Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Grammar-Based Feature Generation for Time-Series Prediction

Grammar-Based Feature Generation for Time-Series Prediction

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789812874108
Condition
New
Product Description

This book proposes a novel approach for time-series prediction using machine learning techniques with automatic feature generation. Application of machine learning techniques to predict time-series continues to attract considerable attention due to the difficulty of the prediction problems compounded by the non-linear and non-stationary nature of the real world time-series. The performance of machine learning techniques, among other things, depends on suitable engineering of features. This book proposes a systematic way for generating suitable features using context-free grammar. A number of feature selection criteria are investigated and a hybrid feature generation and selection algorithm using grammatical evolution is proposed. The book contains graphical illustrations to explain the feature generation process. The proposed approaches are demonstrated by predicting the closing price of major stock market indices, peak electricity load and net hourly foreign exchange client trade volume. The proposed method can be applied to a wide range of machine learning architectures and applications to represent complex feature dependencies explicitly when machine learning cannot achieve this by itself. Industrial applications can use the proposed technique to improve their predictions.

Available Colors
Available Sizes
1 Offer Price Range: $39.99 - $39.99
BEST PRICE

Single Product Purchase

$39.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$39.99 $39.99

$39.99
See Site In stock Visit Store

Similar Products

Steinberg Groups for Jordan Pairs

$159.99

Architecture of Computing Systems - ARCS 2011

$39.99

Econometrics of Financial High-Frequency Data

$149.00

Peer-to-Peer with VB .NET

$54.99

Analyse der Fette und Wachsarten

$59.99

Low Pressure Plasmas and Microstructuring Technology

$219.99

Die Algen

$44.99

Dialogische Introspektion

$39.99

Aging Phenomena

$109.99

Wartime Schooling and Education Policy in the Second World War

$54.99

Elements of Adaptive Testing

$119.00

Introduction to Chemical Process Technology

$219.99

Die Lean-Methode im Krankenhaus

$29.99

Information Geometry

$64.99

Fairy-Tale Puppy Picnic: A Branches Book (The Party Diaries #4)

$5.24

Regional Science in Developing Countries

$74.99

54. Jahrestagung

$59.99

Festkrperprobleme 11

$54.99

The Globalization of Multinational Enterprise Activity and Economic Development

$109.99

Post-9/11 Historical Fiction and Alternate History Fiction

$54.99

Die elektrolytischen Metallniederschlge

$49.99

Earthquake Resistant Buildings

$189.00

The Plant Endoplasmic Reticulum

$129.00

Unidos o nada: Explora bancos de peces (El autobus mgico vuelve a despegar)

$4.49

Hydrological, Geochemical and Geophysical Changes Related to Earthquakes and Slow-Slip Events

$54.99

Jost Functions in Quantum Mechanics

$199.99

Jugendgewalt

$49.99

Dynamics of Rotors and Foundations

$119.00

Under a Crimson Sun

$29.99

Hydrostatische Fhrungen und Lager

$149.99

Dilthey und die Hermeneutik

$79.99

Vom Prinzip des Maes in Lessings Kritik

$44.99

Cysticercosis of the Human Nervous System

$109.99

Blickverhalten von Konsumenten

$59.99

Searches for Supersymmetric Particles in Final States with Multiple Top and Bottom Quarks with the A

$84.99

Lehrbuch und Atlas der Spaltlampenmikroskopie des Lebenden Auges

$64.99

Judicial Practice, Customary International Criminal Law and Nullum Crimen Sine Lege

$139.99

Instruktions-Buch fr die Berliner Feuerwehr

$69.99

Plant-Based Therapeutics, Volume 1

$199.99

The Development of the Vertebrate Retina

$54.99