Predictive modeling in credit risk: a survival analysis case (Record no. 311837)

MARC details
000 -LEADER
fixed length control field 01228nam a22001937a 4500
001 - CONTROL NUMBER
control field 311837
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20260707210020.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 171206b xxu||||| |||| 00| 0 eng d
050 ## - LIBRARY OF CONGRESS CALL NUMBER
Classification number HG3751.O46 2017
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Omoga, Allan Anyona
9 (RLIN) 405932
245 ## - TITLE STATEMENT
Title Predictive modeling in credit risk: a survival analysis case
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Nairobi
Name of publisher, distributor, etc Strathmore University
Date of publication, distribution, etc 2017
300 ## - PHYSICAL DESCRIPTION
Extent viii,39p;
520 ## - SUMMARY, ETC.
Summary, etc Six survival analysis techniques are accessed by applying the techniques to a dataset consisting of 33,238 active credit facilities from a financial institution operating in Kenya. Namely, the Accelerated Failure Time (AFT) Models, Cox proportional hazard (PH) Model and the Mixture Cure Model (MCM) are considered in the comparisons. Evaluation of the techniques is conducted from a Statistical approach evaluation using the Area under the Curve (AUC) and financial evaluation using the annuity theory. The Cox Proportional Hazard (PH) and the Mixture cure model performs significantly well.<br/>URI
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Credit risk modeling
9 (RLIN) 405933
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Samuel Mwalili (Prof.)
9 (RLIN) 405934
856 ## - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://su-plus.strathmore.edu.ezproxy.library.strathmore.edu/handle/11071/5622
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Item type Thesis
CIN (SU) MWK
Course Code Master of Science in Statistical Science

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