Described is a system for extracting multi-scale hierarchical clustering on customer observables (COs) data in a vehicle. The system selects a parameter for a set of incident data of COs data. Simplicial complexes are generated from the COs data based on the selected parameter. Face networks are generated from the simplicial complexes. For each face network, a set of connected components is extracted. Each connected component is transformed to a cluster of related COs, resulting in a first extracted relation between COs. The first extracted relation is used to automatically generate an alert at a client device when a second extracted relation different from the first extracted relation results from the transformation.
MULTISCALE, HIERARCHICAL CLUSTERING ON CUSTOMER OBSERVABLES USING PERSISTENT GEOMETRIC FEATURES OF CO-OCCURRENCE SIMPLICIAL COMPLEXES
MEHRSKALIGES HIERARCHISCHES CLUSTERN VON KUNDENBETRACHTUNGEN UNTER VERWENDUNG VON PERSISTENTEN GEOMETRISCHEN MERKMALEN DES KO-AUFTRETENS SIMPLIZIALER KOMPLEXE
REGROUPEMENT HIÉRARCHIQUE MULTI-ÉCHELLE SUR DES DONNÉES POUVANT ÊTRE OBSERVÉES PAR UN CLIENT À L'AIDE DE CARACTÉRISTIQUES GÉOMÉTRIQUES APPROPRIÉES DE COMPLEXES SIMPLICIAUX DE CO-OCCURRENCE
2021-10-06
Patent
Electronic Resource
English
IPC: | G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / B60R Fahrzeuge, Fahrzeugausstattung oder Fahrzeugteile, soweit nicht anderweitig vorgesehen , VEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06V / G08B SIGNALLING OR CALLING SYSTEMS , Signalisier- oder Rufsysteme |
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