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

Adversarial Machine Learning

Adversarial Machine Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783030997724
Condition
New
Product Description

A critical challenge in deep learning is the vulnerability of deep learning networks to security attacks from intelligent cyber adversaries. Even innocuous perturbations to the training data can be used to manipulate the behaviour of deep networks in unintended ways. In this book, we review the latest developments in adversarial attack technologies in computer vision; natural language processing; and cybersecurity with regard to multidimensional, textual and image data, sequence data, and temporal data. In turn, we assess the robustness properties of deep learning networks to produce a taxonomy of adversarial examples that characterises the security of learning systems using game theoretical adversarial deep learning algorithms. The state-of-the-art in adversarial perturbation-based privacy protection mechanisms is also reviewed. We propose new adversary types for game theoretical objectives in non-stationary computational learning environments. Proper quantificationof the hypothesis set in the decision problems of our research leads to various functional problems, oracular problems, sampling tasks, and optimization problems. We also address the defence mechanisms currently available for deep learning models deployed in real-world environments. The learning theories used in these defence mechanisms concern data representations, feature manipulations, misclassifications costs, sensitivity landscapes, distributional robustness, and complexity classes of the adversarial deep learning algorithms and their applications. In closing, we propose future research directions in adversarial deep learning applications for resilient learning system design and review formalized learning assumptions concerning the attack surfaces and robustness characteristics of artificial intelligence applications so as to deconstruct the contemporary adversarial deep learning designs. Given its scope, the book will be of interest to Adversarial Machine Learning practitioners and Adversarial Artificial Intelligence researchers whose work involves the design and application of Adversarial Deep Learning.

Available Colors
Available Sizes
1 Offer Price Range: $149.00 - $149.00
BEST PRICE

Single Product Purchase

$149.00
@ 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
$149.00 $149.00

$149.00
See Site In stock Visit Store

Similar Products

Ultrasound in Medicine

$39.99

Bio and Nano Packaging Techniques for Electron Devices

$169.99

Virus Diseases of Trees and Shrubs

$169.99

The New Theory of Reference

$169.99

Digital Speech Processing Using Matlab

$109.99

Pseudotyped Viruses

$199.99

Multibody Mechatronic Systems

$219.00

Introduction to the Mori Program

$109.99

ber Gurkrperchen der menschlichen Lunge

$69.99

Management and Regional Science for Economic Development

$109.99

Analyses of Turbulence in the Neutrally and Stably Stratified Planetary Boundary Layer

$109.99

Technologie der Werkstoffe

$59.99

Finite Elemente Modelle der Statik und Festigkeitslehre

$89.99

Non-Semisimple Topological Quantum Field Theories for 3-Manifolds with Corners

$39.99

Physiological Plant Ecology II

$169.99

Continuity and Discontinuity in Criminal Careers

$109.99

Existenzphilosophie

$17.99

Advances in Computer Systems Architecture

$109.99

Residual Stress, Thermomechanics & Infrared Imaging, Hybrid Techniques and Inverse Problems, Volume

$169.99

The Value of Systems and Complexity Sciences for Healthcare

$84.99

Facilitating Sustainable Innovation through Collaboration

$84.99

Informationsvermittlung im Zeitalter der Unterhaltung

$59.99

Algorithm-Driven Truss Topology Optimization for Additive Manufacturing

$89.99

Springer Series in Light Scattering

$139.99

Geometrical and Statistical Aspects of Probability in Banach Spaces

$29.99

Professionalisierung durch Supervision

$69.99

Practices in Regional Science and Sustainable Regional Development

$179.99

Society 5.0: Cyberspace for Advanced Human-Centered Society

$199.99

Communist Ghosts

$99.99

Bahrain from the Twentieth Century to the Arab Spring

$54.99

Computer Science -- Theory and Applications

$54.99

Pi

$64.99

Randwertprobleme der Mikrowellenphysik

$44.99

Family Abuse

$54.99

Chipkarten

$39.99

Vitale Architektur

$54.99

Mediterranean Rhinoplasty

$89.00

Beginning Rails

$24.99

Voices from the Front

$54.99

The Last Stand of Asian Autonomies

$19.99