SKU/Artículo: AMZ-9357019510
Machine Learning Techniques for Hyperspectral Image Analysis Algorithms, Feature Engineering, and Practical Implementations
Format:
Paperback
Detalles del producto
Disponibilidad:
En stock
En stock
Peso con empaque:
0.73 kg
0.73 kg
Devolución:
Sí
Sí
Condición
Nuevo
Nuevo
Producto de:
Amazon
Amazon
Viaja desde
USA
USA
Sobre este producto
- Hyperspectral imaging (HSI) provides detailed spectral information that enables accurate material identification and scene analysis. However, the high dimensionality, spectral variability, noise, and limited labeled data associated with hyperspectral datasets pose major challenges for traditional analysis techniques. Machine learning has emerged as an effective solution to address these challenges and improve classification and interpretation performance. Machine Learning Techniques for Hyperspectral Image Analysis: Algorithms, Feature Engineering, and Practical Implementations presents a structured introduction to classical machine learning methods for hyperspectral data analysis. The book covers the complete workflow, including hyperspectral data representation, preprocessing, feature extraction, dimensionality reduction, classification, and performance evaluation. The text emphasizes widely used techniques such as PCA, ICA, MNF, Support Vector Machines, Random Forests, and ensemble learning methods, with practical insights into model selection, hyperparameter optimization, and validation strategies. Benchmark datasets and case studies are included to demonstrate real-world implementations and comparative analysis. This book is intended for students, researchers, and professionals in remote sensing, image processing, and machine learning, serving as both a learning resource and a practical reference for hyperspectral image analysis.
AR$113.239
49% OFF
AR$58.075
IMPORT EASILY
By purchasing this product you can deduct VAT with your RUT number
AR$113.239
49% OFF
AR$58.075
Pagá fácil y rápido con Mercado Pago o MODO
Llega en 8 a 12 días hábiles
con envío
Tienes garantía de entrega
Este producto viaja
de USA ![]()
a tus manos en
![]()
a tus manos en
Compra protegida
Disfruta de una experiencia de compra segura y confiable
Tarjetas de Crédito y Débito
Visa
Mastercard
American Express
Pagos a través de PayPal
Compra procesada en dólares con dinero en cuenta o tarjetas internacionales.
Paypal
Pagos a través de MODO
Compra procesada en pesos desde la App de tu banco.
PayPal
