Essays about: "loan decision"

Showing result 1 - 5 of 50 essays containing the words loan decision.

  1. 1. A Dual-Lens Approach to Loss Given Default Estimation: Traditional Methods and Variable Analysis

    University essay from KTH/Matematik (Avd.)

    Author : William Jaeckel; Nicolai Versteegh; [2023]
    Keywords : Loss given default; estimering; jämförande studie; variabelanalys; kreditförvaltning; utlåning till små och medelstora företag; riskanalys; Loss given default; estimering; jämförande studie; variabelanalys; kreditförvaltning; utlåning till små och medelstora företag; riskanalys;

    Abstract : This report seeks to thoroughly examine different approaches to estimating Loss Given Default through a comparison of traditional estimation methods, as well as a deeper variable analysis on micro, small, and medium-sized companies using primarily regression decision trees. The comparative study concluded that estimating loss given default depends heavily on business-specific factors and data variety. READ MORE

  3. 2. Probability of Default Machine Learning Modeling : A Stress Testing Evaluation

    University essay from Umeå universitet/Institutionen för matematik och matematisk statistik

    Author : Tobias Andersson; Mattias Mentes; [2023]
    Keywords : Probability of Default; Machine Learning; Stress Testing; Logistic Regression; Decision Tree; Random Forest; Artificial Neural Network;

    Abstract : This thesis aims to assist in the development of machine learning models tailored for stress testing. The main objective is to create models that can predict loan defaults while considering the impact of macroeconomic stress. READ MORE

  4. 3. From Data to Decision: : Using Logistic Regression to Determine Creditworthiness

    University essay from KTH/Matematisk statistik

    Author : Joel Norling; Sami Abdu; [2023]
    Keywords : Bachelor Thesis; Scorecard modeling; Mathematical Statistics; Logistic Regression; Consumer Credits; Binning; Kandidatuppsats; Scorecard-modellering; Matematisk statistik; Logistisk regression; Konsumentkrediter; Binning;

    Abstract : The development of scorecards for customer credit rating is a well-established field in the financial sector. The aim of this project, conducted in collaboration with a Swedish credit institute, was to develop a statistical model for predicting customer performance. READ MORE

  5. 4. GAN-Based Counterfactual Explanation on Images

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Ning Wang; [2023]
    Keywords : : Machine Learning; Counterfactual Explanation; GAN; DCGAN;

    Abstract : Machine learning models are widely used in various industries. However, the black-box nature of the model limits users’ understanding and trust in its inner workings, and the interpretability of the model becomes critical. READ MORE

  6. 5. Green corporate loans : A model-creating study exploring what information is used and its role when assessing green corporate loans

    University essay from Uppsala universitet/Företagsekonomiska institutionen

    Author : Maria Rydén; Lourdes Zemariam Ermias; [2023]
    Keywords : Green Finance; Green Corporate Loans; Hard Information; Soft Information; Information Asymmetry; Relationship Lending; Transactional Lending;

    Abstract : Banks have a vital role in the society-wide green transition. However, the field of green finance is relatively unexplored in academia. READ MORE