Selected publications & presentations
- M. Vlachos, S.S. Kozat, P.S. Yu
“Optimal Distance Bounds on Time-Series Data,”
SIAM Int. Conf. on Data Mining (SDM), Nevada, Apr. 2009, USA.
- M. Vlachos, A. Labbi, C. Berrospi, A. Lomako
“Exploratory Recommender Systems for Sales and Marketing,”
10th International Conference on Knowledge Discovery & Data Mining (SIGKDD), Paris, France.
- D.S. Turaga, M. Vlachos, O. Verscheure
“On K-Means Cluster Preservation using Quantization Schemes”
International Conference on Data-Mining (ICDM), Miami, USA, 2009.
- D. Zeinalipour-Yazti, Z. Vagena, V. Kalogeraki, D. Gunopulos, V.J. Tsotras, M. Vlachos, N. Koudas, D. Srivastava
“Finding the K Highest-Ranked Answers in a Distributed Network,”
Computer Networks (Elsevier),
Volume 53, Issue 9, 25 June 2009, pp. 1431-1449, 2009.
- E. Cope, G. Mignola
“Challenges in Measuring Operational Risks from Loss Data,”
Plenary Talk, Global Conference on Operational Risk III, Boston, MA, April 23, 2009.
- E. Cope, A. Labbi, the ORX Analytics Working Group
“Operational Loss Scaling by Exposure Indicators: Evidence from the ORX Database,”
Journal of Operational Risk, 2009.
- E. Cope, G. Antonini, the ORX Analytics Working Group
“Observed Correlations and Dependencies Among Operational Losses in the ORX Database,”
Journal of Operational Risk, 2009.
- M. Vlachos, A. Anagnostopoulos, O. Verscheure, P.S. Yu
“Online Pairing of VoIP conversations,”
The VLDB Journal, Vol. (18)1:77-98, 2008.
- V. Hristidis, O. Valdivia, M. Vlachos. P.S. Yu
“Information Discovery across Multiple Streams,”
Information Sciences Journal, 2008.
- A. Labbi, C. Berrospi., I. Vacca
“Combining Machine Learning and Linear Programming for Marketing Mix Optimization: A B2B Case study,”
INFORMS Marketing Science Conference, Vancouver, Jun. 12-14, 2008.
- G. Paleologo, A. Elisseeff, G. Antonini
“Subagging for Credit Scoring Models,”
accepted at EJOR.
- C. Aliferis, G. Cooper, A. Elisseeff, I. Guyon, P. Spirtes
“Advances in Causality,”
Guest editorial, Journal of Machine Learning Research, 2008.
- I. Guyon, C. Aliferis, A. Elisseeff
“Causal Feature Selection,”
In Computational Methods of Feature Selection, Huan Liuand Hiroshi Motoda Eds., Chapter 4, p.63-82, Chapman and Hall/CRC Press, 2008.
- E. Cope, S. Wills
“External Loss Data Helps: Evidence from the ORX Database,”
OpRisk & Compliance. March 1, 2008.
- J.-P. Pellet, A. Elisseeff
“Using Markov Blankets for Causal Structure Learning,”
Journal of Machine Learning Research, Volume 9, pp. 1295–1342 (2008).
- E. Cope, A. Labbi,, the ORX Analytics Working Group
“Operational Loss Scaling by Exposure Indicators: Evidence from the ORX Database,”
Journal of Operational Risk. Vol. 3, Issue 4, Dec. 2008
- E. Cope, G. Antonini, the ORX Analytics Working Group
“Observed Correlations and Dependencies among Operational Losses in the ORX Consortium Database,”
in press Journal of Operational Risk
- E. Cope, S. Wills
“Not All Losses Are Created Equal,”
OpRisk & Compliance. June 1, 2008.
- U.H. Nielsen, J.P. Pellet, A. Elisseeff
“Explanation Trees for Causal Bayesian Networks,”
In D. McAllester, P. Myllymäki (eds), Proc. of the 24th Conference in Uncertainty in Artificial Intelligence, Helsinki, pp. 427-434, 2008.
- J.P. Pellet, A. Elisseeff
“Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets,”
In Proc. of the 22nd Annual Conference on Neural Information Processing Systems (NIPS), Vancouver, 2008.
- G. Tirenni, A. Labbi, C. Berrospi, A. Elisseeff , T. Bhose, K. Pauro, S. Pöyhönen
“Customer Equity and Lifetime Management (CELM) Finnair Case Study,”
Marketing Science Journal, Vol. 26, No. 4, 2007.
- A. Labbi, C. Berrospi
Optimizing Marketing Planning and Budgeting Using Markov Decision Processes,”
IBM Journal of R&D, Vol. 51, No.3/4, 2007.
- A. Labbi, C. Berrospi
“A Portfolio Optimization Approach to Marketing Measurement and Optimization,”
INFORMS Marketing Science Conference, 28-30 June, Singapore, 2007.
- C. Berrospi, A. Labbi, I. Vacca
“Marketing Mix Optimization with Picewise-Linear Function Approximation,”
22nd European Conf. on Operations Research, 8-11 July, Prague, 2007.
- A. Labbi
“Structured Approaches to Operational Risk Management,”
Investance Conf. on Operational Risk, Sept. 13-14, Paris, 2007.
- C. Supatgiat, C. Kenyon, L. Heusler
“Cause-to-Effect Operational Risk Quantification and Management”
Risk Management, 8(1), 2006.
- D. Subramanian, C. Supatgiat, B. Ramachandran
“Counter-Measure Portfolio Optimization for Operational
Risk Mitigation”
IIE Research Conference, May 2006, Orlando, Florida, 2006.
- A. Labbi
“Handbook of Integrated Risk Management for e-Business”
J. Ross Publishing, Inc., Boca Raton, 2005.
