Free Ebooks Download :

On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory

• 0
• 1
• 2
• 3
• 4
• 5

      Author: creativelivenew1   |   25 April 2024   |   : 0

Free Download Fabian Guignard, "On Spatio-Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory "
English | ISBN: 3030952304 | 2022 | 176 pages | PDF | 6 MB
The gathering and storage of data indexed in space and time are experiencing unprecedented growth, demanding for advanced and adapted tools to analyse them. This thesis deals with the exploration and modelling of complex high-frequency and non-stationary spatio-temporal data. It proposes an efficient framework in modelling with machine learning algorithms spatio-temporal fields measured on irregular monitoring networks, accounting for high dimensional input space and large data sets. The uncertainty quantification is enabled by specifying this framework with the extreme learning machine, a particular type of artificial neural network for which analytical results, variance estimation and confidence intervals are developed. Particular attention is also paid to a highly versatile exploratory data analysis tool based on information theory, the Fisher-Shannon analysis, which can be used to assess the complexity of distributional properties of temporal, spatial and spatio-temporal data sets. Examples of the proposed methodologies are concentrated on data from environmental sciences, with an emphasis on wind speed modelling in complex mountainous terrain and the resulting renewable energy assessment. The contributions of this thesis can find a large number of applications in several research domains where exploration, understanding, clustering, interpolation and forecasting of complex phenomena are of utmost importance.

Read more

Telegram Join Here

FileFox
pz4a7.rar
Rapidgator
pz4a7.rar.html
Uploadgig
pz4a7.rar

On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Torrent Download , On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Watch Free Link , On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Read Free Online , On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Download Online

On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Fast Download
On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Full Download

free On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Downloads On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Rapidgator On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Nitroflare On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Mediafire On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Uploadgig On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Mega On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, Torrent Download On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory, HitFile On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory , GoogleDrive On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory,  Please feel free to post your On Spatio–Temporal Data Modelling and Uncertainty Quantification Using Machine Learning and Information Theory Download, Tutorials, Ebook, Audio Books, Magazines, Software, Mp3, Free WSO Download , Free Courses Graphics , video, subtitle, sample, torrent, NFO, Crack, Patch,Rapidgator, mediafire,Mega, Serial, keygen, Watch online, requirements or whatever-related comments here.