Essays about: "Kreditrisk"

Showing result 6 - 10 of 55 essays containing the word Kreditrisk.

  1. 6. Credit Exposure Modelling Using Differential Machine Learning

    University essay from Lunds universitet/Matematisk statistik

    Author : Måns Karp; Samuel Wagner; [2023]
    Keywords : Counterparty credit risk; Differential machine learning; Exposure modelling; Heston model; Option pricing; Mathematics and Statistics;

    Abstract : Exposure modelling is a critical aspect of managing counterparty credit risk, and banks worldwide invest significant time and computational resources in this task. One approach to modelling exposure involves pricing trades with a counterparty in numerous potential future market scenarios. READ MORE

  3. 7. Simulation Based Methods for Credit Risk Management in Payment Service Provider Portfolios

    University essay from KTH/Matematik (Avd.)

    Author : Knut Dahlström; Carl Forssbeck; [2023]
    Keywords : Credit Risk; Monte Carlo simulation; Importance Sampling; Merton; Kreditrisk; Monte Carlo simulation; Importance Sampling; Merton;

    Abstract : Payment service providers have unique credit portfolios with different characteristics than many other credit providers. It is therefore important to study if common credit risk estimation methods are applicable to their setting. READ MORE

  4. 8. Applying the Shadow Rating Approach: A Practical Review

    University essay from KTH/Matematik (Avd.)

    Author : Viktor Barry; Carl Stenfelt; [2023]
    Keywords : Shadow Rating; probability of default; low default portfolio; credit risk; statistical learning; financial regulation; Basel; Pluto and Tasche; Skuggrating; sannolikhet av fallissemang; lågfallissemangsportfölj; kreditrisk; statistisk inlärning; finansiella regelverk; Basel; Pluto och Tasche;

    Abstract : The combination of regulatory pressure and rare but impactful defaults together comprise the domain of low default portfolios, which is a central and complex topic that lacks clear industry standards. A novel approach that utilizes external data to create a Shadow Rating model has been proposed by Ulrich Erlenmaier. READ MORE

  5. 9. Deep Learning Approach for Time- to-Event Modeling of Credit Risk

    University essay from KTH/Matematisk statistik

    Author : Mehnaz Kazi; Natalija Stanojlovic; [2022]
    Keywords : Survival Analysis; Credit Risk; Credit Scoring; Time-To-Event; Default Probability; Överlevnadsanalys; Kreditrisk; Kreditprövning; Tid-till-utfall; Sannolikhet för fallissemang;

    Abstract : This thesis explores how survival analysis models performs for default risk prediction of small-to-medium sized enterprises (SME) and investigates when survival analysis models are preferable to use. This is examined by comparing the performance of three deep learning models in a survival analysis setting, a traditional survival analysis model Cox Proportional Hazards, and a traditional credit risk model logistic regression. READ MORE

  6. 10. Anticipating bankruptcies among companies with abnormal credit risk behaviour : Acase study adopting a GBDT model for small Swedish companies

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Simon Heinke; [2022]
    Keywords : Bankruptcy prediction; Credit risk analysis; Abnormal credit risk behaviour; Gradient boosted decision trees; SHAP-values.; Konkurs förutsägelse; Kredit riskanalys; Abnomralt kreditbeteende; Gradient baserat beslutsträd; SHAP-värden.;

    Abstract : The field of bankruptcy prediction has experienced a notable increase of interest in recent years. Machine Learning (ML) models have been an essential component of developing more sophisticated models. Previous studies within bankruptcy prediction have not evaluated how well ML techniques adopt for data sets of companies with higher credit risks. READ MORE