Essays about: "transactional customer"

Showing result 1 - 5 of 20 essays containing the words transactional customer.

  1. 1. RNN-based Graph Neural Network for Credit Load Application leveraging Rejected Customer Cases

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Oskar Nilsson; Benjamin Lilje; [2023]
    Keywords : Machine Learning; Deep Learning; Reject Inference; GNN; GCN; Graph Neural Networks; RNN; Recursive Neural Network; LSTM; Semi-Supervised Learning; Encoding; Decoding; Feature Elimination;

    Abstract : Machine learning plays a vital role in preventing financial losses within the banking industry, and still, a lot of state of the art and industry-standard approaches within the field neglect rejected customer information and the potential information that they hold to detect similar risk behavior.This thesis explores the possibility of including this information during training and utilizing transactional history through an LSTM to improve the detection of defaults. READ MORE

  3. 2. Machine learning for detecting financial crime from transactional behaviour

    University essay from Uppsala universitet/Signaler och system

    Author : Markus Englund; [2023]
    Keywords : machine learning; deep learning; financial crime; time series; time series classification; XGBoost; maskininlärning; djupinlärning; finansiell brottslighet; tidsserier; klassificering av tidsserier; XGBoost;

    Abstract : Banks and other financial institutions are to a certain extent obligated to ensure that their services are not utilized for any type of financial crime. This thesis investigates the possibility of analyzing bank customers' transactional behaviour with machine learning to detect if they are involved in financial crime. READ MORE

  4. 3. Visualization of High Load Transactional Data

    University essay from Lunds universitet/Certec - Rehabiliteringsteknik och Design; Lunds universitet/Ergonomi och aerosolteknologi

    Author : David Ravanelli; Anna Hjalmarsson Flodkvist; [2023]
    Keywords : Technology and Engineering;

    Abstract : IKEA is a Swedish company that has been the largest retailer of furniture for the past fifteen years. Selling orders worth EUR 44.6 billion in 2022, IKEA has to meet great logistic needs in order to maintain a functioning business. READ MORE

  5. 4. Predicting Customer Churn in E-commerce Using Statistical Modeling and Feature Importance Analysis : A Comparison of Random Forest and Logistic Regression Approaches

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

    Author : Amanda Rudälv; [2023]
    Keywords : Customer behavior; E-commerce; Churn prediction; Statistical model; Machine learning; Random forest; Logistic regression; Feature importance; Kundbeteende; E-handel; Kundbortfall; Statistisk modell; Maskininlärning; Random forest; Logistisk regression; Variabelsignifikans;

    Abstract : While operating in online markets offers opportunities for expanded assortment and convenience, it also poses challenges such as increased competition and the need to build personal relationships with customers. Customer retention be- comes crucial in maintaining a successful business, emphasizing the importance of understanding customer behavior. READ MORE

  6. 5. Transforming towards “PaaS” offerings : Areas of concern for OEMs & Transformation Readiness Scale

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Ali Jumaa; [2022]
    Keywords : ;

    Abstract : The purpose of the project is to investigate and gain knowledge about the process of transforming OEMs’ business structures from a transactional business to a result-oriented product service system or a performance as a service offering. Companies from various market segments have started to offer their customers result-oriented offerings to prolong the life cycle of their products and promote longer customer relationships to secure future business. READ MORE