Essays about: "sequential learning"

Showing result 21 - 25 of 123 essays containing the words sequential learning.

  1. 21. Insurance Fraud Detection using Unsupervised Sequential Anomaly Detection

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Anton Hansson; Hugo Cedervall; [2022]
    Keywords : Insurance Fraud Detection; Anomaly Detection; Long Short-Term Memory Networks LSTM ; Unsupervised Learning; Autoencoder AE ; Variational Autoencoder VAE ; Interpretable Machine Learning; Feature Engineering; Feature Selection; Feature Importance;

    Abstract : Fraud is a common crime within the insurance industry, and insurance companies want to quickly identify fraudulent claimants as they often result in higher premiums for honest customers. Due to the digital transformation where the sheer volume and complexity of available data has grown, manual fraud detection is no longer suitable. READ MORE

  3. 22. Hybrid Deep Learning Model for Cellular Network Traffic Prediction : Case Study using Telecom Time Series Data, Satellite Imagery, and Weather Data

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

    Author : Ali Shibli; [2022]
    Keywords : Cellular network traffic; multi-modal; satellite imagery; weather data; LSTM; CNN; time series; Trafic sur les réseaux cellulaires; multimodal; imagerie satellite; données météo; LSTM; CNN; séries temporelles; Förutsägelse av mobilnätstrafik; multimodal modell; satellitbilder; väderdata; LSTM; CNN; tidsseriein;

    Abstract : Cellular network traffic prediction is a critical challenge for communication providers, which is important for use cases such as traffic steering and base station resources management. Traditional prediction methods mostly rely on historical time-series data to predict traffic load, which often fail to model the real world and capture surrounding environment conditions. READ MORE

  4. 23. Virtual Sensing of Hauler Engine Sensors

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Muhammad Fahad Hassan Mobshar; Sebastian Hagblom; [2022]
    Keywords : Sensor Reconstruction; Embedded Machine Learning; Inductive Transfer Learning; Deviation Detection;

    Abstract : The automotive industry is becoming more dependent on sustainable and efficient systems within vehicles. With the diverse combination of conditions affecting vehicle performance, such as environmental conditions and drivers' behaviour, the interest in monitoring machine health increases. READ MORE

  5. 24. Genre style transfer : Symbolic genre style transfer utilising GAN with additional genre-enforcing discriminators

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Leif Sulaiman; Sebastian Larsson; [2022]
    Keywords : Artificial Intelligence; Machine Learning; Deep Learning; Generative Adversarial Network; Variational Autoencoder; CycleGAN; Music; Style Transfer; Neural Network;

    Abstract : Style transfer using Generative adversarial networks (GANs) has been successful in recent publications. One field in style transfer is music style transfer, in which a piece of music is transformed in some way, be it through genre-, harmonic-, rhythmic transfer, etc. READ MORE

  6. 25. Low Power Hardware Accelerator For Gated Recurrent Unit

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

    Author : Malavika Balakumar; [2022]
    Keywords : ;

    Abstract : Neural Networks are a subset of Machine Learning which are designed to recognize patterns. Recurrent Neural Networks are an important part of AI (Artificial Intelligence) which allows for short term as well as long term dependencies to be captured. READ MORE