEM 2011: 233-245
- R. Ayachi, N. Ben Amor, S. Benferhat: ExperI.tal Comparative Study of Compilation-Based Inference in Bayesian and Possibilitic Networks. WILF 2011: 155-16
- S. Benferhat: A book review on Elements of Argumentation. Artif. Intell. 174(2): 134-139 (2010)
- J. Ma, W. Liu, S. Benferhat: A Belief Revision Framework for Revising Epistemic States with Partial Epistemic States. AAAI 2010
- S. Benferhat, K. Tabia: Belief Revision of Product-Based Causal Possibilistic Networks. Canadian Conference on AI 2010: 244-255
- S. Benferhat, K. Tabia: Min-based causal possibilistic networks: Handling interventions and analyzing the possibilistic counterpart of Jeffrey's rule of conditioning. ECAI 2010: 943-948
- S. Yahi, S. Benferhat, Tayeb Kenaza: Conflicts Handling in Cooperative Intrusion Detection: A Description Logic Approach. ICTAI (2) 2010: 360-362
- S. Benferhat, K. Tabia, K.a Sedki: On analysis of unicity of Jeffrey's rule of conditioning in a probabilistic framework. ISAIM 2010
- S. Benferhat, S. Lagrue, S. Yahi: Bridging Possibilistic Conditional Knowledge Bases and Partially Ordered Bases. JELIA 2010: 38-50
- S. Benferhat, K. Tabia: Belief Change in OCF-Based Networks in Presence of Sequences of Observations and Interventions: Application to Alert Correlation. PRICAI 2010:
- S. Benferhat: Graphical and Logical-Based Representations of Uncertain Information in a Possibility Theory Framework. SUM 2010: 3-6
- R. Ayachi, N. Ben Amor, S. Benferhat, Rolf Haenni: Compiling Possibilistic Networks: Alternative Approaches to Possibilistic Inference. UAI 2010: 40-47
- S. Benferhat, K. Tabia,
Classification with uncertain observations using possibilistic networks,
In 21st International Conference on Tools with Artificial Intelligence (ICTAI'09), IEEE, 2009.
- S. Benferhat, S. Lagrue, J. Rossit,
An Analysis of Sum-Based Incommensurable Belief Base Merging,
In Third International Conference on Scalable Uncertainty Management (SUM 2009)pp. 55-67, 2009. (Lecture Notes in Computer Science, Vol. 5785), Springer.
- S. Benferhat, D. Dubois, H. Prade. Interventions in Possibilistic Logic. In Third International Conference on Scalable Uncertainty Management (SUM 2009), pp. 40-54, 2009. (Lecture Notes in Computer Science, Vol. 5785), Springer.
- S. Benferhat, K. Tabia,
On the Use of Min-Based Revision Under Uncertain Evidence for Possibilistic Classifiers,
In International Fuzzy Systems Association (IFSA'09), 2009, Springer.
- S. Benferhat, S. Yahi,
Complexity and Cautiousness Results for Reasoning from Partially Preordered Belief Bases,
In 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU'09), pp. 817-828, 2009, Springer.
- S. Yahi, S. Benferhat,
Compiling the Lexicographic Inference Using Boolean Cardinality Constraints,
In The 22nd Canadian Conference on Artificial Intelligence (CanAI'09), pp. 171-182, 2009, Springer.
- I. Jenhani, S. Benferhat, Z. Elouedi: On the Use of Clustering in Possibilistic Decision Tree Induction. In 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU'09), pp. 505-517, 2009, Springer.
- S. Yahi, S. Benferhat, S. Lagrue, M. Sérayet, O. Papini,
Lexicographic Inference for Partially Ordered Belief Bases,
In 11th International Conference on Principles of Knowledge Representation and Reasoning KR'08 , AAAI Press, pp. 507-516, 2008.
- S. Benferhat, K. Tabia,
An efficient algorithm for naive possibilistic classifiers with uncertain inputs,
In The Second International Conference on Scalable Uncertainty Management (SUM'08) LNAI, pp. 63-77, 2008, Springer.
- S. Benferhat, J. F. Bonnefon , P. Chassy, R. Da Silva Neves, D. Dubois, F. Dupin de Saint-Cyr , D. Kayser, F. Nouioua,
S. Nouioua-Boutouhami, H. Prade, S. Smaoui.
A Comparative Study of Six Formal Models of Causal Ascription,
In The Second International Conference on Scalable Uncertainty Management (SUM'08) LNCS, 2008, Springer.
- S. Benferhat, K. Sedki ,
Alert Correlation based on a Logical Handling of Administrator Preferences and Knowledge,
In International Conference on Security and Cryptography (SECRYPT'08), 2008.
- S. Benferhat, K. Tabia,
On the detection of novel attacks using behavioral approaches,
In International Conference on Software and data Technonologies (ICSOFT'08), pp. 265-272, 2008, Springer.
- S. Benferhat, K. Tabia,
New schemes for anomaly score aggregation and thresholding,
In International Conference on Security and Cryptography (SECRYPT'08), pp. 21-28, 2008, Springer.
- I. Jenhani, N. Ben Amor, S. Benferhat, Z. Elouedi,
SIM-PDT: A Similarity Based Possibilistic Decision Tree Approach,
In Foundations of Information and Knowledge Systems, 5th International Symposium, FoIKS 2008 (FoIKS 2008), Lecture Notes in Computer Science 4932 , pp. 348-364, 2008, Springer.
- K. Tabia, S. Benferhat,
Context-based profiling for anomaly intrusion detection with diagnosis,
In The Third International Conference on Availability, Reliability and Security (ARES'08), IEEE, pp. 618-623, 2008.
- S. Benferhat, K. Tabia,
Classification features for detecting server-side and client-side web attacks,
In 23rd International Security Conference (SEC'08), LNCS, pp. 729-733, 2008, Springer.
- \footnote {Best student paper S. Benferhat, K. Tabia,
Novel and anomalous behavior detection using Bayesian network classifiers,
In International Conference on Security and Cryptography (SECRYPT'08), Springer, pp. 13-20, 2008, , Springer.
- S. Benferhat, S. Yahi, Drias Habiba,
On the Compilation of Possibilistic Default Theories,
In 21st International Florida Artificial Intelligence Research Society Conference (Flairs'08), AAAI-Press, pp. 613-618, 2008.
- K. Tabia, S. Benferhat,
On the use of decision trees as behavioral approaches in intrusion detection,
In The Seventh International Conference on Machine Learning and Applications (ICMLA'08), IEEE, 2008.
- K. Tabia, S. Benferhat, Y. Djouadi ,
A two-stage aggregation/thresholding scheme for multi-model anomaly-based approaches,
In The Fourth IEEE LCN Workshop on Network Security (WNS 2008) (WNS'08), IEEE, 2008.
- S. Benferhat, Smaoui Salma,
Quantitative Possibilistic Networks : Handling Interventions and Ascribing Causality,
In 7th Mexican International Conference on Artificial Intelligence (MICAI'08), LNCS, 2008, Springer.
- S. Benferhat, T. Kenaza, A. Mokhtari.,
Tree-Augmented Naive Bayes for Alert Correlation,
In To appear in 3rd conference on Advances in Computer Security and Forensics (ACSF'08), pp. 45-52, 2008.
- I. Jenhani, S. Benferhat, Z. Elouedi,
Properties Analysis of Inconsistency-based Possibilistic Similarity Measures.,
In The12th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU2008), pp. 173-180, 2008.
- S. Benferhat, T. Kenaza, A. Mokhtari.,
False alert filtering and detection of high severe alerts using Naive Bayes,
In Computer Security Conference (CSC'08), 2008.
- S. Benferhat, S. Lagrue, J. Rossit: An Egalitarist Fusion of Incommensurable Ranked Belief Bases under Constraints. In Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, July 22-26, 2007, Vancouver, British Columbia, Canada AAAI 2007 , pp. 367-372.
- S. Benferhat, S. Smaoui: Possibilistic Causal Networks for Handling Interventions: A New Propagation Algorithm. In Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, July 22-26, 2007, Vancouver, British Columbia, Canada AAAI 2007 , pp. AAAI 2007: 373-378
- S. Benferhat, S. Yahi, H. Drias: On the Compilation of Stratified Belief Bases under Linear and Possibilistic Logic Policies. In Proceedings of the 20th International Joint Conference on Artificial Intelligence, Hyderabad, IJCAI 2007 , pp 2425-2430
- S. Benferhat, K. Sedki, K. Tabia. Preprocessing Rough Network Traffic for Intrusion Detection Purposes. International Conference Telecommunications, Networks and Systems, Lisbonne, 2007.
- S. Benferhat, K. Tabia. Hybrid intrusion detection systems. In International Conference
On Advances in Information and Communication Technology ICICOT-2007 , Manipal, 2007.
- S. Benferhat, S. Smaoui: On the Use of Possibilistic Bases for Local Computations in Product-Based Possibilistic Networks. In 20th Conference of the Canadian Society for Computational Studies of Intelligence, CANAI'07 , Montreal, Canada, May 28-30, 2007, Lecture Notes in Computer Science, Springer, pp. 356-368.
- S. Benferhat, S. Lagrue, J. Rossit: A Max-based Merging of Incommensurable Ranked Belief Bases Based on Finite Scales, in The 10th Conference of the International Society of Information Fusion FUSION'07 , 2007, Québec.
- S. Benferhat ( conférencier invité ): Causality and Dynamics of Beliefs in Qualitative Uncertainty Frameworks. In Proceedings of 9th European Conference, Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2007 , Hammamet, October 31 - November 2, 2007, Lecture Notes in Computer Science, Springer, pp. 2-3.
- S. Benferhat, K. Sedki: A Revised Qualitative Choice Logic for Handling Prioritized Preferences. In Proceedings of 9th European Conference, Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2007 , Hammamet, October 31 - November 2, 2007, Lecture Notes in Computer Science, Springer, pp. 635-647
- S. Benferhat, D. Le Berre, K. Sedki: Handling Qualitative Preferences Using Normal Form Functions. Proceedings of the Twentieth International Florida Artificial Intelligence Research Society Conference, May 7-9, 2007, Key West, AAAI Press, pp 38-43.
- I. Jenhani, N. Ben Amor, Z. Elouedi, S. Benferhat, K. Mellouli: Information Affinity: A New Similarity Measure for Possibilistic Uncertain Information. In Proceedings of 9th European Conference, Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2007 , Hammamet, October 31 - November 2, 2007, Lecture Notes in Computer Science, Springer, pp. 840-852
- S. Benferhat, H. F. Khellaf, A. Mokhtari, I. Zedigha. On the Use of Syntactic Possibilistic Fusion for Computing Optimistic Qualitative Decisions. Proceedings of 12th International Conference on Fuzzy Theory and Technology FTT'07 , Salt Lake City, Utah, USA, 18 - 24 July 2007, World Scientific, pp. 1384-1390.
- S. Benferhat: Merging Possibilistic Networks. Proceedings of 17th European Conference on Artificial Intelligence (Gerhard Brewka, Silvia Coradeschi, Anna Perini, Paolo Traverso eds. ), ECAI 2006 , pages 332-336 , Riva del Garda, Italy, IOS Press 2006.
- S. Benferhat, H. Prade: Compiling Possibilistic Knowledge Bases. Proceedings of 17th European Conference on Artificial Intelligence (Gerhard Brewka, Silvia Coradeschi, Anna Perini, Paolo Traverso eds. ), ECAI 2006 , pages 337-341, Riva del Garda, Italy, IOS Press 2006.
- S. Benferhat, F. Titouna, Aggregating Quantitative Possibilistic Networks. Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference, (Geoff Sutcliffe and Randy Goebel, eds. ), pages 800-805, AAAI-press, 2006.
- N. Ben Amor, S. Benferhat, Z. Elouedi "Information-based evaluation functions for probabilistic classifiers". Proceedings of the Eleventh International Conference of Information Processing and Management of Uncertainty in Knowledge-Based Systems IPMU2006 , Paris, 2006 .
- S. Benferhat, S. Lagrue, O. Papini, "Revision of Partially Ordered Information : Axiomatization, Semantics and Iteration", Proc. of the 9th Int. Joint Conf. on Artificial Intelligence IJCAI-2005 , pp 376-381, Ao\^ut 2005
- S. Benferhat, H. Prade, "Encoding formulas with partially constrained weights in possibilistic-like many-sorted propositional logic", Proceedings of 19th International Joint Conference on Artificial Intelligence IJCAI'05 , pp 1281-1286, Edimburgh, 2005
- S. Benferhat, S. Smaoui, "Hybrid Possibilistic Networks", In : Manuela M. Veloso and Subbarao Kambhampati, Proceedings, The Twentieth National Conference on Artificial Intelligence and the Seventeenth Innovative Applications of Artificial Intelligence Conference AAAI'05 , AAAI Press / The MIT Press, pp 584-589, Pittsburgh, Pennsylvania, USA, 2005
- S. Benferhat, K. Tabia, "On the Combination of Naive Bayes and Decision Trees for Intrusion Detection", International Conference on Computational Intelligence CIMCA'2005 , IEEE, vol. 1, pp 211-216, 2005
- S. Benferhat, S. Smaoui, "Possibilistic Networks with Locally Weighted Knowledge Bases", In : Fabio Gagliardi Cozman and Robert Nau and Teddy Seidenfeld, Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications ISIPTA '05 , ISIPTA, pp 41-50, Carnegie Mellon University, Pittsburgh, PA, USA, 2005
- S. Benferhat, Bennaim J., Jeansoulin R., Khelfallah M., S. Lagrue, O. Papini, Wilson N., Wurbel E., "Belief Revision of GIS Systems: the Results of REVIGIS", In : Lluis Godo (ed.), Proc. of the 8th European Conf. on Symbolic and Quantitative Approaches to Reasoning with Uncertainty ECSQARU-2005 , LNAI3571, Springer, Lecture Notes in Artificial Intelligence, pp 452-464, 2005
- N. Ben Amor, S. Benferhat, Z. Elouedi, "Towards a Definition of Evaluation Criteria for Probabilistic Classifiers", In : Godo L., Procs. of the 8th European Conferences on Symbolic and Quantitative Approaches to Reasoning with Uncertainty ECSQARU'05 , LNAI 3571, Springer Verlag, pp 921-931, 2005
- S. Benferhat, Titouna F., "Min-based fusion of possibilistic networks", Fourth Conference of the European Society for Fuzzy Logic and Technology EUSFLAT 2005 , pp 553-558, 2005
- S. Benferhat, J. Bonnefon, R. Da Silva Neves, "An experI.tal analysis of possibilistic default reasoning", In : D. Dubois, C. Welty and M.A. Williams, 9th International Conference on the Principles of Knowledge Representation and Reasoning KR2004 , AAAI Press, pp 130-139, 2004
- Bennaim J., S. Benferhat, O. Papini, Wurbel E., "An Answer Set Programming of Prioritized Removed Sets Revision: Application to GIS", In : Alferes J.J., Leite J. (eds. ), 9th European Conference on Logics in Artificial Intelligence JELIA'04 , Lecture Notes in Artificial Intelligence (LNAI) , Vol. 3229 Springer, 2004.
- S. Benferhat, R. El Baida, "A prioritized-based approach to handling conflicts in access control", 16th IEEE International Conference on Tools with Artificial Intelligence ICTAI'04 , pp 286-293, Florida, USA, 2004
- S. Benferhat, R. El Baida, "Handling Conflicts in Access Control Models", Poster 16th European Conference on Artificial Intelligence ECAI'04 , IOS Press, pp 961-962, Valence, Espagne, Ao\^ut 2004
- N. Ben Amor, S. Benferhat, Z. Elouedi, "Qualitative classification and evaluation in possibilistic decision trees", Proc.of the 14th IEEE International Conference on Fuzzy Systems Fuzzy-IEEE 2004 , IEEE, vol. 2, pp 653- 657, 2004
- S. Benferhat, F. Khellaf, A. Mokhtari., "Product-based causal networks and quantitative possibilistic bases", The 17th International FLAIRS Conference FLAIRS'2004 , AAAI Press, pp 832-837, 2004
- Benamor N., S. Benferhat, Z. Elouedi, "Naive Bayes vs Decision Trees in Intrusion Detection Systems", 19th ACM Symposium on Applied Computing SAC 2004 , ACM, pp 420-424, 2004
- S. Benferhat, Cavarroc M.-A., Jeansoulin R., "Modeling Landuse Changes Using Bayesian Classifiers", In : F. Zimmer, M. Mohammadian and D. Khadraoui, Procs. of International Conference on Advances in Intelligent Systems - Theory and Applications AISTA-2004 , IEEE Computer Society, Centre de Recherche Public Henri Tudor, Luxembourg-Kirchberg, Luxembourg, 2004
- N. Ben Amor, S. Benferhat, Z. Elouedi, "Qualitative Classifications with Possibilistic Decision Trees", Proceedings of the Tenth International Conference of Information Processing and Management of Uncertainty in Knowledge-Based Systems IPMU 2004 , vol. 2, pp 881-887, Perugia, Italy, 2004
- S. Benferhat, Brewka G., D. Le Berre, "On the Relationship Between Qualitative Choice Logic and Possibilistic Logic", Proceedings of the Tenth International Conference of Information Processing and Management of Uncertainty in Knowledge-Based Systems IPMU 2004 , vol. 2, pp 951-957, Perugia, Italy, 2004
- S. Benferhat, F. Autrel, F. Cuppens, "Enhanced Correlation in an Intrusion Detection Process", In : Gorodetsky, Vladimir; Popyack, Leonard; Skormin, Victor (eds. ), Second International Workshop on Mathematical Methods, Models, and Architectures for Computer Network Security, MMM-ACNS 2003 , Lecture Notes in Computer Science (LNCS) , Vol. 2776 , Springer Verlag, 2003
- N. Ben Amor, S. Benferhat, Z. Elouedi, K. Mellouli, "Decision trees and qualitative possibilistic inference: application to the intrusion detection problem", In : Nielson T. D. et Zhang N. L., Proceedings of the 7th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty ECSQARU 2003 , LNAI 2711, Springer Verlag, pp 419-431, Aalborg, Danemark, 2003
- N. Ben Amor, S. Benferhat, Z. Elouedi, F. Cuppens, "Decision trees and qualitative inference for intrusion detection systems", Proc. of 10th Ifsa World Congress IFSA'03 , pp 191-194, 2003
- S. Benferhat, R. El Baida, F. Cuppens, "A Stratification-Based Approach for Handling Conflicts in Access Control", Proceedings of the 8th ACM Symposium on Access Control Models and Technologies SACMAT 2003 , ACM Press, pp 189-195, Lake Como, 2003
- Abou El Kalam A., R. El Baida, Balbiani P., S. Benferhat, F. Cuppens, Deswarte Y., Mi\`ege A., Saurel C., Trouessin G., "Organisation Based Access Control", Proceedings of the 4th IEEE International Workshop on Policies for Distributed Systems and Networks Policy 2003 , IEEE Computer Society, pp 120-131, Lake Como, Italy, 2003
- S. Benferhat, R. El Baida, F. Cuppens, "A possibilistic logic encoding of access control", In : I. Russel and S. Haller, Sixteenth International FLAIRS Conference FLAIRS'2003 , AAAI Press, pp 481-485, 2003
- S. Benferhat, S. Lagrue, O. Papini, "A possibilistic handling of partially ordered information", Proc. of the Nineteenth Conference on Uncertainty in Artificial Intelligence UAI'03 , Morgan Kaufmann Publishers, pp 29-36, Ao\^ut 2003
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Bipolar possibilistic representations.
Proc. of the Nineteenth Conference on Uncertainty in Artificial Intelligence UAI'03 , Morgan Kaufmann Publishers, p. 45-52, ao\`{u t 2003.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Bipolar representation and fusion of preferences in the possibilistic logic
framework.
Proceedings of 8th International Conference on Principles of
Knowledge Representation and Reasoning , KR'2002 , pp. 421-432, Toulouse,
April 22th-25th, 2002.
- G. Brewka, S. Benferhat, D. Le Berre.
Qualitative choice logic.
Proceedings of the 8th International conference,
Principles of Knowledge Representation and Reasoning KR2002 ,
Toulouse-France, p. 158-169, 22-25 2002.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Possibilistic logic representation of preferences: relating prioritized
goals and satisfaction levels expressions.
Proceedings of the 15th. Eropean Conference on Artificial Intelligence ,
ECAI 2002 , Lyon - France. IOS Press, p. 685-689, 21-26 2002.
- S. Benferhat, D. Dubois, S. Lagrue, H. Prade.
A big-stepped probability approach for discovering default rules.
Proceedings of the Ninth International Conference,
Information Processing
and Management of Uncertainty in Knowledge-based
Systems IPMU 2002 , Annecy-France, p. 283-289,
01-05 2002.
- S. Benferhat, S. Lagrue, O. Papini.
Reasoning with partially ordered information in a possibilistic logic framework.
Proceedings of the Ninth International Conference, Information Processing and Management
of Uncertainty in Knowledge-based Systems IPMU 2002 ,
Annecy-France, p. 1047-1052, 01-05 2002.
- S. Benferhat, M. Boughanem, C. Chrisment, N. Nassr, H. Prade.
Disambiguation translation in multilingual queries.
Proceedings of the Ninth International Conference, Information Processing
and Management of Uncertainty in Knowledge-based
Systems IPMU 2002 , p. 1375-1381, 01-05 2002.
- \footnote {Best paper N. Ben Amor, S. Benferhat, K. Mellouli. Anytime possibilistic
propagation algorithm. Proceedings of the first
International Conference : Computing in an Imperfect World , Soft-Ware 2002
Belfast, Northern Ireland. Springer Verlag, p. 263-279, 08-10 2002.
- S. Benferhat, S. Kaci. Fusion of possibilistic knowledge bases
from a postulate point of view. Proceedings of the 15th
International Florida Artificial Intelligence Research Society
Conference FLAIRS 2002 , Pensacola Beach - Florida, AAAI-press,
p. 519-523, 2002.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Bridging logical, comparative and graphical possibilistic
representation frameworks.
Proceedings of the 6th. European Conference on Symbolic and Quantitative Approaches
to Reasoning with Uncertainty ECSQARU 2001 , Toulouse,
France. SPRINGER-VERLAG,
p. 422-431, 2001.
- N. Ben Amor, S. Benferhat, K. Mellouli.
A two-steps algorithm for min-based possibilistic causal networks.
Proceedingsof the 6th.European Conference on Symbolic
and Quantitative Approaches
to Reasoning with Uncertainty ECSQARU 2001 , Toulouse,
France. SPRINGER-VERLAG,
p. 266-277, 2001.
- S. Benferhat, D. Dubois, S. Lagrue, H. Prade.
Towards learning
default rules by identifying big-stepped probabilities .
Proceedings Joint 9th IFSA Congress and 20th NAFIPS
International Conference , Vancouver-Canada.
IEEE Operations Center, p. 1850-1855, 2001.
- N. Ben Amor, S. Benferhat, K. Mellouli. Some issues
on the coherence of
min-based possibilistic causal Networks . Proceedings Joint 9th {\it
IFSA Congress and 20th NAFIPS International Conference ,
Vancouver-Canada. IEEE Operations Center, p. 604-609,
2001.
- S. Benferhat, S. Kaci. A possibilisitc logic
handling of strong preferences. Proceedings Joint 9th IFSA Congress
and 20th NAFIPS International Conference , Vancouver-Canada.
IEEE Operations Center, p. 962-967, 25 28 2001.
- S. Benferhat, S. Kaci, D. Le Berre, M. A.
Williams.
Weakening conflicting information for iterated revision and knowledge
integration. Proceedings of the 17th
International Joint Conference on Artificial
Intelligence IJCAI01 , Seattle-USA. Morgan Kaufmann Publishers,
p. 109-115, 2001.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Graphical readings of possibilisitc logic bases . In : Proceedingsof the
17th Conference
Uncertainty in Artificial Intelligence
UAI'01 , Seattle-USA. Morgan Kaufmann
Publishers, p. 24-31, 2001.
- N. Ben Amor, S.Benferhat, D. Dubois, H. Geffner, H.
Prade. Independence in Qualitative Uncertainty Frameworks. In procs.
of Seventh International Conference on Principles of Knowledge
Representation and Reasoning, KR'2000 , Morgan Kaufmann,
Breckenridge, Colorado, April 11-15, pp. 235-246, 2000.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade. A
postulate-based
analysis of merging operations in possibilistic logic.
In the Sixteenth Conference on Uncertainty in Artificial
Intelligence, UAI'2000 , Stanford University, Stanford, CA June
30 -
July 3, pp. 24-31, 2000.
- S. Benferhat, D. Dubois, S. Kaci, H. Prade.
Encoding Information
Fusion in Possibilistic Logic: A General Framework for Rational
Syntactic Merging. In 14th European Conference on
Artificial Intelligence, ECAI'2000 , August 20-25, Berlin,
Humboldt University, pp. 3-7, 2000.
- S. Benferhat, S. Konieczny, O. Papini, R. Pino
Pérez. Iterated Revision by Epistemic States: Axioms, Semantics and
Syntax. In 14th European Conference on Artificial
Intelligence ECAI'2000 , August 20-25, Berlin, Humboldt
university, pp. 13-17, 2000.
- S. Benferhat, D. Dubois, H. Prade. Kalman-like
filtering and updating
in a possibilistic setting. In 14th European Conference
on Artificial Intelligence, ECAI'2000 , August 20-25,
Berlin, Humboldt University, pp. 8-12, 2000.
- N. Ben Amor, S. Benferhat, K. Mellouli.
Possibilistic Independence vs
Qualitative Independence. In 8th Information Processing
and Management of Uncertainty in Knowledge-Based Systems Conference,
IPMU'2000 , Madrid SPAIN, July 3-7, pp. 349-356, 2000.
- S. Benferhat, S. Kaci. A new algorithm for fusing
possibilistic
knowledge bases. In 8th Information Processing and
Management of Uncertainty in Knowledge-Based Systems Conference,
IPMU'2000 , Madrid SPAIN, July 3-7, pp. 1546-1553, 2000.
- Conférencier invité S. Benferhat, D. Dubois, H. Prade.
An overview of possibilistic logic and its application
to nonmonotonic reasoning and data fusion. In Computational
Intelligence
in Data Mining, (RICCIA et al., eds), Udine, Springer-Verlag Wien,
New York , 2000
- S. Benferhat, D. Dubois, H. Prade. Towards fuzzy
default reasoning.
Proceedings of the 18th International Conference of the North
American Fuzzy Information Processing Society, NAFIPS-99 ,
1999.
- S. Benferhat, D. Dubois, H. Prade, M.A. Williams.
A Practical
Approach to Fusing Prioritized Knowledge Bases.
Proceedings 9th Portuguese
Conference on Artificial Intelligence , EPIA'99 , Evora,
Portugal, Springer Verlag, 21-24 , pp. 222-236, 1999.
- S. Benferhat, D. Dubois, H. Prade, M.A. Williams.
A Practical
Approach to revising Prioritized Knowledge Bases. In Third
International Conference on Knowledge-Based Intelligent Information
Engineering Systems, KES'99 , Adelaide (Australie), IEEE press,
pp. 170-174, 1999.
- S. Benferhat, D. Dubois, H. Prade Towards a
possibilistic handling of
preferences. Proceedings 16th Int.
Joint Conf. on Artificial Intelligence ,
IJCAI'99 ,
Stockholm, pp. 1370-1375, 1999.
- S. Benferhat, D. Dubois, O. Papini, A sequential
reversible belief
revision methods based on polynomials.
Proceedings 16th National conference
in Artificial Intelligence , AAAI-99 , pp. 733-738, 1999.
- S. Benferhat, D. Dubois, L. Garcia, H. Prade.
Possibilistic logic
bases and possibilistic graphs. Proceedings of 15th Conference on
Uncertainty in Artificial Intelligence, UAI'99 , Stockholm, pp.
57-64,
1999.
- S. Benferhat, C. Sossai . Merging uncertain
knowledge bases in a
possibilistic logic framework. In : Proceedings of 14th Conference
on Uncertainty in Artificial Intelligence, UAI'98 , Madison, WI,
USA. Morgan Kaufmann , San Francisco, CA, pp. 8-15, 1998.
- S. Benferhat, D. Dubois, J. Lang, H. Prade, A.
Saffiotti, P. Smets A
general approach for inconsistency handling and merging information
in prioritized knowledge bases. Proceedings of 6th Int. Conf. Principles of
Knowledge Representation and Reasoning , KR'98 , Trento, Italy.
Morgan
Kaufmann , San Francisco, CA, p. 466-477, 1998.
- S. Benferhat, D. Dubois, J. Lang, H. Prade, A.
Saffiotti, P. Smets.
Reasoning under inconsistency based on implicitly-specified partial
qualitative probability relations: a unified framework. In
AAAI'98 ,
The MIT Press, Melon Park, California, , pp. 121-126, 1998.
- S. Benferhat, D. Dubois, L.Garcia, H. Prade.
Directed possibilistic
graphs and possibilistic logic. Proceedings of 7th International
Conference on Information Processing and Management of Uncertainty in
Knowledge-based Systems, IPMU'98 , Paris. Editions EDK , Paris ,
pp.
1470-1471, 1998.
- S. Benferhat, L. Garcia A Coherence-based Approach
to Default
Reasoning. In Proceedings of the First International Joint Conference
on Qualitative and Quantitative Practical Reasoning, {\it
ECSQARU-FAPR'97 ,
(Gabbay and al., eds), Bad Honnef, pp. 43-57, 1997.
- S. Benferhat, D. Dubois, H. Prade. Syntactic
combination of uncertain
information: Possibilistic approach, In: Qualitative and Quantitative
Practical Reasoning ( Proceedings of the 1st Inter. Joint Conf.
ECSQARU/FAPR'97, Bad Honnef, Germany, June 9-12, 1997) (D.M.
Gabbay
et al., eds. ), Lecture Notes in Artificial Intelligence, Vol. 1244,
Springer Verlag, Berlin, pp. 30-42, 1997.
- S. Benferhat, D. Dubois, H. Prade. Possibilistic
and standard
probabilistic semantics of Conditional Knowledge.
Proceedings 14th National
conference in Artificial Intelligence , AAAI-97 , Providence,
R.I.,
pp. 70-75, 1997.
- S. Benferhat, D. Dubois, H. Prade. Beyond
counter-examples to
nonmonotonic formalisms: A possibility-theoretic analysis. Proceedings of
the 12th Europ. Conf. on Artificial Intelligence , ECAI'96 , (W.
Wahlster, ed.), Budapest, Hungary, Aug. 11-16, 1996, John Wiley and
Sons, New York, pp. 652-656
- S. Benferhat, D. Dubois, H. Prade. Coping with the
limitations of
rational inference in the framework of possibility theory. Proceedings of
the 12th Conf. on Uncertainty in Artificial Intelligence , UAI'96
(E. Horvitz, F. Jensen, eds. ), Portland, Oregon, Aug. 1-4, 1996,
Morgan
Kaufmann, San Mateo, CA, pp. 90-97, 1996.
- S. Benferhat, D. Dubois, H. Prade. Reasoning in
inconsistent
stratified knowledge bases. Proceedings of the 26 Inter. Symp. on
Multiple-Valued Logic , ISMVL'96 , Santiago de Compostela, Spain,
29-31 May, pp. 184-189, 1996.
- S. Benferhat, D. Dubois, H. Prade. From linear
possibility
distributions to a non-infinitesimal probabilistic semantics of
conditional knowledge. Proceedings of the 1996 Inter. Multidisciplinary
Conf. on Intelligent Systems MCIS96 : A Semiotic Perspective,
Gaithersburg,
Maryland, oct. 20-23, 1996, Vol. I: Theoretical Semiotics, pp. 128-133,
1996.
- S. Benferhat, L. Garcia. A Local Approach to
Reasoning with
Conditional Knowledge Bases. In Proceedings of the 8th International
Conference on tools with Artificial Intelligence ICTAI-96 ,
Toulouse,
IEEE Computer Society Press, 1996.
- S. Benferhat, F. Bannay-Dupin de Saint-Cyr.
Contextual handling
of conditional knowledge. Proceedings of the 5th Conf. on Information
Processing and
Management of Uncertainty in Knowledge-Based Systems ,
IPMU'96 , pp. 1369-1374, vol 3, Granada, Espagne, 1996.
- S. Benferhat, D. Cayrac, D. Dubois, H. Prade
Explaining away in a
possibilistic setting. Proceedings of the 6th Inter. Conf. on Information
Processing and Management of Uncertainty in Knowledge-Based Systems
IPMU'96 , Granada, Spain, July 1-5, pp. 929-934, 1996.
- S. Benferhat, D. Dubois, H. Prade. Possibilistic
semantics of
nonmonotonic consequence relationship. Proceedings of the 3rd Europ.
Congress on Intelligent Techniques and Soft Computing , EUFIT'95 ,
Aachen, Germany, pp. 55-59, 1995.
- S. Benferhat. Handling both hard rules and default
rules in
possibilistic logic. In les actes de Fifth
International Conference on Information Processing and Management of
Uncertainty in Knowledge-Based Systems IPMU94 , Paris, 4-8
1994.
- S. Benferhat, D. Dubois, H. Prade. A conditional
approach to
possibilistic abduction. Proceedings of the 3rd Europ. Congress on
Intelligent Techniques and Soft Computing , EUFIT'95 , Aachen,
Germany, August 28-31, 1995, pp. 64-68, 1995.
- S. Benferhat, D. Dubois et H. Prade. Possibilistic
independence and
plausible reasoning. Proceedings of Foundations and applications of
possibility theory FAPT'95 , Ghent, 1995. In
Advances
in Fuzzy Systems-Applications and Theory Vol., 8 (G. De Cooman et
al., editors), World Scientific, pp. 47-63, 1995.
- S. Benferhat, D. Dubois, H. Prade. A local
approach to reasoning
under inconsistency in stratified knowledge bases. In: Symbolic and
Quantitative Approaches to Reasoning and Uncertainty
( Proceedings of the
Europ. Conf. ECSQARU'95, Fribourg, Switzerland, July 1995),
Lecture
Notes in Artificial Intelligence, Vol. 946, Springer Verlag, Berlin,
1995, pp. 36-43, 1995.
- S. Benferhat, A. Saffiotti et P. Smets. Belief
functions and default
reasoning. In les actes de 11th International Conference on
Uncertainty in Artificial Intelligence, UAI'95 , (eds. P.
Besnard
et S. Hanks), Montréal, du 18-20, 1995, Morgan
Kaufmann, Sant Mateo, CA, pp. 19-26, 1995.
- S. Benferhat, D. Dubois, H. Prade. How to infer
from inconsistent
beliefs without revising?. Proceedings of the Inter. Joint Conf. on
Artificial Intelligence , IJCAI'95 , Montréal, Canada, Aug. 20-25,
1995, pp. 1449-1455, 1995.
- S. Benferhat, D. Dubois, H. Prade. Expressing
independence in a
possibilistic framework and its application to default reasoning.
Proceedings of the 11th Europ. Conf. on Artificial
Intelligence ,
ECAI'94
(A.G. Cohn, ed.), Amsterdam, The Netherlands, August 8-12, 1994,
pp. 150-154, 1994.
- S. Benferhat, D. Dubois, C. Cayrol, J. Lang et H.
Prade.
Inconsistency management and prioritized syntax-based entailment.
In les actes de 13th International Joint Conference on
Artificial Intelligence IJCAI'93 , Chambery,
August 29-September 03, pp. 640-645, 1993.
- S. Benferhat, D. Dubois et H. Prade. Argumentative
inference in
uncertain and inconsistent knowledge base. In les actes de
9th International Conference on Uncertainty in Artificial Intelligence
UAI'93 , (eds. D. Hackermann et A. Mamdani),
Washington D. C., 09-11 , Morgan Kaufmann, Sant Mateo,
CA, pp. 411-419, 1993.
- S. Benferhat, D. Dubois et H. Prade. Possibilistic
logic: From
non-monotonicity to Logic Programming. In les actes de 2nd
European Conference on Symbolic and Qualitative Approaches to
Reasoning and Uncertainty, ECSQARU'93 , Grenade, 8-10
1993.
Lecture Notes in Computer Science LNCS $747
(eds. M. Clarke, R. Kruse, S. Moral), Springer-Verlag, pp.
940-645, 1993.
- S. Benferhat, D. Dubois et H. Prade. Representing
default rules in
possibilistic logic. Publié In les actes de 3rd International
Conference on Principles of Knowledge Representation and Reasoning,
KR'92 , (eds. B. Nebel, C. Rich et W. Swartout),
Cambridge, Massachussetts, 26-29 1992, Morgan Kaufmann,
San Mateo, CA, pp. 673-684, 1992.