Essays about: "bankruptcies"

Showing result 1 - 5 of 25 essays containing the word bankruptcies.

  1. 1. Predicting bankruptcies in Swedish manufacturing firms A comparison between traditional statistical and machine learning methods

    University essay from Göteborgs universitet/Graduate School

    Author : Dennis Akgün Dehiller; Milan Arif; [2022-06-29]
    Keywords : ;

    Abstract : The purposeofthispaperistoexaminewhetherwecanpredictbankruptciesinSwedish industrial andmanufacturingSMEsbeforetheyoccur.Toconductthepredictionsweuse a traditionalstatisticalmodel,multiplediscriminantanalysis(MDA)andamoremodern machinelearningapproachinwhichweutilizesupportvectormachines(SVM). READ MORE

  3. 2. Bankruptcy determinants among Swedish SMEs : - The predictive power of financial measures

    University essay from Uppsala universitet/Företagsekonomiska institutionen

    Author : Oliver Andersson; Henning Kihlberg; [2022]
    Keywords : bankruptcy; default; probability of default; bankruptcy prediction; bankruptcy determinants; SMEs; financial measures; logistic regression;

    Abstract : The main purpose of this paper is to provide evidence of financial leverage, liquidity, profitability, and firm size ability to predict bankruptcy of Swedish small and medium-sized enterprises (SMEs), and to create a bankruptcy prediction model for Swedish SMEs. The sample consists of 1086 Swedish SMEs, among which 543 did go bankrupt between 2015 and 2019. READ MORE

  4. 3. Predicting company bankruptcy using artificial neural networks. : Visualization and ranking of key features

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

    Author : Jacob Wirgård WIklund; [2022]
    Keywords : ;

    Abstract : This paper presents a deep learning model that challenges what is known in the financial field of company bankruptcy. Specifically, a Multilayer Perceptron (MLP) model for predicting corporate bankruptcies is constructed and analyzed to visualize which input parameters that are most important for the accuracy of the model. READ MORE

  5. 4. 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

  6. 5. Bankruptcy prediction models on Swedish companies.

    University essay from Umeå universitet/Företagsekonomi

    Author : Jocelyn Charraud; Adrian Garcia Saez; [2021]
    Keywords : Bankruptcy prediction models; Ohlson model; Altman model; Zmijewski model; Sweden; logistic regression; probit regression; AUC; Youden index; Liu index;

    Abstract : Bankruptcies have been a sensitive topic all around the world for over 50 years. From their research, the authors have found that only a few bankruptcy studies have been conducted in Sweden and even less on the topic of bankruptcy prediction models. READ MORE