Sökning: "Counterfactual Prediction"

Hittade 4 uppsatser innehållade orden Counterfactual Prediction.

1. 1. An Application of LatentCF++ on Providing Counterfactual Explanations for Fraud Detection

   Master-uppsats, Stockholms universitet/Institutionen för data- och systemvetenskap

   Författare :Maria-Sofia Giannopoulou; [2023]
   Nyckelord :counterfactuals; fraud detection; LatentCF ; autoencoder; one-dimensional convolutional neural network;

   Sammanfattning : The aim of explainable machine learning is to aid humans in understanding how exactly complex machine learning models work. Machine learning models have offered great performance in various areas. However, the mechanisms behind how the model works and how decisions are being made remain unknown. LÄS MER

3. 2. Does Work Sharing Work? A Two-Step Analysis on the French Work Time Reduction Experience Using Macro and Micro Data

   D-uppsats, Handelshögskolan i Stockholm/Institutionen för nationalekonomi

   Författare :Shannon Felländer Tsai; Valter Frankenberg; [2022]
   Nyckelord :Work Sharing; Work Time Reduction; Employment; Counterfactual Prediction; Synthetic Control;

   Sammanfattning : Hours per worker have steadily declined since the Industrial Revolution, which can partly be attributed to work time reduction policies. In recent years the debate and proposals of such policies have become increasingly popular. LÄS MER

4. 3. The Swedish Outdoor Smoking Ban of 2019: An Application of Synthetic Control and Matrix Completion Methods in Policy Evaluation

   D-uppsats, Handelshögskolan i Stockholm/Institutionen för nationalekonomi

   Författare :Petter Berg; Julia Blomstergren; [2021]
   Nyckelord :Tobacco Control Policy; Smoking Bans; Counterfactual Prediction; Synthetic Control; Matrix Completion;

   Sammanfattning : Smoking bans constitute an important part of the tobacco control policies used globally to improve public health. In July 2019, Sweden implemented new regulation which banned smoking in several outdoor areas nationwide, including outdoor serving areas of e.g. restaurants and bars, whose scope is unique in an international context. LÄS MER

5. 4. Counterfactual Prediction Methods for Causal Inference in Observational Studies with Continuous Treatments

   Magister-uppsats, Lunds universitet/Statistiska institutionen

   Författare :Joel Persson; [2019]
   Nyckelord :Causal Inference; Observational Study; Treatment Effects; Continuous Treatments; Dose-Response Function; Optimization; Mathematics and Statistics;

   Sammanfattning : We develop methods for estimation, inference and optimization of causal effects from observational data with continuous treatments. We present a counterfactual prediction method based on the potential outcomes framework that estimates the expected value of a potential outcome given a treatment level and confounders. LÄS MER