There are 181 publications. |
1) Meilán-Vila, A., Fernández-Casal, R., Crujeiras, R.M., Francisco-Fernández, M. (To appear) . A computational validation for nonparametric assessment of spatial trends Computational Statistics . |
2) Meilán-Vila, A., Francisco-Fernández, M., Crujeiras, R.M. (To appear) . Goodness-of-fit tests for multiple regression with circular response Journal of Statistical Computation and SimulationTaylor and Francis. . |
3) González-Manteiga, W., Crujeiras, R.M., García-Portugués, Eduardo (To appear) . A review of goodness-of-fit tests for models involving functional data TRENDS IN MATHEMATICAL, INFORMATION AND DATA SCIENCES: A TRIBUTE TO LEANDRO PARDO . |
6) Meilán-Vila, A., Crujeiras, R.M., Francisco-Fernández, M. (To appear) . Nonparametric estimation for a functional-circular regression model Statistical Papers . |
7) Febrero-Bande, M., Galeano, P., García-Portugués, Eduardo, González-Manteiga, W. (To appear) . Testing for linearity in scalar-on-function regression with responses missing at random Computational Statistics . |
9) Saavedra-Nieves, P., Fernández Pérez, M. (To appear) . "Directional density-based clustering". Advances in Data Analysis and Classification . |
10) Febrero-Bande, M., Oviedo, M, Darbalaei, M., Morteza, A. (2024 (online)) . Functional regression models with functional response: a new approach and a comparative study Computational StatisticsSpringer. . |
11) Borrajo, M.I., González-Manteiga, W., Martínez-Miranda, M.D. (2024) . Goodness-of-fit test for point processes first-order intensity Computational Statistics and Data Analysis . |
12) Ameijeiras-Alonso, J., I. Gijbels (2024) . Smoothed circulas: nonparametric estimation of circular cumulative distribution functions and circulas Bernoulli 30. pp. 2747-2769. ISSN: 1350-7265 . |
13) Saavedra Nieves, A., Saavedra-Nieves, P. (2024) . On the estimation of the core for TU games Expert Systems with Applications 245. pp. 123132. Elsevier. . |
14) Ameijeiras-Alonso, J.(2024) . A reliable data-based smoothing parameter selection method for circular kernel estimation Statistics and Computing 34. pp. 1-13. Springer. ISSN: 0960-3174 . |
15) Ginzo-Villamayor, M.J., Molina-Valero, J.A., Martínez Calvo, Adela, Novo Pérez, M.A., Álvarez-González, J.G., Montes-Pita, F., Pérez-Cruzado, C. (2024) . Operationalizing TLS in Forest Inventories: The R Package FORTLS Anais do Seminário Internacional de Estatística com R 5(2). pp. 1-5. VIII Seminário Internacional de Estatística com R (VIII SER) , Niterói, 03-06 jun 2024. ISSN: 2526-7299 . |
16) Chauca-Bajaña, L., Pérez-Jardón, A., Vieira E Silva, F.F., Conde Amboage M., Velásquez-Ron, B., Padín-Iruegas, M. E., Pérez-Sayans, M. (2024) . Root Coverage Techniques: Coronally Advancement Flap vs. Tunnel Technique: A Systematic Review and Meta-Analysis Dentistry Journal 12. pp. 341. ISSN: 2304-6767 . |
17) Conde Amboage M., Van Keilegom, I., González-Manteiga, W. (2023) . Application of Quantile Regression Models for Biomedical Data. In: Larriba, Y. (eds) Statistical Methods at the Forefront of Biomedical Advances. Springer, Cham. . |
18) Ameijeiras-Alonso, J., Domingues, T.D., Malato, J., Grabowska, A.D., Lee, J.-S., Biecek, P., Graça, L., Mouriño, H., Scheibenbogen, C., Westermeier, F., Nacul, L., Cliff, J.M., Lacerda, E.M., Sepúlveda, N. (2023) . Association analysis between symptomology and herpesvirus IgG antibody concentrations in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and multiple sclerosis Heliyon 9. pp. e18250. CellPress. ISSN: 2405-8440 . |
19) Fuentes-Santos, I., González-Manteiga, W., Mateu, J. (2023) . Testing similarity between first-order intensities of spatial point processes. A comparative study Communications in Statistics-Simulation and Computation 52 Issue 5. pp. 2210-2230. Taylor and Francis. . |
20) Varela-Estevez, R., Castineiras-Tourino, M., Saavedra-Nieves, P., Vázquez-Quiñoy, C., Estany-Gestal, A. (2023) . "Ansiedad y depresión en matronas del Área de Santiago de Compostela durante la pandemia por la COVID-19". Matronas Profesión 24(1). pp. 4. ISSN: 1578-0740 . |
23) Saavedra Nieves, A., Saavedra-Nieves, P. (2023) . "Estimation of bankruptcy rules with a priori unions for establishing new systems of quotas". BEIO 39(1). pp. 25-43. . |
24) Fuentes-Santos, I., González-Manteiga, W., Mateu, J. (2023) . Bootstrap bandwidth selection for the pair correlation function of inhomogeneous spatial point processes Journal of Statistical Computation and Simulation 93 Issue 18. pp. 3329-3361 . Taylor-Francis. . |
25) Jácome, M. A., López Cheda, A., Aneiros Pérez, German, Carpente, L., Costa, J., Estévez Pérez, Graciela, Francisco-Fernández, M., Ginzo-Villamayor, M.J., González-Rueda, A. M., Malheiro, M.T., Muiños-Roca, M.C., Oviedo, M, Piñeiro Lamas, B., Presedo Quindimil, Manuel Antonio, Rodríguez-Fraguela, L.F. (2023) . ACTAS XVI Congreso Galego de Estatística e Investigación de Operacións e I Xornadas Innovación Docente na Estatística e Investigación de Operacións ISBN: 978-84-09-50202-8. Comité Organizador. Jácome-Pumar,M.A, López-Cheda, A., Aneiros-Pérez, G., Carpente-Rodríguez, M.L., Costa-Bouzas, J., Estévez-Pérez, G., Francisco- Fernández, M., Ginzo-Villamayor, M.J., González-Rueda, A.M., Malheiro, M.T., Muiños-Roca, M.C., Oviedo de l. . |
26) Alonso-Pena, M., Bolon, D., Ameijeiras-Alonso, J., Saavedra Nieves, A., Saavedra-Nieves, P. (2023) . Manual de R para prácticas de Bioestadística ISBN: 9788419679536. Universidade de Santiago de Compostela. . |
27) Ameijeiras-Alonso, J., Ley, C. (2022) . Sine-skewed toroidal distributions and their application in protein bioinformatics Biostatistics 23 (3). pp. 685–704. Oxford Academic. ISSN: 1465-4644 . |
28) Ameijeiras-Alonso, J., Crujeiras, R.M. (2022) . Flexible circular modeling: a case study of car accidents Directional Statistics for Innovative Applications: A Bicentennial Tribute to Florence Nightingalepp. 93-116. Springer. ISSN: 978981191 . |
29) Saavedra-Nieves, P.(2022) . "Nonparametric estimation of highest density regions for COVID-19". Journal of Nonparametric Statistics 34(3). pp. 663-682. Taylor & Francis. . |
30) Febrero-Bande, M., González-Manteiga, W., Oviedo, M (2022) . Prediction Models with Functional Data for Variables related with Energy Production Mathematics inspired by Applications. The European Consortium for Mathematics in Industry 38. pp. 271-297. Springer. ISSN: 1612-3956 . |
31) Rodríguez-Casal, A., Saavedra-Nieves, P. (2022) . A data-adaptive method for estimating density level sets under shape conditions Annals of Statistics 50. pp. 1653-1668. ISSN: 0090-5364 . |
32) Molina-Valero, J.A., Martínez Calvo, Adela, Ginzo-Villamayor, M.J., Novo Pérez, M.A., Álvarez-González, J.G., Montes-Pita, F., Pérez-Cruzado, C. (2022) . Operationalizing the use of TLS in forest inventories: The R package FORTLS Environmental Modelling and Software 150. pp. 1-18. Springer. ISSN: 1364-8152 . |
33) Chantada-Vázquez, M.P., Conde Amboage M., Graña-López, L., Vázquez-Estévez, S., Bravo, S.B. , Núñez, C. (2022) . Circulating Proteins Associated with Response and Resistance to Neoadjuvant Chemotherapy in HER2-Positive Breast Cancer Cancers 14. MDPI. ISSN: 2072-6694 . |
34) Ameijeiras-Alonso, J., I. Gijbels, Verhasselt, A. (2022) . On a family of two-piece circular distributions Computational Statistics & Data Analysis 168. pp. 107403. Elsevier Science Bv. ISSN: 0167-9473 . |
35) Pérez-Sayans, M., Castelo-Baz, P., Peñarrocha Oltra, D., Seijas Naya, F., Conde Amboage M., Somoza Martín, J.M. (2022) . Impact of abutment geometry on early implant marginal bone loss. A double-blind, randomised, 6-month clinical trial Clinical Oral Implants Research 33. pp. 1038 - 1048. Wiley Online Library. ISSN: 1600-0501 . |
36) Lorenzo-Pouso, A.I., Bravo, S.B. , Carballo, J., Chantada-Vázquez, M.P., Bagán, J., Bagán, L., Chamorro-Petronacci, C.M., Conde Amboage M., López López, R., García-García, A., Pérez-Sayans, M. (2022) . Quantitative proteomics in medication-related osteonecrosis of the jaw: A proof-of-concept study Oral DiseasesWiley. ISSN: 1354-523X . |
37) Ameijeiras-Alonso, J., Crujeiras, R.M., Ginzo-Villamayor, M.J., Rodríguez-Casal, A., Saavedra-Nieves, P. (2022) . ADISTA22: Advances in Directional Statistics. Santiago de Compostela15-17th June, 2022. Programme and Book of AbstractsISBN 978-84-19155-92-4 pp. 78. Servicio de Publicacións da Universidade de Santiago de Compostela. Editors: Ameijeiras-Alonso, J., Crujeiras, R.M., Ginzo-Villamayor, M.J., Rodríguez-Casal, A., Saavedra-Nieves, P.. . |
39) França, F., Padín-Iruegas, M. E., Caponio, V. C. A., Lorenzo-Pouso, A. I., Saavedra-Nieves, P., Chamorro-Petronacci, C.M., Suárez-Peñaranda José M, Pérez-Sayans, M. (2022) . Caspase 3 and Cleaved Caspase 3 Expression in Tumorogenesis and Its Correlations with Prognosis in Head and Neck Cancer: A Systematic Review and Meta-Analysis International Journal of Molecular Sciences 23(19). pp. 11937. . |
40) Faraldo Roca, Pedro, Crujeiras, R.M., Pérez Rodríguez, M., Martínez Calvo, Adela, Lombardía, M. J., Naya Fernández, Salvador, Matías, J.M., Fernández de Castro, Belén M., Carreira V. (2022) . Estudo da inserción laboral dos titulados no Sistema Universitario de Galicia 2014-2015 (EIL1415)pp. 24. Axencia para a Calidade do Sistema Universitario de Galicia (ACSUG). ISSN: 978-84-12 . |
41) Marey Pérez, Manuel F., Fuentes-Santos, I., Saavedra-Nieves, P., González-Manteiga, W. (2022) . Nonparametric comparative analysis of the spatiotemporal pattern of human caused and natural wildfires in Galicia International Journal of Wildland Fire 32 Issue 2. pp. 178-194. CSIRO PUBLISHING. ISSN: 1049-8001 . |
42) Sánchez Sellero, C., Ginzo-Villamayor, M.J., Ameijeiras-Alonso, J., Borrajo, M.I., Conde Amboage M., Diéguez-Taboada, M., Faraldo Roca, Pedro, López Vizcaíno, María Esther, Martín Vila, M., Saavedra Nieves, A., Saavedra-Nieves, P. (2021) . ACTAS XV CONGRESO GALEGO DE ESTATÍSTICA E INVESTIGACIÓN DE OPERACIÓNS. Santiago de Compostela, 4-5-6 de novembro de 2021 ISBN: 978-84-09-35306-4. pp. 278. Departamento de Estadística, Análisis Matemático y Optimización (USC). Editors: Sánchez Sellero, C., Ginzo-Villamayor, M.J., Ameijeiras-Alonso, J., Borrajo, M.I., Conde, M., Diéguez-Taboada, M., Faraldo Roca, P., López Vizcaíno, M.E., Martín Vila, M., Saa. . |
43) Ameijeiras-Alonso, J., Crujeiras, R.M., Rodríguez-Casal, A. (2021) . multimode: an R package for mode assessment Journal of Statistical Software 97 (9). pp. 1-32. ISSN: 1548-7660 . |
44) Ameijeiras-Alonso, J., Ley, C., Pewsey, A., Verdebout, T. (2021) . Simple optimal tests for circular reflective symmetry about an unknown central direction Statistical Papers 62. pp. 1651-1674. Springer. ISSN: 0932-5026 . |
45) Saavedra-Nieves, P., Crujeiras, R.M., Vieira-Lanero, R., Caballero, P., Cobo Gradín, F. (2021) . Assessing the effect of recovery programs for salmon (Salmo salar Linnaeus, 1758) at its Southern limit in Europe: application of segmented regression models to long-term data from the Ulla Limnetica 40. Asociación Ibérica de Limnología. . |
46) Fuentes-Santos, I., González-Manteiga, W., Zubelli, J. (2021) . Nonparametric spatiotemporal analysis of violent crime. A case study in the Rio de Janeiro metropolitan area. Spatial Statistics 42. pp. 100431. Elsevier. ISSN: 2211-6753 . |
47) García-Portugués, Eduardo, Álvarez-Liébana, J., Álvarez-Pérez, G., González-Manteiga, W. (2021) . A goodness-of-fit test for the functional linear model with functional response Scandinavian Journal of Statistics 48. pp. 502–528. . |
48) Alonso-Pena, M., Ameijeiras-Alonso, J., Crujeiras, R.M. (2021) . Nonparametric tests for circular regression Journal of Statistical Computation and Simulation 91(3). pp. 477-500. Taylor & Francis Ltd. ISSN: 0094-9655 . |
49) Fanjul Hevia, A., Pardo Fernández, Juan Carlos, González-Manteiga, W. (2021) . A non-parametric test for comparing conditional ROC curves Computational Statistics and Data Analysis 157. pp. 107146. ELSEVIER. ISSN: 0167-9473 . |
50) Molina-Valero, J.A., Ginzo-Villamayor, M.J., Novo Pérez, M.A., Álvarez-González, J.G., Montes-Pita, F., Martínez Calvo, Adela, Pérez-Cruzado, C. (2021) . FORTLS: an R Package for Processing TLS data and Estimating Stand Variables in Forest Inventories Environmental Sciences Proceedings 3(38). pp. 1-9. MDPI. . |
51) Blair, G., R. Basset, Bastin, L., Beevers, L., Borrajo, M.I. (2021) . The Role of Digital Technologies in Responding to the Grand Challenges of the Natural Environment: The Windermere Accord Patterns ISSN: 26663899 . |
52) Crujeiras, R.M., Saavedra-Nieves, P. (2021) . "Comments on: Recent advances in directional statistics". TESTpp. 1-4. . |
53) Conde Amboage M., Van Keilegom, I., González-Manteiga, W. (2021) . A new lack-of-fit test for quantile regression with censored data Scandinavian Journal of Statistics 48. pp. 655-688. Wiley-Blackwell Publishing, Inc. ISSN: 0303-6898 . |
54) Saavedra Nieves, A., Saavedra-Nieves, P. (2021) . IndexNumber: An R Package for Measuring the Evolution of Magnitudes R Journal 13. pp. 253-275. . |
55) Proverbio, D., Kemp, F., Magni, S., Husch, A., Aalto, A., Mombaerts, L., Skupin, A., Gonçalves, J., Ameijeiras-Alonso, J., Ley, C. (2021) . Dynamical SPQEIR model assesses the effectiveness of non-pharmaceutical interventions against COVID-19 epidemic outbreaks PLoS ONE 16 (5). pp. 1-21. Public Library of Science. ISSN: 1932-6203 . |
56) Domingues, T.D., Grabowska, A.D., Lee, J.-S., Ameijeiras-Alonso, J., Westermeier, F., Scheibenbogen, C., Cliff, J.M., Nacul, L., Lacerda, E.M., Mouriño, H., Sepúlveda, N. (2021) . Herpesviruses serology distinguishes different subgroups of patients from the United Kingdom Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Biobank Frontiers in Medicine 8. pp. 959-970. ISSN: 2296-858X . |
57) Saavedra-Nieves, P., Crujeiras, R.M. (2021) . Nonparametric estimation of directional highest density regions Advances in Data Analysis and Classification DOI: 10.1007/s11634-021-00457-4. . |
58) Saavedra-Nieves, P., Saavedra Nieves, A. (2021) . On gender perspective in Statistics and Operations Research BEIO 37(2). pp. 148-164. ISSN: 2387-1725 . |
59) Rodríguez-Casal, A., Saavedra-Nieves, P. (2021) . "Spatial distribution of invasive species: an extent of ocurrence approach". TESTDOI: 10.1007/s11749-021-00783-x. . |
60) Borrajo, M.I., Comas, C., Costafreda-Aumedes, S., Mateu, J. (2021) . Stochastic smoothing of point processes for wildlife-vehicle collisions on road networks Stochastic Environmental Research and Risk Assessment ISSN: 1436-3240 . |
61) García-Portugués, Eduardo, Navarro-Esteban, P., Cuesta-Albertos, JA (2021) . A Cramér–von Mises test of uniformity on the hypersphere Statistical Learning and Modeling in Data Analysispp. 107–116. Springer. . |
62) Oviedo, M, Cabo, C., Ordóñez Galán, C., Roca Pardiñas, Javier (2021) . A Distance Correlation Approach for Optimum Multiscale Selection in 3D Point Cloud Classification Mathematics 9. pp. 1-19. MDPI. ISSN: 2227-7390 . |
63) Pewsey, A., García-Portugués, Eduardo (2021) . Recent advances in directional statistics TEST 30. pp. 1-58. Springer. ISSN: 1133-0686 . |
64) García-Portugués, Eduardo, Paindaveine, D., Verdebout, T. (2020) . On optimal tests for rotational symmetry against new classes of hyperspherical distributions Journal of the American Statistical Association 115. pp. 1873–1887. Amer Statistical Assoc. ISSN: 0162-1459 . |
65) Borrajo, M.I., González-Manteiga, W., Martínez-Miranda, M.D. (2020) . Testing for significant differences between two spatial patterns using covariates Spatial StatisticsElsevier. ISSN: 2211-6753 . |
66) Meilán-Vila, A., Opsomer, J., Francisco-Fernández, M., Crujeiras, R.M. (2020) . A goodness-of-fit test for regression models with spatially correlated errors Test 29. pp. 728-749. Springer. ISSN: 1133-0686 . |
67) Borrajo, M.I., González-Manteiga, W., Martínez-Miranda, M.D. (2020) . Bootstrapping kernel intensity estimation for imhomogeneous poit processes with spatial covariates Computational Statistics and Data Analysis ISSN: 0167-9473 . |
68) Saavedra Nieves, A., Saavedra-Nieves, P. (2020) . On systems of quotas from bankruptcy perspective: the sampling estimation of the random arrival rule European Journal of Operational Research 285. pp. 655-669. Elsevier. ISSN: 0377-2217 . |
69) Oviedo, M, Ordóñez Galán, C., Roca Pardiñas, Javier (2020) . Functional Location-Scale Model to Forecast Bivariate Pollution Episodes Mathematics 8. pp. 1-12. MDPI. ISSN: 2227-7390 . |
70) Meilán-Vila, A., Francisco-Fernández, M., Crujeiras, R.M., Panzera, A. (2020) . Nonparametric multiple regression estimation for circular response Testpp. 1-23. . |
71) Meilán-Vila, A., Crujeiras, R.M., Francisco-Fernández, M. (2020) . Nonparametric estimation of circular trend surfaces with application to wave directions Stochastic Environmental Research and Risk Assessmentpp. 1-17. Springer. ISSN: 1436-3240 . |
72) Rodríguez-Casal, A., Saavedra-Nieves, P. (2020) . "Estimación non paramétrica de rexións de elevada densidade do COVID-19". Díxitos Outubro 2020. pp. 12-13. FUNDACIÓN CESGA. ISSN: 1139-563X . |
73) Macho Stadler, M., Padrón Fernández, E., Calaza Díaz, L., Casanellas Rius, M., Conde Amboage M., Lorenzo García, E., Vázquez-Abal, M.E. (2020) . Igualdad de género en el ámbito de las Matemáticas Libro Blanco de las Matemáticas (Ed.: Martín de Diego, D.; Chacón Rebollo, T; Curbera Costello, G.; Marcellán Español, F.; Siles Molina, M.))pp. 375-420. Fundación Ramón Areces. Dep. Legal: M-24906-2020. . |
74) Calaza Díaz, L., Conde Amboage M. (2020) . Prexuízos, ideas preconcibidas, estereotipos e linguaxe non inclusiva: o papel da coeducación Boletín de la SGAPEIO (Informest) 56. pp. 3-5. SGAPEIO. ISSN: 1695-7083 . |
75) García-Portugués, Eduardo, Álvarez-Liébana, J., Álvarez-Pérez, G., González-Manteiga, W. (2020) . Goodness-of-fit tests for functional linear models based on integrated projections Functional and High-Dimensional Statistics and Related Fieldspp. 107-114. Springer. . |
76) Oviedo, M, Cabo, C., Ordoñez, C., Roca Pardiñas, Javier (2020) . Optimum Scale Selection for 3D Point Cloud Classification through Distance Correlation Functional and High-Dimensional Statistics and Related Fields. IWFOS 2020. Contributions to Statistics. Springer, ChamAneiros G., Horová I., Hušková M., Vieu P. (eds) . . |
77) García-Portugués, Eduardo, Sørensen, M., Mardia, K.V., Hamelryck, T. (2019) . Langevin diffusions on the torus: estimation and applications Statistics and Computing 29. pp. 1-22. Springer. ISSN: 0960-3174 . |
78) Conde Amboage M., Sánchez Sellero, C. (2019) . A plug-in bandwidth selector for nonparametric quantile regression TEST 28. pp. 423-450. Springer. ISSN: 1133-0686 . |
79) Cuesta-Albertos, JA, García-Portugués, Eduardo, Febrero-Bande, M., González-Manteiga, W. (2019) . Goodness-of-fit tests for the functional linear model based on randomly projected empirical processes Annals of Statistics 47, Nº 1. pp. 439-467. IMS. ISSN: 0090-5364 . |
80) Ameijeiras-Alonso, J., Lagona, F., Ranalli, M., Crujeiras, R.M. (2019) . A circular hidden Markov random field for the spatial segmentation of fire occurrence Environmetrics 30. pp. e2501. John Wiley & Sons Ltd . ISSN: 1180-4009 . |
81) Ameijeiras-Alonso, J., Crujeiras, R.M., Rodríguez-Casal, A. (2019) . Mode testing, critical bandwidth and excess mass Test 28. pp. 900-919. Springer. ISSN: 1133-0686 . |
82) Febrero-Bande, M., González-Manteiga, W., Oviedo, M (2019) . Variable selection in Functional Additive Regression Models Computational Statistics 34. pp. 469-487. Springer. ISSN: 0943-4062 . |
83) Ameijeiras-Alonso, J., Benali, A., Crujeiras, R.M., Rodríguez-Casal, A., Pereira, J. M. C. (2019) . Fire seasonality identification with multimodality tests Annals of Applied Statistics 13. pp. 2120-2139. ISSN: 1932-6157 . |
84) Oviedo, M(2019) . O paquete fda.usc Boletín de la SGAPEIO (Informest) 53. pp. 5-6. SGAPEIO. ISSN: 1695-7083 . |
85) Faraldo Roca, Pedro, Crujeiras, R.M., Martínez Calvo, Adela, Lombardía, M. J., Naya Fernández, Salvador, Matías, J.M., Fernández de Castro, Belén M., Carreira V. (2019) . Estudo da inserción laboral dos titulados no Sistema Universitario de Galicia 2013-2014 (EIL1314)pp. 24. Axencia para a Calidade do Sistema Universitario de Galicia (ACSUG). . |
86) Oviedo, M, Febrero-Bande, M., Muñoz, MP, Domínguez, A. (2018) . Predicting seasonal influenza transmission using functional regression models with temporal dependence PloS One 13 (4). pp. 1-18. Public Library of Science. ISSN: 1932-6203 . |
87) Fuentes-Santos, I., González-Manteiga, W., Mateu, J. (2018) . A first-order ratio based nonparametric separability test for spatiotemporal point processes Environmetrics 29 (1). pp. e2482. John Wiley & Sons Ltd . ISSN: 1180-4009 . |
88) Fanjul Hevia, A., González-Manteiga, W. (2018) . A comparative study of methods for testing the equality of two or more ROC curves Computational Statistics 33. pp. 357-377. Springer Berlin Heidelberg. ISSN: 0943-4062 . |
89) Ordóñez Galán, C., Oviedo, M, Roca Pardiñas, Javier, Rodríguez-Pérez, J.R. (2018) . Determining optimum wavelengths for leaf water content estimation from reflectance: A distance correlation approach Chemometrics and Intelligent Laboratory Systems 173. pp. 41-50. Elsevier. ISSN: 0169-7439 . |
90) Oliveira, M., Pérez-Alberti, Augusto, Crujeiras, R.M., Rodríguez-Casal, A., Castillo-Rodríguez, F. (2018) . A new method for analysing and representing ground temperature variations in cold environments. The Fuegian Andes, Tierra del Fuego, Argentina Geographical Research Letters 44. pp. 293-320. . |
91) Luca, Oviedo, M, Torner, N., Martínez, A., Jané M (2018) . Real-time predictive seasonal influenza model in Catalonia, Spain PLoS One 13(3). pp. 1-15 . Public Library of Science. ISSN: 1932-6203 . |
93) Jordà, J.P., Ameijeiras-Alonso, J., Pujadas-Mora, J.M. (2018) . Chronicle of an early demise, surname extinction in the fifteenth and the seventeenth centuries Historical Methods: A Journal of Quantitative and Interdisciplinary History 51. pp. 190-201. Taylor and Francis Group. . |
94) Conde Amboage M., González-Manteiga, W., Sánchez Sellero, C. (2018) . Quantile regression: estimation and lack-of-fit tests Boletín de Estadística e Investigación Operativa (BEIO) 32. pp. 97-116. SEIO. ISSN: 2387-1725 . |
95) Ameijeiras-Alonso, J., Crujeiras, R.M., Rodríguez-Casal, A. (2018) . Directional statistics for wildfires Applied Directional Statistics: Modern Methods and Case StudiesCRC Press. . |
96) Azarang, L., Oviedo, M (2018) . idmTPreg: Regression Model for Progressive Illness Death Data The R Journal 10:2. pp. 317-325. ISSN: 2073-4859 . |
98) Monsalve-Cobis, Abelardo E., González-Manteiga, W., Stute, W. (2017) . "The statistical impact of inflation on interest rates". Communications in Statistics-Theory and Methods 46(14). pp. 6754-6763. ISSN: 0361-0926 . |
99) Conde Amboage M., González-Manteiga, W., Sánchez Sellero, C. (2017) . Predicting trace gas concentrations using quantile regression models Stochastic Environmental Research and Risk Assessment 31. pp. 1359-1370. Springer. ISSN: 1436-3240 . |
100) Oliveira, M., Crujeiras, R.M., Rodríguez-Casal, A. (2017) . Discussion on Statistical Scale Space Methods International Statistical Review 85. pp. 31-32. Wiley. ISSN: 0306-7734 . |
101) Cuesta-Albertos, JA, Febrero-Bande, M., Oviedo, M (2017) . The DD^G-classifier in the functional setting TEST 26. pp. 119-142. Springer. ISSN: 1133-0686 . |
103) Fuentes-Santos, I., González-Manteiga, W., Mateu, J. (2017) . A nonparametric test for the comparison of first order structures of spatial point processes Spatial Statistics 22. pp. 240-260. Elsevier. ISSN: 2211-6753 . |
104) Borrajo, M.I., González-Manteiga, W., Martínez-Miranda, M.D. (2017) . Bandwidth selection for kernel density estimation with length-biased data Journal of Nonparametric Statistics 29 (3). pp. 636-668. Taylor & Francis Ltd. ISSN: 1048-5252 . |
105) Febrero-Bande, M., González-Manteiga, W., Oviedo, M (2017) . Variable selection in Functional Additive Regression Models Functional Statistics and Related Fieldspp. 113-122. Springer, Cham.. ISSN: 978-3-319 . |
106) Benito, M., García-Portugués, Eduardo, Marron, J. Steven, Peña, D. (2017) . Distance-weighted discrimination of face images for gender classification Stat 6. pp. 231–240. Wiley. . |
107) Golden, M., García-Portugués, Eduardo, Sørensen, M., Mardia, K.V., Hamelryck, T., Hein, J. (2017) . A generative angular model of protein structure evolution Molecular Biology and Evolution 34. pp. 2085–2100. Oxford University Press. . |
108) Almomani, A., Saavedra-Nieves, P., Sánchez-Vila, E, (2017) . Ensembles of Decision Trees for Recommending Touristic Items. In Ferrández Vicente J., Álvarez-Sánchez J. et al., editors, Biomedical Applications Based on Natural and Artificial Computing. IWINAC 2017 10338. pp. 510-519. Springer, Cham, Lecture Notes in Computer Science. ISSN: . |
109) Saavedra-Nieves, P., Barreiro, P., Durán, R., Almomani, A., Crujeiras, R.M., Loureiro, M., Sánchez-Vila, E, (2017) . "Sistemas de recomendación: machine learning vs. aproximacións teóricas". Díxitos Marzo 2017. pp. 10. CESGA. ISSN: 1139-563X . |
110) Fuentes-Santos, I., González-Manteiga, W., Mateu, J. (2016) . Consistent smooth bootstrap kernel intensity estimation for inhomogeneous spatial Poisson point processes Scandinavian Journal of Statistics 43(2). pp. 416-435. Wiley-Blackwell Publishing, Inc. ISSN: 0303-6898 . |
111) García-Portugués, Eduardo, Van Keilegom, I., Crujeiras, R.M., González-Manteiga, W. (2016) . Testing parametric models in linear-directional regression Scandinavian Journal of Statistics 43. pp. 1178-1191. Wiley-Blackwell Publishing, Inc. ISSN: 0303-6898 . |
112) Rodríguez-Casal, A., Saavedra-Nieves, P. (2016) . A fully data-driven method for estimating the shape of a point cloud ESAIM: Probability and Statistics 20. pp. 332-348. . |
115) García-Portugués, Eduardo, Crujeiras, R.M., González-Manteiga, W. (2015) . Central limit theorems for directional and linear random variables with applications Statistica Sinica 25. pp. 1207-1229. Statistica Sinica. ISSN: 1017-0405 . |
116) Oviedo, M, Domínguez, A., Muñoz, MP (2015) . Estimate of influenza cases using generalized linear, additive and mixed models Human Vaccines & Immunotherapeutics 11. pp. 298-301. TAYLOR & FRANCIS INC. ISSN: 2164-5515 . |
117) Saavedra-Nieves, P., González-Manteiga, W., Rodríguez-Casal, A. (2015) . A comparative simulation study of data-driven methods for estimating density level sets Journal of Statistical Computation and Simulation 86. pp. 236-251. Taylor & Francis Ltd. ISSN: 0094-9655 . |
118) Conde Amboage M., Sánchez Sellero, C., González-Manteiga, W. (2015) . A lack-of-fit test for quantile regression models with high-dimensional covariates Computational Statistics and Data Analysis 88. pp. 128-138. Elsevier Science Bv. ISSN: 0167-9473 . |
119) Martínez Calvo, Adela, Fernández-Rei, E. (2015) . "Unha ferramenta informática para a análise dialectométrica da prosodia". Estudios de Fonética Experimental XXIV. pp. 289-303. ISSN: 1575-5533 . |
120) Moriña, D., Higueras, M., Puig Casado, P., Oliveira, M. (2015) . "Generalized Hermite Distribution Modelling with the R Package hermite". R Journal 7. pp. 263-274. ISSN: 2073-4859 . |
121) Oliveira, M., Einbeck, J., Higueras, M., Ainsbury, E., Puig Casado, P., Rothkamm, K. (2015) . "Zero-inflated regression models for radiation-induced chromosome aberration data: A comparative study". Biometrical Journal DOI: 10.1002/bimj.201400233. pp. 1-23. Wiley-V C H Verlag Gmbh. ISSN: 0323-3847 . |
123) Antelo, Manel, Reyes Santías F, Martínez Calvo, Adela (2015) . "Bed capacity and surgical waiting lists: a simulation analysis". European Journal of Government and Economics 4(2). pp. 118-133. ISSN: 2254-7088 . |
124) García-Portugués, Eduardo, Barros, A. M. G., Crujeiras, R.M., González-Manteiga, W., Pereira, J. M. C. (2014) . A test for directional-linear independence, with applications to wildfire orientation and size Stochastic Environmental Research and Risk Assessment 28. pp. 1261-1275. Springer. ISSN: 1436-3240 . |
125) Oliveira, M., Crujeiras, R.M., Rodríguez-Casal, A. (2014) . CircSiZer: an exploratory tool for circular data Journal of Environmental and Ecological Statistics 21. pp. 143-159. Springer. ISSN: 1352-8505 . |
126) García-Portugués, Eduardo, González-Manteiga, W., Febrero-Bande, M. (2014) . A goodness-of-fit test for the functional linear model with scalar response Journal of Computational and Graphical Statistics 23. pp. 761-778. Elsevier Science Bv. ISSN: 0377-0427 . |
127) Oliveira, M., Crujeiras, R.M., Rodríguez-Casal, A. (2014) . NPCirc: An R Package for Nonparametric Circular Methods Journal of Statistical Software 61. pp. 1-26. ISSN: 1548-7660 . |
129) Saavedra-Nieves, P., González-Manteiga, W., Rodríguez-Casal, A. (2014) . Level Set Estimation. In Akritas, M.G. et al., editors, Topics in Nonparametric Statistics: Proceedings of the First Conference of the International Society for Nonparametric Statistics 74. pp. 299-307. Springer. ISSN: 2194-1009 . |
132) Reyes Santías F, Cadarso Suárez, Carmen María, Martínez Calvo, Adela (2013) . Applying a simulation model in order to manage waiting lists for hospital inpatient activity in an EU region Mathematical and Computer Modelling 57. pp. 1840-1846. Pergamon-Elsevier Science Ltd. ISSN: 0895-7177 . |
133) Oliveira, M., Crujeiras, R.M., Rodríguez-Casal, A. (2013) . Nonparametric circular methods for exploring environmental data Environmental and Ecological Statistics 20. pp. 1-17. Springer. ISSN: 1352-8505 . |
134) García-Portugués, Eduardo, Crujeiras, R.M., González-Manteiga, W. (2013) . Exploring wind direction and SO2 concentration by circular-linear density estimation Stochastic Environmental Research and Risk Assesment 27. pp. 1055-1067. Springer. ISSN: 1436-3240 . |
135) García-Portugués, Eduardo, Crujeiras, R.M., González-Manteiga, W. (2013) . Kernel density estimation for directional-linear data Journal of Multivariate Analysis 121. pp. 152-175. Elsevier Inc. ISSN: 0047-259X . |
137) Fuentes-Santos, I., Marey Pérez, Manuel F., González-Manteiga, W. (2013) . Forest fireS Spatial patterns analysis in Galicia (NW Spain) Journal of Environmental Management 15. pp. 30-42. Elsevier. . |
138) García-Portugués, Eduardo(2013) . Exact risk improvement of bandwidth selectors for kernel density estimation with directional data Electronic Journal of Statistics 7. pp. 1655-1685. Institute of Mathematical Statistics. ISSN: 1935-752 . |
139) Oviedo, M, Muñoz, MP, Domínguez, A. (2013) . Estimate of hepatitis B incidence in Catalonia and its relationship with immigration rates and vaccination coverage using generalized additive models Vacunas 14. pp. 103-110. Elsevier Doyma. . |
141) Ferraty F, González-Manteiga, W., Martínez Calvo, Adela, Vieu, Philippe (2012) . Presmoothing in functional linear regression Statistica Sinica 22. pp. 69-94. Statistica Sinica . ISSN: 1017-0405 . |
142) Oliveira, M., Crujeiras, R.M., Rodríguez-Casal, A. (2012) . A plug-in rule for bandwidth selection in circular density estimation Computational Statistics & Data Analysis 56. pp. 3898-3908. Elsevier Science Bv. ISSN: 0167-9473 . |
143) Febrero-Bande, M., Oviedo, M (2012) . Statistical computing in functional data analysis: the R package fda.usc Journal of Statistical Software 51 (4) . pp. 1-28 . JOURNAL STATISTICAL SOFTWARE, UCLA DEPT STATISTICS. ISSN: 1548-7660 . |
144) Oviedo, M, Muñoz, MP, Carmona, G., Borras, E., Batalla, J., Soldevila, N., Domínguez, A. (2012) . The impact of immigration and vaccination in reducing the incidence of hepatitis B in Catalonia (Spain) BMC Public Health 12:614. pp. doi:10.1186/1471-2458-12-614. Biomed Central Ltd. ISSN: 1471-2458 . |
145) Faraldo Roca, Pedro, Crujeiras, R.M., Martínez Calvo, Adela, Lombardía, M. J., Naya Fernández, Salvador, Matías, J.M., Carreira V., Fernández de Castro, Belén M. (2012) . Estudo da inserción laboral dos titulados no Sistema Universitario de Galicia 2008-2009. pp. 180. Axencia para a Calidade do Sistema Universitario de Galicia (ACSUG). ISSN: C27242012 . |
146) Quintela Estévez-Peregrina, Fernández Gomez, A.B., Martínez Calvo, Adela, Parente Morales, G., Sánchez Rúa, M.T. (2012) . TransMath. Innovative Solutions from Mathematical TechnologySpringer. . |
148) Martínez Calvo, Adela, González-Manteiga, W. (2011) . Bootstrap in functional linear regression Journal of Statistical Planning and Inference 141. pp. 453-461. Elsevier Science Bv. ISSN: 0378-3758 . |
149) Monsalve-Cobis, Abelardo E., González-Manteiga, W., Febrero-Bande, M. (2011) . Goodness-of-fit test for interest rate models: An approach based on empirical processes Computational Statistics & Data Analysis 55 (12). pp. 3073–3092. Elsevier Science Bv. ISSN: 0167-9473 . |
150) Delsol, L., Ferraty F, Martínez Calvo, Adela (2011) . Functional Data Analysis: An Interdisciplinary Statistical Topic Statistical Learning and Data Science. (editors: Bottou, L. et al.)pp. 189-195. Chapman and Hall. . |
151) Ferraty F, Martínez Calvo, Adela, Vieu, Philippe (2011) . Thresholding in nonparametric functional regression with scalar response Recent Advances in Functional Data Analysis and Related Topicspp. 103-109. Physica-Verlag (Springer). . |
152) Faraldo Roca, Pedro, Crujeiras, R.M., Lombardía, M. J., Naya Fernández, Salvador, Matías, J.M., Carreira V., Fernández de Castro, Belén M., Martínez Calvo, Adela (2011) . Estudo da inserción laboral dos titulados no Sistema Universitario de Galicia 2007-2008. pp. 166. Axencia para a Calidade do Sistema Universitario de Galicia (ACSUG). ISSN: 978-84-61 . |
155) González-Manteiga, W., Martínez Calvo, Adela (2010) . Comments on : Dynamic relations for sparsely sampled Gaussian processes TEST 19. pp. 43-45. Springer. ISSN: 1133-0686 . |
156) García-Magariños, M., Antoniadis, Anestis, Cao, R., González-Manteiga, W. (2010) . "Lasso Logistic Regression, GSoft and the Cyclic Coordinate Descent Algorithm". Statistical Applications in Genetics and Molecular Biology 9-1. Berkeley Electronic Press. ISSN: 1544-6115 . |
158) Izquierdo, I., Oviedo, M, Ruiz, L. (2010) . Influence of socioeconomic status on community-acquired pneumonia outcomes in elderly patients requiring hospitalization: a multicenter observational study BMC Public Health 10. pp. 421. Biomed Central Ltd. ISSN: 1471-2458 . |
159) Castellano Méndez, M., Franco, A., Cartelle, D., Febrero-Bande, M., Roca, E, (2009) . Identification of NOx and Ozone Episodes and Estimation of Ozone by Statistical Analysis Water, Air and Soil Pollution 198. pp. 95–110. Springer. ISSN: 0049-6979 . |
160) García-Magariños, M., López de Ullibarri, I., Cao, R., Salas A. (2009) . "Evaluating the ability of tree-based methods and logistic regression for the detection of SNP-SNP interaction". Annals of Human Genetics 73 (3). pp. 360–369. Wiley-Blackwell Publishing, Inc. ISSN: 0003-4800 . |
161) Martínez, A., Domínguez, A., Oviedo, M, Minguell, S., Jansà, JM., Codina, G., Vázquez, JA (2009) . Changes in the evolution of meningococcal disease, 2001-2008, Catalonia (Spain) Vaccine 27. pp. 3496-3498. Elsevier. ISSN: 0264-410X . |
162) Oviedo, M, Muñoz, MP, Domínguez, A. (2009) . "Evaluación del impacto de los programas de vacunación masiva: la experiencia de la hepatitis A en Cataluña.". Revista Española de Salud Pública 83 Número 5. pp. 697-709. Ministerio de Sanidad y Consumo. ISSN: 1135-5727 . |
163) Martínez, A., Domínguez, A., Oviedo, M, Minguell, S., Jansà, JM., Codina, G., Vázquez, JA (2009) . "Epidemiología de la enfermedad meningocócica en Cataluña antes y después de la vacunación frente al serogrupo C.". Revista Española de Salud Pública 83 Número 5. pp. 725-735. Ministerio de Sanidad y Consumo. ISSN: 1135-5727 . |
164) Domínguez, A., Álvarez J, Sabrià, J., Carmona, G., Torner, N., Oviedo, M (2009) . "Factors influencing the case fatality rate of Legionnaire’s disease.". International Journal Of Tuberculosis And Lung Disease 13. pp. 407-412(6). Int Union Against Tuberculosis Lung Disease (I U A T L D). ISSN: 1027-3719 . |
165) Domínguez, A., Oviedo, M, Torner, N. (2009) . "Mumps: a year of enhanced surveillance in Catalonia.". Vaccine 27. pp. 6492-3495. Elsevier. ISSN: 0264-410X . |
166) Borras, E., Domínguez, A., Batalla, J., Oviedo, M, Salleras, L. (2009) . "The influence of public or private paediatric health care on vaccination coverages in children in Catalonia ". The European Journal of Public Health 19. pp. 69-72. Oxford University Press. ISSN: 1101-1262 . |
168) Phillips C., Fondevila M., García-Magariños, M., Rodríguez A., Salas A., Carracedo A., Lareu M. V. (2008) . Resolving relationship tests that show ambiguous STR results using autosomal SNPs as supplementary markers Forensic Science International-Genetics 2. pp. 198-204. Elsevier Ireland Ltd. ISSN: 1872-4973 . |
169) Salas A., Vega A., García-Magariños, M., Ruibal A., Benítez J., Carracedo A. (2008) . The 'Pokemon' (ZBTB7) gene: no evidence of association with sporadic breast cancer Clinical Medicine: Oncology 2. pp. 357-362. Libertas Academica. . |
170) Martínez Calvo, Adela(2008) . Presmoothing in Functional Linear Regression Functional and Operatorial Statisticspp. 223-229. Springer Physica-Verlag Heidelberg. . |
171) Domínguez, A., Oviedo, M, Carmona, G., Batalla, J., Bruguera, M., Salleras, L., Plasència, A. (2008) . Impact and effectiveness of a mass hepatitis A vaccination programme of preadolescents seven years after introduction Vaccine 26. pp. 1737-1741. Elsevier. ISSN: 0264-410X . |
172) Oviedo, M, Muñoz, MP, Domínguez, A., Borras, E., Carmona, G. (2008) . A statistical model to estimate the impact of a hepatitis A vaccination programme Vaccine 26. pp. 6157-6164. Elsevier. ISSN: 0264-410X . |
173) Domínguez, A., Oviedo, M, Carmona, G., Jansà, JM., Borras, E., Salleras, L. (2008) . "Epidemiology of hepatitis A before and after the introduction of a universal vaccination programme in Catalonia, Spain.". Journal of Viral Hepatitis 15 (Suppl 2.). pp. 51-56. Blackwell Publishers. ISSN: 1352-0504 . |
174) Domínguez, A., Oviedo, M, Carmona, G. (2008) . "A vaccination programme of preadolescents seven years after introduction.". Vaccine 26. pp. 1737—1741. Elsevier. ISSN: 0264-410X . |
175) Castellano Méndez, M., Ruiz-Filippi, G., González-Manteiga, W., Roca, E,, Lema, J.M. (2007) . Selection of variables using factorial discriminant analysis for the state identification of an anaerobic UASB-UAF hybrid pilot plant, fed with winery effluents Water Science and Technology 56, 2. pp. 139-145. IWA Publishing. ISSN: 0273-1223 . |
176) Oviedo, M, Muñoz, MP, Domínguez, A., Carmona, G. (2006) . Estimated Incidence of Hepatitis A Virus Infection in Catalonia Annals of Epidemiology 16. pp. 812-819. Elsevier Science Inc. ISSN: 1047-2797 . |
177) Castellano Méndez, M., Aira, MJ, Iglesias, I., Jato, V., González-Manteiga, W. (2005) . Artificial neural networks as a useful tool to predict the risk level of Betula pollen in the air International Journal of Biometeorology 49. pp. 310-316. Springer. ISSN: 0020-7128 . |
178) Castellano Méndez, M., González-Manteiga, W., Febrero-Bande, M., Prada-Sánchez, J. M., Lozano Calderón, Román (2004) . Modelling of the monthly and daily behaviour of the runoff of the Xallas river using Box-Jenkins and neural networks methods Journal of Hydrology 296. pp. 38-58. Elsevier. ISSN: 0022-1694 . |
179) Ciruela, P., Izquierdo, I., Oviedo, M, Domínguez, A. (2004) . "Rotavirus y Adenovirus 40-41 como causantes de gastroenteritis infantil". Vacunas 5. pp. 16-23. Doyma. . |
180) Carmona, G., Cardeñosa, N., Oviedo, M (2004) . "Meningococcal disease in Catalonia, Spain (1990-1997)". Medicina Clínica 16. pp. 486-9.. Doyma. . |
181) Domínguez, A., Cardeñosa, N., Pañella, H., Orcau, A., Oviedo, M, Carmona, G. (2004) . "The case-fatality rate of meningococcal disease in Catalonia, 1990-1997". Scandinavian Journal of Infectious Diseases 36. pp. 274-279. Informa Healthcare. ISSN: 0036-5548 . |
CoDyNP is organized in four workpackages (WP), which are intimately interrelated, namely WP1. Complex data, WP2. Nonparametric inference, WP3. Software and WP4. Data application. The first two WPs (which comprise 4 and 3 research lines, respectively) gather the methodological objectives and some of them are joint objectives, but primarily assigned to the line where more challenges are expected. Responsibilities of PI and Co-PI will be organized by research line for WP1 and WP2, facilitating the exchange of experience between these WPs. The PI will be also the coordinator of WP3 and WP4.
Research lines in WP1. Complex data are organized according to data nature (which can be obviously combined and interrelated): incomplete (including biased, truncated and/or censored data, as well as missing data; L1.1) and aggregated data; functional and high-dimensional data (L1.2); directional data (with circular, cylindrical and toroidal data as particular/derived cases; L1.3); and spatio-temporal processes (L1.4). The PI will be responsible of L1.3 and L1.4 and the Co-PI will coordinate L1.1 and L1.2.
The second package, WP2. Nonparametric inference is set up by three research lines devoted to set estimation (L2.1; responsible PI); methods beyond mean regression (L2.2; responsible PI) and correlation distance (L2.3; responsible Co-PI).
Within WP3. Software, we aim to update and improve our R packages related to the research lines in WP1 and WP2, namely alphahull and alphahull3d for set estimation; NPCirc for circular data; DOvalidation for incomplete and aggregated data; multimode for multimodality tests, fda.usc for functional data and the more recent (HDiR) for directional highest density regions. We also aim to produce at least a package on quantile regression (BwQuant) and another one on ROC comparisons.
Regarding WP4. Data application, we will describe some areas of application within ongoing collaborations with other groups (COVID-19, medical imaging, genetics, environmental sciences, ecology, security, linguistics) all of them directly related with areas of intervention in Pillar 2 of Horizon Europe (and subsequently, with the Estrategia Española de Ciencia, Tecnología e Innovación).
Keywords: Nonparametric inference, functional data, directional data, modal regression, quantile regression, incomplete data, specification tests, set estimation, spatial processes.
Beyond all the technical challenges that the big data era brought about, in terms of data storage and data management capacity, the design and implementation of new approaches to data analysis and inference has inevitably drawn the attention of statistical research groups working on the interface between statistics and machine learning, devoted to the design and implementation of statistical tools for handling high dimensional data.
However, dealing with huge amounts of data is not the only problem that we, as statisticians, must confront in order to effectively extract information from data. Data are not only big, but complex; and complexity arises not only by their nature, but also by the dynamics they follow. Our proposal, Complex dynamics and nonparametric inference (CoDyNP) aims to provide nonparametric tools for understanding data evolution, dependence and relations (dynamics) in non-standard settings (incomplete and aggregated, functional, directional and spatio-temporal data). CoDyNP is structured in four workpackages, whose design enable us to continue exploiting our capacities and know-how in different areas (e.g. functional or directional data analysis) as well as exploring new methodologies and applications contexts (e.g. correlation distance methods, modal regression or network structures).
CoDyNP is organized in four workpackages.
- The first one considers research lines associated to the complexity of the data nature (and this lines can be obviously combined and interrelated): incomplete (including biased, truncated and/or censored data, as well as missing data; L1.1) and aggregated data; functional and high-dimensional data (L1.2); directional data (with circular, cylindrical and toroidal data as particular/derived cases; L1.3); and spatio-temporal processes (L1.4).
- The second package, WP2. Nonparametric inference is set up by three research lines devoted to set estimation (L2.1); methods beyond mean regression (L2.2) and correlation distance (L2.3).
- Within WP3. Software, we aim to update and improve our R packages related to the research lines in WP1 and WP2, namely alphahull and alphahull3d for set estimation; NPCirc for circular data; DOvalidation for incomplete and aggregated data; multimode for multimodality tests, fda.usc for functional data and the more recent (HDiR) for directional high density regions. We also aim to produce at least a package on quantile regression (BwQuant) and another one on ROC comparisons.
- Regarding WP4. Data application, we will describe some areas of application within ongoing collaborations with other groups (COVID-19, medical imaging, genetics, environmental sciences, ecology, security, linguistics) all of them directly related with areas of intervention in Pillar 2 of Horizon Europe (and subsequently, with the Estrategia Española de Ciencia, Tecnología e Innovación).
This project is a continuation from MTM2016-76969-P (Innpar2D), more details in http://eio.usc.es/pub/innpar2d/.