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Title:
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A quality control method for fraud detection on utility customers without an active contract
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Author:
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Coma Puig, Bernat; Carmona Vargas, Josep
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Other authors:
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Universitat Politècnica de Catalunya. Departament de Ciències de la Computació; Universitat Politècnica de Catalunya. ALBCOM - Algorismia, Bioinformàtica, Complexitat i Mètodes Formals |
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Abstract:
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Fraud detection in energy consumption has proven to be a difficult problem for current techniques. In general, the approaches used in this area are restricted to compute a fraud score for each client based on its behaviour. The problem gets much more complicated on customers with no contract, since the company does not have enough information from them to compute an accurate profile. On this paper, we introduce a semi-autonomous method that combines different machine learning algorithms and human knowledge to alleviate the lack of information to build a framework that detects fraud nimbly. |
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Abstract:
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Peer Reviewed |
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Subject(s):
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-Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Aprenentatge automàtic
-Machine learning
-Energy consumption
-Fraud
-Fraud detection
-Quality control method
-Utility company
-Crime
-Energy utilization
-Learning algorithms
-Learning systems
-Human knowledge
-Aprenentatge automàtic
-Energia -- Consum
-Frau |
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Rights:
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Document type:
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Article - Submitted version
Conference Object |
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Published by:
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Association for Computing Machinery (ACM)
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