Barbara La Ganga

Bank of Italy

Via Nazionale 91

Rome, 00184

Italy

SCHOLARLY PAPERS

2

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Scholarly Papers (2)

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1.

Quality Checks on Granular Banking Data: An Experimental Approach Based on Machine Learning?

Bank of Italy Occasional Paper No. 547
Number of pages: 23 Posted: 28 May 2020
Fabio Zambuto, Maria Rosaria Buzzi, Giuseppe Costanzo, Marco Di Lucido, Barbara La Ganga, Pasquale Maddaloni, Fabio Papale and Emiliano Svezia
Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy and Bank of Italy
Downloads 91 (542,810)

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banking data, data quality management, outlier detection, machine learning, quantile regression, random forests

2.

A Decision-making Rule to Detect Insufficient Data Quality: An Application of Statistical Learning Techniques to the Non-performing Loans Banking Data?

Bank of Italy Occasional Paper No. 666
Number of pages: 29 Posted: 14 Feb 2022
Barbara La Ganga, Marco Orlandi, Paolo Cimbali, Marco De Leonardis, Alessio Fiume and Luciana Meoli
Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy, Bank of Italy and Bank of Italy
Downloads 61 (677,035)

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potential outliers, non-performing loans, data quality, supervised machine learning, logistic regression