Please use this identifier to cite or link to this item: http://hdl.handle.net/2122/6179
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dc.contributor.authorallAdelfio, Giadaen
dc.contributor.authorallChiodi, Marcelloen
dc.contributor.authorallD'Alessandro, Antonino; Istituto Nazionale di Geofisica e Vulcanologia, Sezione CNT, Roma, Italiaen
dc.contributor.authorallLuzio, Darioen
dc.date.accessioned2010-11-03T10:33:46Zen
dc.date.available2010-11-03T10:33:46Zen
dc.date.issued2010-07-21en
dc.identifier.urihttp://hdl.handle.net/2122/6179en
dc.description.abstractAbstract. Looking for curves similarity could be a complex issue characterized by subjective choices related to continuous transformations of observed discrete data (Chiodi, 1989). Waveforms correlation techniques have been introduced to charac- terize the degree of seismic event similarity (Menke, 1999) and in facilitating more accurate relative locations within similar event clusters by providing more precise timing of seismic wave (P and S) arrivals (Phillips, 1997). In this paper functional analysis (Ramsey, and Silverman, 2006) is considered to highlight common characteristics of waveforms-data and to summarize these charac- teristics by few components, by applying a variant of a classical clustering method to rotated data (Sangalli et al., 2010) according to the direction of maximum variance (i.e. based on PCA rotation of data).en
dc.language.isoEnglishen
dc.relation.ispartofAnnual Conference of the German Classification Societyen
dc.subjectFPCAen
dc.subjectWaveforms clusteringen
dc.titleClustering of Waveforms Based on FPCA Directionen
dc.typeConference paperen
dc.description.statusPublisheden
dc.subject.INGV04. Solid Earth::04.06. Seismology::04.06.99. General or miscellaneousen
dc.description.ConferenceLocationKarlsruhe (Germany)en
dc.relation.referencesCHIODI, M. (1989): The clustering of longitudinal multivariate data when time series are short, Multivariate data analysis, Ed: R.Coppi, S.bolasco. Elsevier Science Publisher B.V. (North-Holland), 445{453. MENKE, W. (1999): Using waveform similarity to constrain earthquake locations. Bull.Seismol. Soc. Am., 89, 1143{1146. PHILLIPS, W.S., HOUSE, L.S., FEHELER, J. (1997): Detailed joint structure in a geothermal reservoir from studies of induced microearthquake studies. Journal of Geophysical Research, 102, 745{763. RAMSEY, J. O. and SILVERMAN, B. W. (2006): Functional Data Analysis. Springer, New York. SANGALLI, L. M., SECCHI, P., VANTINI, S., and VITELLI, V. (2010): K-means alignment for curve clustering. Computational Statistics & Data Analysis, 54, 1219{1233.en
dc.description.fulltextopenen
dc.contributor.authorAdelfio, Giadaen
dc.contributor.authorChiodi, Marcelloen
dc.contributor.authorD'Alessandro, Antoninoen
dc.contributor.authorLuzio, Darioen
dc.contributor.departmentIstituto Nazionale di Geofisica e Vulcanologia, Sezione CNT, Roma, Italiaen
item.openairetypeConference paper-
item.cerifentitytypePublications-
item.languageiso639-1en-
item.grantfulltextopen-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
item.fulltextWith Fulltext-
crisitem.author.deptIstituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione ONT, Roma, Italia-
crisitem.author.deptIstituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione ONT, Roma, Italia-
crisitem.author.deptUniversità degli Studi di Palermo, CFTA, Palermo-
crisitem.author.orcid0000-0002-0074-3125-
crisitem.author.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.author.parentorgIstituto Nazionale di Geofisica e Vulcanologia-
crisitem.classification.parent04. Solid Earth-
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