Copied Spatially Explicit Hyperparameter Optimization for Neural Networks
Spatially Explicit Hyperparameter Optimization for Neural Networks
Neural networks as the commonly used machine learning algorithms, such as artificial neural networks (ANNs) and convolutional neural networks (CNNs), have been extensively used in the GIScience domain to explore the nonlinear and complex geographic phenomena. However, there are a few studies that investigate the parameter settings of neural networks in GIScience. Moreover, the model performance of neural networks often depends on the parameter setting for a given dataset. Meanwhile, adjusting the parameter configuration of neural networks will increase the overall running time. Therefore, an automated approach is necessary for addressing these limitations in current studies. This book proposes an automated spatially explicit hyperparameter optimization approach to identify optimal or near-optimal parameter settings for neural networks in the GIScience field. Also, the approach improves the computing performance at both model and computing levels. This book is writtenfor researchers of the GIScience field as well as social science subjects.
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
|
|
$119.00 | $119.00 |
|
$119.00 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
Bausteine fr ein zukunftsfhiges Deutschland
$69.99
Click, Clack, Moo: Cows That Type by Doreen Cronin
$17.99
Introduction to the Mechanics of Space Robots
$169.99
Software Engineering for Multi-Agent Systems II
$54.99
African Edible Insects As Alternative Source of Food, Oil, Protein and Bioactive Components
$199.99
Introducing Relational Political Analysis
$99.00
Interrogating Models of Diversity within a Multicultural Environment
$99.99
Grundlagentexte der Medienkultur
$44.99
Naturheilverfahren
$69.99
Einfhrung in die Idiolektik
$17.99
Die experimentellen Grundlagen der Quantentheorie
$74.99
Erfolgsfaktoren der Strategieimplementierung
$79.99
Z2Z4-Linear Codes
$119.00
Prolog
$59.99
Steuerung im Konzern
$59.99
Ring Theory
$79.99
Cholesterol and Presynaptic Glutamate Transport in the Brain
$64.99
Pro JavaScript Performance
$24.99
A Beginner's Guide to Introduce Artificial Intelligence in Teaching and Learning
$54.99
Die soziale Konstruktion von Preisen
$59.99
Recent Developments and Achievements in Biocybernetics and Biomedical Engineering
$169.99
Light and Light Sources
$169.99
Medien - Codes - Menschmaschinen
$69.99
Nonoscillation Theory of Functional Differential Equations with Applications
$109.99
Enterprise and Organizational Modeling and Simulation
$39.99
Interaktives Fernsehen
$69.99
Advanced Data Mining and Applications
$109.99
EQ-5D concepts and methods:
$129.00
Auslnderberichterstattung in der Kommune
$59.99
Influenza Virus
$169.99
Digital Forensics and Watermarking
$54.99
International Perspectives on Home Education
$54.99
Statistische Thermodynamik
$64.99
Earth Systems Protection and Sustainability
$84.99
Die Bedeutung der Mechanisierung von Gewinnung, Ausbau und Versatz fr die krperliche Belastung des
$59.99
Legal Developments During 30 Years of Lithuanian Independence
$169.99
Healthcare Information Systems
$159.99
The Rema Chronicles #1: Realm of the Blue Mist
$9.74
Wie Heranwachsende zu Internetnutzern werden
$49.99
Diachronic Changes Underlying Synchronic Distribution
$119.99
