(54 341) 4853222 ext 123
(54 341) 4853222 ext 128
verdes[AT]ifir.edu.ar
Publications
International Journals
45. P. F. Verdes, "Global warming is driven by anthropogenic emissions: a time series analysis approach", Physical Review Letters 99, 048501 (2007). [pdf] (204 Kb)
44. A. Mangini, P. Blumbach, P. F. Verdes, D. Scholz, C. Spoetl, H. Machel and S. Mahon, "Combined records from a stalagmite from Barbados and lake sediments in Haiti reveal variable seasonality in the Caribbean between 6.7 and 3 kyr BP", Quaternary Science Reviews 26, 1332 (2007). [pdf] (1006 Kb)
43. A. Mangini, P. F. Verdes, C. Spoetl, D. Scholz, N. Vollweiler, and B. Kromer, "Persistent influence of the North Atlantic hydrography on central European winter temperature during the last 9000 years", Geophysical Research Letters 34, L02704 (2007). [pdf] (208 Kb)
42. P. F. Verdes, P. M. Granitto, M. I. Szeliga, A. Rebola and H. A. Ceccatto, "Symmetric-Embedding Prediction of the CATS Benchmark", Neurocomputing 70, 2363 (2007). [pdf] (387 Kb)
41. P. F. Verdes, P. M. Granitto, and H. A. Ceccatto, "Overembedding Method for Modeling Nonstationary Systems", Physical Review Letters 96, 118701 (2006). [pdf] (178 Kb) [ps] (380 Kb)
40. P. F. Verdes, "Assessing causality from multivariate time series", Physical Review E 72(2), 026222 (2005). [pdf] (143 Kb) [ps] (537 Kb)
39. A. Mangini, C. Spoetl and P. F. Verdes, "Reconstruction of temperature in the Central Alps during the past 2000 years from a $\delta^{18}$O stalagmite record", Earth and Planetary Science Letters 235(3-4), 741-751 (2005). [pdf] (188 Kb) In the news
38. P. M. Granitto, P. F. Verdes and H. A. Ceccatto, "Neural Networks Ensembles: Evaluation of Aggregation algorithms", Artificial Intelligence 163(2), 139-162 (2005). [ps.zip] (115 Kb)
37. P. M. Granitto, P. F. Verdes and H. A. Ceccatto, "Large Scale Investigation of Weed Seeds Identification by Machine Vision Techniques", Computers and Electronics in Agriculture 47(1), 15-24 (2005). [pdf] (135 Kb)
36. P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Secular Behavior of Solar Magnetic Activity: Nonstationary Time Series Analysis of the Sunspot Record", Solar Physics 221(1), 167-177 (2004). [pdf] (220 Kb)
35. M. I. Szeliga, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Modeling Non-Stationary Dynamics", Physica A 327(1-2), 190-194 (2003). [pdf] (130 Kb)
34. M. I. Szeliga, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Artificial Neural Networks Learning of Non-Stationary Behavior in Time Series", International Journal of Neural Systems 13(2), 103-110 (2003). [pdf] (275 Kb)
33. P. M. Granitto, P. A. Garralda, P. F. Verdes and H.A. Ceccatto, "Boosting Classifiers for Weed Seeds Identification", Journal of Computer Science and Technology 3, 34 (2003).
32. P. M. Granitto, H. D. Navone, P. F. Verdes and H.A. Ceccatto, "Weed Seeds Identification by Machine Vision", Computers and Electronics in Agriculture 33, 91 (2002). [ps.Z] (94 Kb), [ps.zip] (69 Kb)
31. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Non-Stationary Time-Series Analysis: Accurate Reconstruction of Driving Forces", Physical Review Letters 87, 124101 (2001). [pdf] (130 Kb)
30. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "A Late-Stopping Method for Optimal Aggregation of Neural Networks", International Journal of Neural Systems 11, 305 (2001). [pdf] (950 Kb)
29. H. D. Navone, P. M. Granitto, P. F. Verdes and H. A. Ceccatto, "A Learning Algorithm for Neural Networks Ensembles", Revista Iberoamericana de Inteligencia Artificial 12, 70 (2001). [ps.Z] (68 Kb), [ps.zip] (50 Kb)
28. P. F. Verdes, M. A. Parodi, P. M. Granitto, H. D. Navone, R. D. Piacentini and H. A. Ceccatto, "Predictions of the maximum amplitude for Solar Cycle 23 and its subsequent behavior using nonlinear methods", Solar Physics 191, 419 (2000). [ps.Z] (303 Kb), [ps.zip] (227 Kb) Note: a table with coefficients related to this work can be found here.
Book contributions
27. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Forecasting Chaotic Time Series: Global vs. Local Methods", in Novel Intelligent Automation and Control Systems, Vol. 1, Ed. J. Pfeiffer, 129-145, ALFA-NIACS (1998). [ps.Z] (196 Kb), [ps.zip] (138 Kb)
International Congress Proceedings (peer reviewed)
26. K. Hlavackova-Schindler and P. F. Verdes, "Computational intelligence approaches to causality detection", Proceedings of ESANN'2007, 15th European Symposium on Artificial Neural Networks, Bruges, Belgium, pp. 433-440, ISBN 2-930307-07-2.
25. P. F. Verdes, P. M. Granitto, M. I. Szeliga, A. Rebola and H. A. Ceccatto, "Prediction of the CATS benchmark exploiting time-reversal symmetry", IJCNN 04, International Joint Conference on Neural Networks 04, Budapest, Hungary (2004). [pdf] (85 Kb)
24. P. M. Granitto, P. F. Verdes and H. A. Ceccatto, "Aggregation Algorithms for Regression. A Comparison with Boosting and SVM Techniques", IX Argentine Congress on Computer Science, La Plata, Argentina (2003). [ps.zip] (65 Kb)
23. P. M. Granitto, P. F. Verdes and H. A. Ceccatto, "Automatic Identification of Weed Seeds", JAIIO 2003, 32º International Conference of the Argentine Computer Science and Operational Research Society, Buenos Aires, Argentina (2003). [pdf] (165 Kb)
22. P. M. Granitto, P. A. Garralda, P. F. Verdes and H. A. Ceccatto, "Boosting Classifiers for Weed Seeds Identification", VIII Argentine Congress on Computer Science, Buenos Aires, Argentina (2002). [ps.Z] (93 Kb), [ps.zip] (71 Kb)
21. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "Aggregation Algorithms for Neural Network Ensemble Construction", SBRN 2002, VII Brazilian Symposium on Neural Networks, Recife, Brazil (2002). [ps.Z] (102 Kb), [ps.zip] (76 Kb)
20. M. I. Szeliga, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Extracting Driving Signals from Non-Stationarity Time Series", SBRN 2002, VII Brazilian Symposium on Neural Networks, Recife, Brazil (2002). [ps.Z] (297 Kb), [ps.zip] (192 Kb)
19. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "Aggregation Algorithms for Neural Network Ensemble Construction", JAIIO 2002, 31º International Conference of the Argentine Computer Science and Operational Research Society, Santa Fe, Argentina (2002).
18. M. I. Szeliga, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Extracting Driving Signals from Non-Stationarity Time Series", JAIIO 2002, 31º International Conference of the Argentine Computer Science and Operational Research Society, Santa Fe, Argentina (2002).
17. P. M. Granitto, H. D. Navone, P. F. Verdes and H. A. Ceccatto, "SECA: A Stepwise Algorithm for Construction of Neural Networks Ensembles", VII Argentine Congress on Computer Science, Calafate, Argentina (2001). [ps.Z] (89 Kb), [ps.zip] (66 Kb)
16. P. M. Granitto, H. D. Navone, P. F. Verdes and H. A. Ceccatto, "Modelling Sonic Logs in Oil Wells: A comparison of Neural Networks Ensembles and Kernel Methods", VII Argentine Congress on Computer Science, Calafate, Argentina (2001). [ps.Z] (133 Kb), [ps.zip] (111 Kb)
15. P. M. Granitto, P. F. Verdes, H. D. Navone, H. A. Ceccatto, D. Curia and C. Larriestra, "Modelling of Sonic Logs in Oil Wells with Neural Networks Ensembles", JAIIO 2001, 30º International Conference of the Argentine Computer Science and Operational Research Society, Buenos Aires, Argentina (2001). [ps.Z] (121 Kb), [ps.zip] (104 Kb)
14. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Learning External Perturbations from Non-Stationary Signals", JAIIO 2001, 30º International Conference of the Argentine Computer Science and Operational Research Society, Buenos Aires, Argentina (2001). [ps.Z] (111 Kb), [ps.zip] (85 Kb)
13. H. D. Navone, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Selecting Diverse Members of a Neural Network Ensemble", SBRN 2000, VI Brazilian Symposium on Neural Networks, Rio de Janeiro, Brazil (2000). [ps.Z] (89 Kb), [ps.zip] (67 Kb)
12. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "Automatic Identification of Weed Seeds by Color Image Processing", VI Argentine Congress on Computer Science, Ushuaia, Argentina (2000). [ps.Z] (88 Kb), [ps.zip] (62 Kb)
11. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Frost Prediction with Machine Learning Techniques", VI Argentine Congress on Computer Science, Ushuaia, Argentina (2000). [ps.Z] (115 Kb), [ps.zip] (81 Kb)
10. P. F. Verdes, G. Deco, D. Obradovic, L. Dube, R. Hopfengaertner and H. Stefan, "Detection and Prediction of Epileptic Seizures: A Patient's Case Study", VI Argentine Congress on Computer Science, Ushuaia, Argentina (2000). [ps.Z] (441 Kb), [ps.zip] (319 Kb)
9. H. D. Navone, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "A New Algorithm for Selecting Diverse Members of a Neural Network Ensemble", VI Internacional Congress on Information Engineering, Buenos Aires, Argentina (2000). [ps.Z] (80 Kb), [ps.zip] (57 Kb)
8. H. D. Navone, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "A Learning Algorithm for Neural Networks Ensembles", JAIIO 2000, 29º International Conference of the Argentine Computer Science and Operational Research Society, Tandil, Argentina (2000). [ps.Z] (66 Kb), [ps.zip] (47 Kb)
7. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Global vs. Local Methodologies for Chaotic Time Series Forecasting", V Latin American Workshop On Nonlinear Phenomena, Canela, Brazil (1997).
National Journals (Argentina)
6. P. M. Granitto, P. Garralda, P. F. Verdes and H. A. Ceccatto, "Boosting Classifiers for Weed Seeds Identification", Journal of Computer Science and Technology 3(1), 34 (2003). [pdf] (93 Kb)
5. H. D. Navone, P. F. Verdes, P. M. Granitto and H. A. Ceccatto, "Prediccion del ciclo solar 23 con un algoritmo adaline basado en funciones potenciales de base radial", Anales de la Asociación Física Argentina 12, 12-15 (2000). [ps.Z] (90 Kb), [ps.zip] (68 Kb)
4. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "Comparación de métodos no lineales en la predicción de series temporales ruidosas", Anales de la Asociación Física Argentina 11, 33-35 (1999). [ps.Z] (90 Kb), [ps.zip] (68 Kb)
3. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Predicción de temperaturas mínimas utilizando otras variables de superficie como predictores", Anales de la Asociación Física Argentina 11, 351-355 (1999). [ps.Z] (124 Kb), [ps.zip] (92 Kb)
2. P. F. Verdes, P. M. Granitto, H. D. Navone and H. A. Ceccatto, "Reconstrucción de dinámicas caóticas con datos escasos", Anales de la Asociación Física Argentina 10, 22-24 (1998). [ps.Z] (62 Kb), [ps.zip] (39 Kb)
1. P. M. Granitto, P. F. Verdes, H. D. Navone and H. A. Ceccatto, "Entrenamiento de redes neuronales: comparación de diferentes algoritmos de minimización", Anales de la Asociación Física Argentina 9, 20-22 (1997). [ps.Z] (52 Kb), [ps.zip] (33 Kb)
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