Essays about: "SHAP-values."

Found 4 essays containing the word SHAP-values..

  1. 1. Development of a Machine Learning Survival Analysis Pipeline with Explainable AI for Analyzing the Complexity of ED Crowding : Using Real World Data collected from a Swedish Emergency Department

    University essay from KTH/Medicinteknik och hälsosystem

    Author : Tobias Haraldsson; [2023]
    Keywords : SHAP; Explainable AI; Survival Analysis; LOS; Machine Learning; ED Crowding; SHAP; Förklarbar AI; Överlevnadsanalys; LOS; Maskininlärning; Överbelastning på Akuten;

    Abstract : One of the biggest challenges in healthcare is Emergency Department (ED)crowding which creates high constraints on the whole healthcare system aswell as the resources within and can be the cause of many adverse events.Is is a well known problem were a lot of research has been done and a lotof solutions has been proposed, yet the problem still stands unsolved. READ MORE

  3. 2. Founders And Financials- Machine Learning Algorithms in Venture Capital

    University essay from Handelshögskolan i Stockholm/Institutionen för finansiell ekonomi

    Author : Viktor Lådö Naess; Emrik Stål; [2023]
    Keywords : Sweden; Venture Capital; Founder Characteristics; Entrepreneurial Finance; Machine Learning;

    Abstract : The increased usage of machine learning (ML) algorithms in venture capital investment screening poses the question of how different characteristics influence predictions. The purpose of this study is to investigate how founder and financial characteristics influence ML predictions of the raising of more than one round for Swedish startups. READ MORE

  4. 3. 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

  5. 4. A Machine Learning Estimation of the Occupancy of Padel Facilities in Sweden : An application of Random Forest algorithm on a padel booking dataset

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

    Author : Michael Johansson; Nadia Gonzálvez Läth; [2022]
    Keywords : Machine Learning; Random Forest Regression; Occupancy; Estimation; Padel; Bookings; Sweden; Evaluation Metrics; Features; SHAP; Maskininlärning; Random Forest Regression; Beläggning; Uppskattning; Padel; Bokningar; Sverige; Utvärderingsmått; Inputvärden; SHAP;

    Abstract : Padel is one of the fastest growing sports in Sweden. Its popularity rose significantly during the Covid-19 pandemic in 2020, as many other types of sport facilities closed, and people had more flexible work schedules due to remote work. READ MORE