Essays about: "Node embedding"

Showing result 1 - 5 of 14 essays containing the words Node embedding.

  1. 1. Constructing and representing a knowledge graph(KG) for Positive Energy Districts (PEDs)

    University essay from Högskolan Dalarna/Institutionen för information och teknik

    Author : Mahtab Davari; [2023]
    Keywords : Knowledge graph; Positive Energy Districts PEDs ; longest path; Questions and Answers; Community Detection; Node Embedding; t-SNE plots; Edge Prediction;

    Abstract : In recent years, knowledge graphs(KGs) have become essential tools for visualizing concepts and retrieving contextual information. However, constructing KGs for new and specialized domains like Positive Energy Districts (PEDs) presents unique challenges, particularly when dealing with unstructured texts and ambiguous concepts from academic articles. READ MORE

  2. 2. 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. 3. Othering Heights : A critical urban approach to the narratives embedding the proposed Österskans development in Halmstad, Sweden

    University essay from Malmö universitet/Institutionen för Urbana Studier (US)

    Author : Anna Stohr; [2022]
    Keywords : Urban studies; conviviality; convivial urbanism; Halmstad; Österskans; Sweden; critical urbanism; socio-spatialisation; placemaking; urban design; social sustainability; the built environment; segregation; urbanisation; public space; cityscape; neoliberal planning; densification; social mobility; spatial theory; uneven geographical development; the right to the city; David Harvey; thinking spatially; discourse;

    Abstract : This thesis examines the proposed Österskans development in Halmstad, Sweden from the approach of critical urbanism. With a steady increase of population growth for the past decades and despite the income level of the municipality's population being above the national average - the socio-economic segregation in Halmstad is prevalent. READ MORE

  4. 4. Generating Directed & Weighted Synthetic Graphs using Low-Rank Approximations

    University essay from Linköpings universitet/Artificiell intelligens och integrerade datorsystem

    Author : Erik Lundin; [2022]
    Keywords : graphs; networks; graph generation; synthetic data; machine learning; low-rank approximation;

    Abstract : Generative models for creating realistic synthetic graphs constitute a research area that is increasing in popularity, especially as the use of graph data is becoming increasingly common. Generating realistic synthetic graphs enables sharing of the information embedded in graphs without directly sharing the original graphs themselves. READ MORE

  5. 5. An unsupervised method for Graph Representation Learning

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

    Author : Yi Ren; [2022]
    Keywords : Graph Representation Learning; unsupervised learning; machine learning;

    Abstract : Internet services, such as online shopping and chat apps, have been spreading significantly in recent years, generating substantial amounts of data. These data are precious for machine learning and consist of connections between different entities, such as users and items. READ MORE