Statistical Learning Tools For Electricity Load Forecasting(2024th Edition)
Authors:
Anestis Antoniadis ,Jairo Cugliari ,Matteo Fasiolo ,Yannig Goude ,Jean Michel Poggi
In Stock
Shipment time
Expected shipping within 2 DaysPopular items with books
Total Price:
$0
Solution Manual Includes
Price:
$9.99
Book details
ISBN: 3031603389, 978-3031603389
Book publisher: Birkhauser
Book Summary: This Monograph Explores A Set Of Statistical And Machine Learning Tools That Can Be Effectively Utilized For Applied Data Analysis In The Context Of Electricity Load Forecasting. Drawing On Their Substantial Research And Experience With Forecasting Electricity Demand In Industrial Settings, The Authors Guide Readers Through Several Modern Forecasting Methods And Tools From Both Industrial And Applied Perspectives – Generalized Additive Models (GAMs), Probabilistic GAMs, Functional Time Series And Wavelets, Random Forests, Aggregation Of Experts, And Mixed Effects Models. A Collection Of Case Studies Based On Sizable High-resolution Datasets, Together With Relevant R Packages, Then Illustrate The Implementation Of These Techniques. Five Real Datasets At Three Different Levels Of Aggregation (nation-wide, Region-wide, Or Individual) From Four Different Countries (UK, France, Ireland, And The USA) Are Utilized To Study Five Problems: Short-term Point-wise Forecasting, Selection Of Relevant Variables For Prediction, Construction Of Prediction Bands, Peak Demand Prediction, And Use Of Individual Consumer Data.This Text Is Intended For Practitioners, Researchers, And Post-graduate Students Working On Electricity Load Forecasting; It May Also Be Of Interest To Applied Academics Or Scientists Wanting To Learn About Cutting-edge Forecasting Tools For Application In Other Areas. Readers Are Assumed To Be Familiar With Standard Statistical Concepts Such As Random Variables, Probability Density Functions, And Expected Values, And To Possess Some Minimal Modeling Experience.
Frequently Bought Together
Stock Market Investing For Beginners Learn The Basics Of Stock Market Investing And Strategies In 5 Days And Learn It Well - 1st Edition
Michael Ezeanaka
ISBN: B08STXXLSJ, 979-8594021624
$0 $16.25
Quantum Physics For Beginners From Wave Theory To Quantum Computing Understanding How Everything Works By A Simplified Explanation Of Quantum Physics And Mechanics Principles - 1st Edition
Carl J. Pratt
ISBN: B08YQJD281, 979-8718003864
$0 $423.50
Financial Markets and Institutions - 12th edition
Jeff Madura
ISBN: 9781337515535, 1337099740, 1337515531, 978-1337099745
$0 $14.57
Corrosion And Its Control Of Aluminum And Magnesium Alloys Understanding Engineering And Performance - 1st Edition
Edward Ghali
ISBN: B0086XCIF8
$0 $69.45