Essays about: "dynamic bayesian network"

Showing result 1 - 5 of 11 essays containing the words dynamic bayesian network.

1. 1. Non-Bayesian Out-of-Distribution Detection Applied to CNN Architectures for Human Activity Recognition

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

   Author : Serghei Socolovschi; [2022]
   Keywords : Human Activity Recognition; Deep Learning; Time Series; Uncertainty Estimation; Outofdistribution Detection; Convolutional Neural Network; Human Activity Recognition; Deep Learning; Tidsserie; Uppskattning av Osäkerheten; Outofdistribution Detection; Convolutional Neural Network;

   Abstract : Human Activity Recognition (HAR) field studies the application of artificial intelligence methods for the identification of activities performed by people. Many applications of HAR in healthcare and sports require the safety-critical performance of the predictive models. READ MORE

3. 2. Belief-aided Robust Control for Remote Electrical Tilt Optimization

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

   Author : Jack Jönsson; [2021]
   Keywords : Mobile Network Optimization; Remote Electrical Tilt; Robust Control; Reinforcement Learning; Partially Observable Markov Decision Process; Belief State Estimation; Bayesian Neural Network; Optimering av Mobilnätverk; Fjärrstyrning av Elektrisk Lutning; Robust Reglering; Delvis Observerbar Markovprocess; Tillståndsestimering; Bayesiskt Neuralt Nätverk;

   Abstract : Remote Electrical Tilt (RET) is a method for configuring antenna downtilt in base stations to optimize mobile network performance. Reinforcement Learning (RL) is an approach to automating the process by letting an agent learn an optimal control strategy and adapt to the dynamic environment. READ MORE

4. 3. Vehicle Collision Risk Prediction Using a Dynamic Bayesian Network

   University essay from KTH/Matematisk statistik

   Author : Jonas Lindberg; Isak Wolfert Källman; [2020]
   Keywords : Collision risk prediction; dynamic Bayesian network; sequential importance resampling; autonomous vehicles; ADAS; intelligent driver model; Förutsägelse av kollisionsrisk; dynamiskt Bayesianskt nätverk; sekventiell vägd simulering; autonoma fordon; ADAS; intelligent förarmodell;

   Abstract : This thesis tackles the problem of predicting the collision risk for vehicles driving in complex traffic scenes for a few seconds into the future. The method is based on previous research using dynamic Bayesian networks to represent the state of the system. READ MORE

5. 4. Basal Metabolic Rate (BMR) estimation using Probabilistic Graphical Models

   University essay from Uppsala universitet/Statistiska institutionen

   Author : Zara Jackson; [2019]
   Keywords : Basal Metabolic Rate; Resting Metabolic Rate; Dynamic Bayesian Networks; Temporal Models; Food Tracking; Calories; Obesity; Pymc3; Probabilistic Programming;

   Abstract : Obesity is a growing problem globally. Currently 2.3 billion adults are overweight, and this number is rising. The most common method for weight loss is calorie counting, in which to lose weight a person should be in a calorie deficit. READ MORE

6. 5. Face Verification and Open-Set Identification for Real-Time Video Applications

   University essay from Lunds universitet/Matematik LTH

   Author : Jakob Grundström; [2015]
   Keywords : computer vision; face verification; open-set identification; real-time video analysis; joint bayesian classifier; local binary pattern; convolutional neural network; fine-tuning; deep representations; Mathematics and Statistics;

   Abstract : In this work we aim to develop a video-based face verification algorithm suitable for real-time use in an embedded environment with limited space and restricted computational resources. We investigate face verification based solutions to envisioned real-time video applications that require open-set face identification. READ MORE