Publications
Books, Chapters of Books
- J. Hernández, M. J. Ramírez, C. Ferri
"Introducción a la Minería de Datos" © Prentice Hall /
Addison-Wesley, ISBN 84 205 4091 9
(book web page).
- J. Hernández-Orallo, C. Ferri, N. Lachiche, P. A. Flach:
ROC Analysis in Artificial Intelligence, 1st International Workshop,
ROCAI-2004, Valencia, Spain, August 22, 2004 ROCAI 2004
- J. Hernández-Orallo, R. Blanco, C. Ferri, M.J
Ramírez "Modelos en Minería de Datos:
interpretación, combinación y adaptación" in Minería de Datos: Técnicas y
Aplicaciones , Universidad de Castilla la Mancha, (ISBN
84-921873-7-9)
- V. Estruch, C. Ferri., J.
Hernández-Orallo, M.J Ramírez "Aprendizaje de
Árboles de Decisión Basados en Distancias", Tendencias de
la Minería de Datos en España (ISBN 84-688-8442-1)
- P. Flach, H. Blockeel, C. Ferri., J. Hernández-Orallo,
J. Struyf
"Decision support for data mining; Introduction to ROC analysis and its
applications" in Data Mining and Decision Support: Integration and
Collaboration,
Kluwer Publishers. ISBN 1-4020-7388-7.2003.
International Journals
- J. Hernández-Orallo, C. Ferri, N. Lachiche, P. Flach: The
1st workshop on ROC analysis in artificial intelligence (ROCAI-2004). SIGKDD Explorations 6(2): 159-161
(2004)
- C.Ferri "Declarative Learning of Multi-Paradigm
Models"(Abstract of PhD Thesis) AI
Communications,7(2): 95-97 (2004). IOS Press, 2004 © IOS
Press.
- D. Ballis, M. Falaschi, C. Ferri, J. Hernández-Orallo, M.
J. Ramírez-Quintana: Cost-sensitive diagnosis of declarative
programs. Electr. Notes Theor.
Comput. Sci. 86(3): (2003)
- C.Ferri, J. Hernández, M.J. Ramírez "Aprendizaje
Automático
de Programas Lógico-Funcionales" in Revista Iberoamericana
de
Inteligencia Artificial, Asociación Española para la
Inteligencia
Artificial (A.E.P.I.A), Volume 11, pages 27-38. 2000. PS
- M. Alpuente, M. Falaschi, C. Ferri, G. Moreno, G. Vidal
"Transformación
de programas declarativos usando la aproximación "reglas +
estrategias"" in
Revista Iberoamericana de Inteligencia Artificial, Asociación
Española
para la Inteligencia Artificial (A.E.P.I.A), Volume 8, pages 27-35.
1999. PS
International Conferences
- V. Estruch, C. Ferri, J. Hernández-Orallo, M. J.
Ramírez-Quintana: Distance Based Generalisation. 15th
International Conference, ILP 2005: 87-102, 2005 Best Student Paper Award
- V. Estruch, C. Ferri, J. Hernández-Orallo, M. J.
Ramírez-Quintana: Web Categorisation Using Distance-Based
Decision Trees. First International
Workshop on Automated Specification and Verification of Web Sites (WWV
2005): 77-82, 2005
- C. Ferri, P. Flach, J. Hernández-Orallo "Delegating
Classifiers" in Proc. of 21th International
Conference
on Machine Learning, ICML'04, Omnipress, 2004. PDF
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Bagging Decision Multi-trees" in Proc.
of 5th International Workshop on Multiple Classifiers Systems, MCS04,
LNCS,
Springer Verlag, Vol , pages , 2004. PS
- C. Ferri, J. Hernández-Orallo, M.A. Salido "Volume under
the ROC
Surface for Multi-Class Problems" in Proc. of 14th European
Conference
on Machine Learning, ECML'03, LNAI Springer Verlag, Vol 2837, pages
108-120, 2003. PDF
- C. Ferri, P. Flach, J. Hernández-Orallo "Improving the
AUC of
Probabilistic
Estimators Trees" in Proc. of 14th European Conference on Machine
Learning,
ECML'03, LNAI Springer Verlag, Vol 2837, pages 121-132, 2003. PDF
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Mimetic
Classifiers" in Proc. of Conference on Machine Learning and Data
Mining,
MLDM'03, LNAI Springer Verlag, Vol , pages , 2003. PS
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Beam
Search
Extraction and Forgetting strategies on Shared Ensembles" in Proc.
of
4th International Workshop on Multiple Classifiers Systems, MCS03,
LNCS,
Springer Verlag, Vol , pages , 2003. PS
- D.
Ballis,
M. Falaschi,
C. Ferri,
J. Hernández and
M. Ramírez
"Cost-sensitive diagnosis of declarative programs" In
Proc. of the 12th Int'l Workshop on Functional and (Constraint) Logic
Programming (WFLP'03) Electronic
Notes on Theoretical Computer Science, volume 86(4). © Elsevier Available: Abstract
/ Postscript
/ PDF
/ BibTeX entry
- C. Ferri, P. Flach, J. Hernández-Orallo "Learning
Decision Trees
Using the Area Under the Roc Curve" in Proc. of 19th International
Conference
on Machine Learning, ICML'02, Morgan Kaufmann, pages 139-146, 2002.
PDF
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"A
Multi-purpose
Learning System" in Proc. of Logics in Artificial
Intelligence,
European Conference, JELIA 2002, LNCS, Springer Verlag, Vol 2424,
pages
529-532, 2002. PS
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Shared
Ensemble
Learning using Multi-trees" in Proc. of Advances in
Artificial
Intelligence, IBERAMIA 02, 8th Ibero-American Conf. on A.I., LNCS,
Springer
Verlag, Vol 2527, pages 204-213, 2002. PS
- C.Ferri, J. Hernández, M.J. Ramírez "From
Ensemble
Methods
to Comprehensible Models" in Proc. of Discovery Science, 5th
International
Conference, DS 2002. LNCS, Springer Verlag, Vol 2534, pages
165-177,
2002. PS
- C.Ferri, J. Hernández, M.J. Ramírez "Induction of
Decision
Multi-Trees using Levin Search" in Proc. of Computational
Science
- ICCS 2002, International Conference. LNCS, Springer Verlag, Vol
2329,
pages 166-175, 2002. PS
- C.Ferri, J. Hernández, M.J. Ramírez "Incremental
Learning
of Functional Logic Programs" in Proc. of Functional and
Logic
Programming, 5th International Symposium, FLOPS 2001. LNCS, Springer
Verlag,
Vol 2024, pages 233-247, 2001. PS
- E. Albert, C.Ferri, F. Steiner, G. Vidal "Improving Functional
Logic
Programs
by Difference-Lists" in Proc. of Advances in Computing
Science
- ASIAN 2000, 6th Asian Computing Science Conf. LNCS, Springer Verlag,
Vol 1962, pages 237-254, 2000. PS
International Workshops
- C. Ferri, J. Hernández-Orallo: Cautious Classifiers. 1st International Workshop, ROCAI-2004:
27-36, 2004
- M. A. Salido, F. Barber, C. Ferri, J. Hernandez-Orallo
"Aplicación de CSPs no Binarios al Análisis ROC" in Workshop sobre Planificación,
Scheduling y Razonamiento Temporal, 2003
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Re-designing
Cost-Sensitive Decision Tree Learning" in Workshop de mineria de
datos
y Aprendizaje, IBERAMIA 2002, pages 33-42, 2002
- V. Estruch, C.Ferri, J. Hernández, M.J. Ramírez
"Un
Sistema
para la Extracción de Conocimiento en Bioinformática" in
Workshop Bioinformatics and Artificial Intelligence (BEIA' 02),
IBERAMIA
2002 pages 77-87, 2002
- C.Ferri, J. Hernández, M.J. Ramírez "Trees for
the
Learning
of Functional Logic Programs" in Proc. of Joint Conference on
Declarative
Programming, AGP’01, 2001
- C.Ferri, J. Hernández, M.J. Ramírez "Learning
MDL-guided
Decision Trees for Constructor-Based Languages" in Proc. of 11th
International
Conference on Inductive Logic Programming (poster session),
ILP’01, 2001
- C.Ferri, J. Hernández, M.J. Ramírez "Universal
Learning
of
Classes from Sparse and Non-uniform Evidence" in Proc. of 10th
International
Conference on Inductive Logic Programming (poster session),
ILP’01, 2000
- C.Ferri, J. Hernández, M.J. Ramírez "Learning
functional
logic classification concepts from databases" in Proc. of 9th
International
Workshop on Functional and Logic Programming, WFLP’00, 2000
- E. Albert, C.Ferri, F. Steiner, G. Vidal "List-Processing
Optimizations
in a Multi-Paradigm Declarative Language" in Proc. of 9th
International
Workshop on Functional and Logic Programming, WFLP’00, 2000
- E. Albert, C.Ferri, F. Steiner, G. Vidal "A difference-list
transformation
for functional logic languages" in Proc. of Workshop
"Programmiersprachen
und Rechenkonzepte",2000
PhD Thesis
- C. Ferri "Declarative Learning of Multi-Paradigm Models"
Supervised by
J. Hernàndez-Orallo, and M. J. Ramírez-Quintana.
Universitat
Politecnica de València. 2003. PS
Abstract
Bibtex
Technical Reports
- C. Ferri, P. Flach, J. Hernández "Decision Trees for
Ranking:
Effect
of new smoothing methods, new splitting criteria and simple pruning
methods." Technical
report DSIC 2003, UPV, 2003 PDF
- C. Ferri, J. Hernández, M. Salido "Volume Under
the ROC
Surface
for Multi-class Problems. Exact Computation and Evaluation of
Approximations" Technical
report DSIC 2003, UPV, 2003 PDF
- E. Albert, C. Ferri, F. Steiner, G. Vidal "List-Processing
Optimizations
in a Multi-Paradigm Declarative Language" Technical report DSIC, UPV,
2000 DVI
- E. Albert, C. Ferri, F. Steiner, G. Vidal "A
List-Processing
Optimizer
for Curry" Technical report DSIC, UPV, 2000 PS
- M. Alpuente, M. Falaschi, C. Ferri, G. Moreno, G. Vidal, I.
Ziliotto
"SYNTH
User's Manual" Technical report DSIC/16/99, UPV, 1999. PS