A. Azibi. Construction de Critères en Aide à la Décision : Aspects Méthodologiues, Techniques et Pratiques. Thèse de Doctorat, LAMSADE, Université Paris-Dauphine, Paris, France, 2003. [bibtex-entry]

M. Merad. Apport des Méthodes d'Aide Multicritère à la Décision pour l'Analyse et la Gestion des Risques liés aux Mouvements de Terrains Induits par les Ouvrages Souterrains. Thèse de Doctorat, LAMSADE, Université Paris-Dauphine, Paris, France, 2003. [bibtex-entry]

L. Montano Guzmán. Fuzzy Measures and Integrals in the MCDA Sorting Problematic: Methodology and Aplications to the Diagnosis of Firms. PhD Thesis, Free University of Brussels, Brussels, Belgium, 2003. [bibtex-entry]

V. Mousseau. Elicitation des Préférences pour l'Aide Multicritère à la Décision. Mémoire présenté en vue de l'obtention de l'habilitation à diriger des recherches, Université Paris-Dauphine, Paris, France, 2003. [bibtex-entry]

J. Abonyi, J. Roubos, and F. Szeifert. Data-driven generation of compact, accurate, and linguistically sound fuzzy classifiers based on a decision-tree initialization. International Journal of Approximate Reasoning, 32(1):1-21, 2003. Keyword(s): classification, fuzzy classifier, decision tree, genetic algorithm, model reduction. [bibtex-entry]

F. Aleskerov, H. Ersel, and R. Yolalan. Personnel allocation among bank branches using a two-stage multi-criterial approach. European Journal of Operational Research, 148(1):116-125, 2003. Keyword(s): banking, human resources, workload pattern, multi-criteria analysis, ordinal ranking. [bibtex-entry]

H. Altinçay and M. Demirekler. Undesirable effects of output normalization in multiple classifier systems. Pattern Recognition Letters, 24(9-10):1163-1170, 2003. Note: Short Communication. Keyword(s): output score normalization, dimensionality reduction, class separability, output post- processing, measurement level, classifier combination. [bibtex-entry]

V. Ananthanarayana, M. Murty, and D. Subramanian. Tree structure for efficient data mining using rough sets. Pattern Recognition Letters, 24(6):851-862, 2003. Note: Short Communication. Keyword(s): PC-tree, single database scan, dynamic mining, segment PC-tree, rough PC-tree, classification, rough sets. [bibtex-entry]

A. Azibi and D. Vanderpooten. Aggregation of dispersed consequences for constructing criteria: The evaluation of flood risk reduction strategies. European Journal of Operational Research, 144:397-411, 2003. Keyword(s): multi-criteria analysis, construction of criteria, dispersed consequences, integer programming, environment. [bibtex-entry]

E. Boros, T. Ibaraki, and K. Makino. Variations on extending partially defined Boolean functions with missing bits. Information and Computation, 180(1):53-70, 2003. Keyword(s): logical analysis of data, boolean functions, extensions, partially defined Boolean functions, missing bits. [bibtex-entry]

S. Bose. Multilayer statistical classifiers. Computational Statistics & Data Analysis, 42(4):685-701, 2003. Keyword(s): classification, cubic splines, discriminant analysis, neural networks, CART, simulation. [bibtex-entry]

M. Brusco, J. Cradit, and A. Tashchian. Multicriterion clusterwise regression for joint segmentation settings: An application to customer value. Journal of Marketing Research (JMR), 40(2):225-234, 2003. Keyword(s): market segmentation, marketing, regression analysis, telecommunication. [bibtex-entry]

K. Cao-Van and B. Baets. Growing decision trees in an ordinal setting. International Journal of Intelligent Systems, 18:733-750, 2003. [bibtex-entry]

Y.-M. Cheung. K*-means: A new generalized k-means clustering algorithm. Pattern Recognition Letters, 24(15):2883-2893, 2003. Note: Short Communication. Keyword(s): clustering analysis, k-means algorithm, cluster number, rival penalization. [bibtex-entry]

L. C. Dias and V. Mousseau. IRIS: A DSS for multiple criteria sorting problems. Journal of Multi-Criteria Decision Analysis, 12(4-5):285 - 298, 2003. Keyword(s): decision support systems, sorting, classification, ELECTRE TRI, software. [bibtex-entry]

M. Doumpos and C. Zopounidis. Recent operational tools in country risk assessment: An overview. The South European Review of Business Finance and Accounting, 1(2):27-59, 2003. [bibtex-entry]

P. Eberhard, F. Dignath, and L. Kübler. Parallel Evolutionary Optimization of Multibody Systems with Application to Railway Dynamics. Multibody System Dynamics, 9(2):143-164, 2003. Keyword(s): parallel evolution strategy, load balancing, optimization of multibody systems, ICE coach, railway dynamics, multicriteria optimization. [bibtex-entry]

E. Georgopoulou, Y. Sarafidis, S. Mirasgedis, S. Zaimi, and D. Lalas. A multiple criteria decision-aid approach in defining national priorities for greenhouse gases emissions reduction in the energy sector. European Journal of Operational Research, 146(1):199-215, 2003. Keyword(s): energy, climate change, multiple criteria analysis, ELECTRE TRI. [bibtex-entry]

J. Glen. An iterative mixed integer programming method for classification accuracy maximizing discriminant analysis. Computers & Operations Research, 30:181-198, 2003. Keyword(s): discriminant analysis, mathematical programming, variable selection. [bibtex-entry]

Y.-C. Hu, R.-S. Chen, and G.-H. Tzeng. Finding fuzzy classification rules using data mining techniques. Pattern Recognition Letters, 24:509-519, 2003. Keyword(s): data mining, fuzzy sets, classification, genetic algorithm. [bibtex-entry]

M. Hüsken and P. Stagge. Recurrent neural networks for time series classification. Neurocomputing, 50:223-235, 2003. Keyword(s): recurrent neural network, classification, time series, multitask learning, generalization. [bibtex-entry]

T. Khoshgoftaar, Y. Liu, and N. Seliya. Genetic programming-based decision trees for software quality classification. IEEE - The Institute of Electrical and Electronics Engineers, pp 374-383, 2003. Keyword(s): software metrics, genetic programming, decision tree, software quality classification, multiobjective optimization, cost of misclassification. [bibtex-entry]

M. Köksalan and C. Ulu. An interactive approach for placing alternatives in preference classes. European Journal of Operational Research, 144(2):429-439, 2003. Keyword(s): multiple criteria, interactive, preference classes. [bibtex-entry]

K. Lam and J. Moy. A piecewise linear programming approach to the two-group discriminant problem: An adaptation to Fisher´s linear discriminant function model. European Journal of Operational Research, 145:471-481, 2003. Keyword(s): linear programming, non-linear programming, multivariate statistics, discriminant analysis. [bibtex-entry]

K. Lam and J. Moy. A simple weighting scheme for classification in two-group discriminant problems. Computers & Operations Research, 30:155-164, 2003. Keyword(s): classification, discriminant analysis, linear programming, statistics. [bibtex-entry]

A. Likas, N. Vlassis, and J. Verbeek. The global k-means clustering algorithm. Pattern Recognition, 36(2):451-461, 2003. Keyword(s): clustering, k-means algorithm, global optimization, k-d trees, data mining. [bibtex-entry]

Y. Lu and J. Han. Cancer classification using gene expression data. Information Systems, 28(4):243-268, 2003. Keyword(s): cancer classification, gene expression data. [bibtex-entry]

N. Matsatsinis, K. Kosmidou, M. Doumpos, and C. Zopounidis. A fuzzy decision aiding method for the assessment of corporate bankruptcy. Fuzzy Economic Review, 3(1):13-23, 2003. [bibtex-entry]

G. Mavrotas, D. Diakoulaki, and P. Capros. Combined MCDA–IP Approach for Project Selection in the Electricity Market. Annals of Operations Research, 120(1):159-170, 2003. Keyword(s): multiple criteria, ELECTRE TRI, integer programming, fractional programming, project selection. [bibtex-entry]

A. Mittal and L. Davis. M2Tracker: A Multi-View Approach to Segmenting and Tracking People in a Cluttered Scene. International Journal of Computer Vision, 51(3):189-203, 2003. Keyword(s): multi-camera tracking, region-based stereo, grouping and segmentation, wide- baseline stereo. [bibtex-entry]

D. Modha and W. Spangler. Feature weighting in k-means clustering. Machine Learning, 52(3):217-237, 2003. Keyword(s): clustering, convexity, convex k-means algorithm, feature combination, feature selection, Fisher’s discriminant analysis, text mining, unsupervised learning. [bibtex-entry]

V. Mousseau, J. Figueira, L. C. Dias, C. Gomes da Silva, and J. N. Clímaco. Resolving inconsistencies among constraints on the parameters of an MCDA model. European Journal of Operational Research, 147:72-93, 2003. Keyword(s): multiple criteria analysis, inconsistent linear systems, ELECTRE TRI, aggregation/disaggregation, imprecise information, IRIS. [bibtex-entry]

S. Pang, D. Kim, and S. Bang. Membership authentication in the dynamic group by face classification using SVM ensemble. Pattern Recognition Letters, 24:215-225, 2003. Keyword(s): membership authentication, Gabor filter, principal component analysis, linear discriminant analysis, support vector machine ensemble. [bibtex-entry]

K. Pendaraki, M. Doumpos, and C. Zopounidis. Assessing equity mutual funds performance using a multicriteria methodology: A comparative analysis. South Eastern Europe Journal of Economics, 1(1):85-104, 2003. [bibtex-entry]

K. Pentaraki and C. Zopounidis. Evaluation of equity mutual funds’ performance using a multicriteria methodology. Operations Research: An International Journal, 3(1):73-94, 2003. [bibtex-entry]

C. Priebe, D. Marchette, J. DeVinney, and D. Socolinsky. Classification using class cover catch digraphs. Journal of Classification, 20:3-23, 2003. Keyword(s): classification, random graph, class cover, prototype selection. [bibtex-entry]

J. Roubos, M. Setnes, and J. Abonyi. Learning fuzzy classification rules from labeled data. Information Sciences: An International Journal, 150(1-2):77-93, 2003. Keyword(s): compact fuzzy classifier, linguistic model, genetic algorithm, similarity-driven rule-base reduction, wine data. [bibtex-entry]

G. Samaras, N. Matsatsinis, and C. Zopounidis. A multicriteria DSS for a global stock evaluation. Operations Research: An International Journal, 3(3):281-306, 2003. [bibtex-entry]

C. Spathis, M. Doumpos, and C. Zopounidis. Using client performance measures to identify pre-engagement factors associated with qualified audit reports in Greece. The International Journal of Accounting, 38(3):267-284, 2003. Keyword(s): qualified audit report, financial statements, multicriteria decision aid, performance measures, Greece. [bibtex-entry]

C. Strantza, X. Damaskos, M. Doumpos, and C. Zopounidis. A multicriteria methodology for developing a performance measurement model for bank branches. Operations Research: An International Journal, 3(3):307-323, 2003. [bibtex-entry]

D. Subramanian, V. Ananthanarayana, and M. Murty. Knowledge-based association rule mining using AND–OR taxonomies. Knowledge-Based Systems, 16(1):37-45, 2003. Keyword(s): AND node, threshold-based OR node, generalized association rule. [bibtex-entry]

I. Tabus, J. Rissanen, and J. Astola. Classification and feature gene selection using the normalized maximum likelihood model for discrete regression. Signal Processing, 83(4):713-727, 2003. Keyword(s): classification, feature selection, gene expression, discrete regression, minimum description length, normalized maximum likelihood. [bibtex-entry]

E. Takimoto and A. Maruoka. Top-down decision tree learning as information based boosting. Theoretical Computer Science, 292(2):447-464, 2003. [bibtex-entry]

T. Tarpey and K. Kinateder. Clustering functional data. Journal of Classification, 20:93-114, 2003. Keyword(s): Fourier basis, Gaussian random functions, k-means algorithm, mean squared error, principal components, principal points. [bibtex-entry]

E. Tartari, M. Doumpos, G. Baourakis, and C. Zopounidis. A stacked generalization framework for the prediction of corporate acquisitions. Foundations of Computing and Decision Sciences, 28(1):41-61, 2003. [bibtex-entry]

A. Vieira and N. Barradas. A training algorithm for classification of high-dimensional data. Neurocomputing, 50:461-472, 2003. Keyword(s): classification, learning vector quantization, hidden layer learning vector quantization, feature extraction, rutherford backscattering. [bibtex-entry]

F. Von Zuben and L.C.T. Gomes. Multiple criteria optimization based on unsupervised learning and fuzzy inference applied to the vehicle routing problem. Journal of Intelligent & Fuzzy Systems, 13(2-4):143-154, 2003. Keyword(s): mathematical optimization, multiple criteria decision making, fuzzy systems, routing- machines, system analysis. [bibtex-entry]

F. Voulgaris, M. Doumpos, and C. Zopounidis. The financial profile of Greek manufacturing SMEs through a multivariate statistical methodology. Review of Economic Sciences, 2(4):5-26, 2003. [bibtex-entry]

C. Zopounidis and K. Pentaraki. An integrated approach on the evaluation of equity mutual funds’ performance. European Review of Management and Business Economics, 12(1):113-126, 2003. [bibtex-entry]

Y. Guan, A. Ghorbani, and N. Belacel. An unsupervised clustering algorithm for intrusion detection: Advances in artificial intelligence. In 16th Conference of the Canadian Society for Computational Studies of Intelligence, Ontario, Canada, pages 616-117, 2003. Halifax, Springer-Verlag. [bibtex-entry]

Y. Guan, A. Ghorbani, and N. Belacel. Y-means: A clustering method for intrusion detection. In Canadian Conference on Electrical and Computer Engineering, Montreal, Quebec, Canada, 2003. [bibtex-entry]

D. Bouyssou and M. Pirlot. A characterization of concordance relations. Cahier du LAMSADE 211, Université Paris-Dauphine, Paris, France, 2003. Keyword(s): multiple criteria analysis, concordance, outranking methods, conjoint measurement, nontransitive preferences. [bibtex-entry]

D. Bouyssou and M. Pirlot. Conjoint measurement tools for MCDM: A brief introduction. Cahier du LAMSADE 210, Université Paris-Dauphine, Paris, France, 2003. Keyword(s): conjoint Measurement, additive value function, preference modelling. [bibtex-entry]

D. Bouyssou and M. Pirlot. Following the traces: An introduction to conjoint measurement without transitivity and additivity. Cahier du LAMSADE 209, Université Paris-Dauphine, Paris, France, 2003. Keyword(s): multiple criteria analysis, multiple criteria analysis, measurement theory, conjoint measurement, nontransitive preferences. [bibtex-entry]

D. Bouyssou and M. Pirlot. Ordinal aggregation and strict preferences for multi-attributed alternatives. Cahier du LAMSADE 212, Université Paris Dauphine, Paris, France, 2003. Keyword(s): conjoint measurement, ordinal aggregation, nontransitive preferences, noncompensatory preferences. [bibtex-entry]

L. C. Dias and V. Mousseau. IRIS- Interactive robustness analysis and parameters' inference for multicriteria sorting problems (Version 2.0) - User manual. Documents en ligne du LAMSADE 128, Université Paris-Dauphine, Paris, France, 2003. [bibtex-entry]

L. C. Dias and V. Mousseau. IRIS- Interactive robustness analysis and parameters' inference for multicriteria sorting problems (version 2.0) - User manual. Documents of INESC 1, INESC Coimbra, Coimbra, Portugal, 2003. [bibtex-entry]

J. Figueira, Y. De Smet, and J.-P. Brans. MCDA methods for sorting and clustering problems: PROMETHEE TRI and PROMETHEE CLUSTER. Technical report 12, INESC Coimbra, Coimbra, 2003. Keyword(s): multiple criteria decision analysis, sorting, clustering, PROMETHEE methodology. [bibtex-entry]

V. Mousseau, L. C. Dias, and J. Figueira. On the notion of category size in multiple criteria sorting models. Cahier du LAMSADE 205, Université Paris-Dauphine, Paris, France, 2003. [bibtex-entry]

V. Mousseau, L. C. Dias, and J. Figueira. On the notion of category size in multiple criteria sorting models. Research Report 1, INESC Coimbra, Coimbra, Portugal, 2003. Keyword(s): multiple criteria decision analysis, sorting, category size. [bibtex-entry]

V. Mousseau, L. C. Dias, and J. Figueira. On the notion of category size in multiple criteria sorting models. DIMACS Research Report 2003-02, Rutgers Univerity, 2003. Keyword(s): multiple criteria decision analysis, sorting, category size. [bibtex-entry]

J. P. Santos, J. F. Oliveira, M. A. Carravilla, and C. Costa. A decision support system for the assessment of higher education degrees in Portugal. European Society for Engineering Education, 2003. Note: SEFI2003 - Global Engineer: Education and Training for Mobility, Porto, Portugal. Keyword(s): decision support systems, higher education degrees, rating. [bibtex-entry]

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