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Livia De Giovanni

Livia De Giovanni
Full Professor

Areas of research: Multivariate statistical methods for the analysis of complex data, University Research and Teaching quality assessment

Main publications (last 10 years)

  • D'Urso, Pierpaolo; DE GIOVANNI, Livia; Massari, Riccardo (2020). Smoothed Self-Organizing Map for robust clustering. INFORMATION SCIENCES, p. 381-401. ISSN 0020-0255. https://doi.org/10.1016/j.ins.2019.06.038.
  • D'Urso, Pierpaolo; DE GIOVANNI, Livia; Massari, Riccardo; Sica, Francesca G. M. (2019). Cross Sectional and Longitudinal Fuzzy Clustering of the NUTS and Positioning of the Italian Regions with Respect to the Regional Competitiveness Index (RCI) Indicators with Contiguity Constraints. SOCIAL INDICATORS RESEARCH, p. 609-650. ISSN 0303-8300. https://doi.org/10.1007/s11205-019-02134-8.
  • D'Urso, Pierpaolo; DE GIOVANNI, Livia; Disegna, Marta; Massari, Riccardo (2019). Fuzzy clustering with spatial–temporal information. SPATIAL STATISTICS, p. 71-102. ISSN 2211-6753. https://doi.org/10.1016/j.spasta.2019.03.002.
  • D'Urso, Pierpaolo; DE GIOVANNI, Livia; Massari, Riccardo (2018). Robust fuzzy clustering of multivariate time trajectories. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, p. 12-38. ISSN 0888-613X. https://doi.org/10.1016/j.ijar.2018.05.002.
  • DE GIOVANNI, Livia; D'Urso, Pierpaolo (2018). Unsupervised Learning, in Wiley edited by Wiley Encyclopedia of Electrical and Electronics Engineering. John Wiley & Sons. p. 1-23. ISBN: 9780471346081. https://doi.org/10.1002/047134608X.W8379.
  • Pierpaolo, D'Urso; Riccardi, Massari; Carmela, Cappelli; DE GIOVANNI, Livia (2017). Autoregressive metric-based trimmed fuzzy clustering with an application to PM10 time series. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, p. 15-26. ISSN 0169-7439. http://dx.doi.org/10.1016/j.chemolab.2016.11.016.
  • D'Urso, Pierpaolo; Massari, Riccardo; DE GIOVANNI, Livia; Cappelli, Carmela (2017). Exponential distance-based fuzzy clustering for interval-valued data. FUZZY OPTIMIZATION AND DECISION MAKING, p. 51-70. ISSN 1568-4539. https://doi.org/10.1007/s10700-016-9238-8.
  • DE GIOVANNI, Livia; Sica, Francesca (2016). Capitale umano e attrattività dei territori Vol. II - Gli indicatori chiave del capitale umano e della ricerca. RIVISTA DI POLITICA ECONOMICA, p. 1-387. ISSN 0035-6468.
  • DE GIOVANNI, Livia; D'Urso, Pierpaolo; Massari, Riccardo (2016). GARCH-based robust clustering of time series. FUZZY SETS AND SYSTEMS, p. 1-28. ISSN 0165-0114. https://doi.org/10.1016/j.fss.2016.01.010.
  • DE GIOVANNI, Livia; P., D'Urso; R., Massari (2015). Trimmed fuzzy clustering for interval-valued data. ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, p. 21-40. ISSN 1862-5347. https://doi.org/10.1007/s11634-014-0169-3.
  • D'Urso, P.; DE GIOVANNI, Livia; Massari, R. (2015). Time series clustering by a robust autoregressive metric with application to air pollution. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, p. 107-124. ISSN 0169-7439. https://doi.org/10.1016/j.chemolab.2014.11.003.
  • DE GIOVANNI, Livia; Sica, Francesca (2014). Attrattività e competitività dei territori italiani I La metodologia di misura, II I risultati: le dimensioni dell’attrattività territoriale. RIVISTA DI POLITICA ECONOMICA, p. 13-234. ISSN 0035-6468.
  • D'Urso, P.; DE GIOVANNI, Livia (2014). Robust clustering of imprecise data. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, p. 58-80. ISSN 0169-7439. https://doi.org/10.1016/j.chemolab.2014.05.004.
  • DE GIOVANNI, Livia; Pierpaolo, D'Urso; Marta, Disegna; Riccardo, Massari (2013). Bagged Clustering and its application to tourism market segmentation. EXPERT SYSTEMS WITH APPLICATIONS, p. 4944-4956. ISSN 0957-4174. http://dx.doi.org/10.1016/j.eswa.2013.03.005.
  • Pierpaolo, Dʼurso; DE GIOVANNI, Livia; Riccardo, Massari (2013). Self-organizing maps for imprecise data. FUZZY SETS AND SYSTEMS, p. 63-89. ISSN 0165-0114. http://dx.doi.org/10.1016/j.fss.2013.09.011.
  • DE GIOVANNI, Livia; A., Callea; A., Pedon (2013). Shopping e personalità: l'influenza dei tratti caratteriali nell’acquisto patologico. MICRO & MACRO MARKETING, p. 233-250. ISSN 1121-4228.
  • P., D'Urso; DE GIOVANNI, Livia; R., Massari (2013). Noise fuzzy clustering of time series by autoregressive metric. METRON, p. 1-24. ISSN 0026-1424. https://doi.org/10.1007/s40300-013-0024-x.
  • P., D’Urso; DE GIOVANNI, Livia; E. A., Maharaj; R., Massari (2013). Wavelet-based Self-Organizing Maps for classifying multivariate time series. JOURNAL OF CHEMOMETRICS, p. 28-51. ISSN 0886-9383. https://doi.org/10.1002/cem.2565.
  • Maulucci, M.; Currò, V.; Maulucci, S.; De Rosa, E.; DE GIOVANNI, Livia (2013). Relationship between maternal pathology and infant social withdrawal: Analysis of a 268-outpatient population. OPEN JOURNAL OF PSYCHIATRY, p. 311-315. ISSN 2161-7333. https://doi.org/10.4236/ojpsych.2013.33031.
  • P. L., Conti; DE GIOVANNI, Livia; M., Naldi (2012). Estimation of traffic matrices in the presence of long memory traffic. STATISTICAL MODELLING, p. 29-65. ISSN 1471-082X. https://doi.org/10.1177/1471082X1001200103.
  • D'Urso, Pierpaolo; DE GIOVANNI, Livia; Spagnoletti, Paolo (2012). A fuzzy taxonomy for e-Health projects. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, p. 1-18. ISSN 1868-8071. https://doi.org/10.1007/s13042-012-0118-4.
  • DE GIOVANNI, Livia; P. L., Conti; M., Naldi (2012). A rank-and-compare algorithm to detect abnormally low bids in procurement auctions. ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, p. 192-203. ISSN 1567-4223. https://doi.org/10.1016/j.elerap.2011.12.008.
  • DE GIOVANNI, Livia; Pierpaolo, D'Urso (2011). Midpoint radius self-organizing maps for interval-valued data with telecommunications application. APPLIED SOFT COMPUTING, p. 3877-3886. ISSN 1568-4946. https://doi.org/10.1016/j.asoc.2011.01.006.
  • Conti, P. L; DE GIOVANNI, Livia; Naldi, M. (2010). Blind Maximum Likelihood Estimation of Traffic Matrices under Long Range Dependent Traffic. COMPUTER NETWORKS, p. 2626-2639. ISSN 1389-1286. https://doi.org/10.1016/j.comnet.2010.04.012.
  • E., DE ROSA; V., Currò; J., Wedland; S., Maulucci; DE GIOVANNI, Livia (2010). Propriétés psichométriques de l’échelle Alarme Détresse Bébé (ADBB) appliquée à 81 enfants italiens. DEVENIR, p. 197-211. ISSN 1015-8154.