Essays about: "time series clustering"

Showing result 1 - 5 of 45 essays containing the words time series clustering.

  1. 1. Compressed Machine Learning on Time Series Data

    University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

    Author : Felix Finger; Nathalie Gocht; [2020-07-08]
    Keywords : time series clustering; large scale data; machine learning; prediction; anomaly detection; compression;

    Abstract : The extent of time related data across many fields has led to substantial interestin the analysis of time series. This interest meets growing challenges to store andprocess data. While the data is collected at an exponential rate, advancements inprocessing units are slowing down. READ MORE

  2. 2. Time-Series Feature Extraction in Embedded Sensor Processing System

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

    Author : Wenyao Zhu; [2020]
    Keywords : ;

    Abstract : Embedded sensor-based systems mounted with tens or hundreds of sensors can collect enormous time-series data, while the data analysis on those time-series is commonly conducted on the remote server-side. With the development of microprocessors, there have been increasing demands to move the analysis process to the local embedded systems. READ MORE

  3. 3. Real-time forecasting of dietary habits and user health using Federated Learning with privacy guarantees

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

    Author : Sonia-Florina Horchidan; [2020]
    Keywords : Federated Learning; Time Series Forecasting; Clustering; Pattern Matching; Real-time Data Processing; Differential Privacy; Data Privacy.; Federerade Lärande; Tidsseriesprognos; Klustergruppering; Mönstermatchning; Realtidshantering av data; Differentialintegritet; Dataintegritet;

    Abstract : Modern health self-monitoring devices and applications, such as Fitbit and MyFitnessPal, empower users to take concrete actions and set fitness and lifestyle goals based on their recorded trends and statistics. Predicting such trends is beneficial in the road of achieving long-time targets, as the individuals can adjust their diets and habits at any point to guarantee success. READ MORE

  4. 4. Detecting Spruce Bark Beetle Infestations with Satellite Imagery

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

    Author : Per Emil Hammarlund; [2020]
    Keywords : ;

    Abstract : Sveaskog is Swedens largest forest owner, owning 14 percent of the Swedish forest lands. Recently, due to warmer and drier summers as a consequence of climate change, spruce bark beetles have caused damages at a massive scale. READ MORE

  5. 5. Emission Allowances in the European Union Emissions Trading System

    University essay from Handelshögskolan i Stockholm/Institutionen för finansiell ekonomi

    Author : Franziska Manke; [2020]
    Keywords : Emission Allowances; EU ETS; Volatility; GARCH; Cointegration;

    Abstract : The first part of the thesis analyses the short term behavior of daily emission allowance (EUA) log returns with a focus on volatility dynamics in the recent market environment. In this part, I present a historical overview of the European Union Emission Trading System (EU ETS), analyze the stylized facts of the time series, employ appropriate time series models, and assess model in-sample and out-of-sample performance. READ MORE