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

Differential Privacy

Differential Privacy

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031012228
Condition
New
Product Description

Over the last decade, differential privacy (DP) has emerged as the de facto standard privacy notion for research in privacy-preserving data analysis and publishing. The DP notion offers strong privacy guarantee and has been applied to many data analysis tasks. This Synthesis Lecture is the first of two volumes on differential privacy. This lecture differs from the existing books and surveys on differential privacy in that we take an approach balancing theory and practice. We focus on empirical accuracy performances of algorithms rather than asymptotic accuracy guarantees. At the same time, we try to explain why these algorithms have those empirical accuracy performances. We also take a balanced approach regarding the semantic meanings of differential privacy, explaining both its strong guarantees and its limitations. We start by inspecting the definition and basic properties of DP, and the main primitives for achieving DP. Then, we give a detailed discussion on the the semantic privacy guarantee provided by DP and the caveats when applying DP. Next, we review the state of the art mechanisms for publishing histograms for low-dimensional datasets, mechanisms for conducting machine learning tasks such as classification, regression, and clustering, and mechanisms for publishing information to answer marginal queries for high-dimensional datasets. Finally, we explain the sparse vector technique, including the many errors that have been made in the literature using it. The planned Volume 2 will cover usage of DP in other settings, including high-dimensional datasets, graph datasets, local setting, location privacy, and so on. We will also discuss various relaxations of DP.

Available Colors
Available Sizes
1 Offer Price Range: $54.99 - $54.99
BEST PRICE

Single Product Purchase

$54.99
@ 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
$54.99 $54.99

$54.99
See Site In stock Visit Store

Similar Products

Nanocomposite and Nanocrystalline Materials and Coatings

$129.99

Learn Programming with Flash MX

$39.99

Strategisches Vertriebsmanagement

$64.99

Axiomatic choice models and duality

$39.99

Data and Applications Security and Privacy XXVIII

$39.99

Metal-Ligand Co-operativity

$299.00

Ein Leben in Balance

$17.99

Acting Presidents

$54.99

Therapie der Krankheiten im Kindes- und Jugendalter

$109.00

Quantum Chemistry of Solids

$269.00

An Introduction to Agroforestry

$449.99

Religious Pluralism

$84.99

Nonlinear Coherent Structures in Physics and Biology

$129.00

Behavioral Approaches to Crime and Delinquency

$84.99

Sustainability Assessment Tools in Higher Education Institutions

$169.99

Ein Beitrag zur aerodynamischen Optimierung von Pkw Reifen

$64.99

Physikalisch-technische Grundlagen der Rntgentherapie

$59.99

Die Acta Pacis Westphalicae Rang und geisteswissenschaftliche Bedeutung eines Editionsunternehmens u

$54.99

Advanced Drug Delivery Strategies for Targeting Chronic Inflammatory Lung Diseases

$139.99

Pediatric Acute Respiratory Distress Syndrome

$59.99

Advances in Affective and Pleasurable Design

$169.00

Die Wirkungen von Handelsliberalisierungen

$64.99

Vereinbarungen zur einheitlichen Untersuchung und Beurtheilung von Nahrungs- und Genussmitteln sowie

$59.99

Grundlagen der Datenverarbeitung

$59.99

Scalable Algorithms for Contact Problems

$109.00

Insurance, Risk Management, and Public Policy

$169.99

The Scottish Suffragettes and the Press

$79.99

National Geographic Kids: Look & Learn: Farm Animals

$3.71

300 Keywords Soziale Robotik

$24.99

Contaminated Soil 95

$129.00

Advances in Swarm Intelligence

$39.99

Unternehmen und Mythos

$59.99

Wissenschaftliches Arbeiten

$39.99

Yearbook of International Sports Arbitration 2015

$109.99

Handbook of Health Behavior Research IV

$219.99

Chemikalien in der Metallbearbeitung

$54.99

Neurobiology of Arachnids

$109.99

Synchronization Techniques for Digital Receivers

$379.99

Identifikation und Erklrung von Markenerosion

$84.99

Social Web and Health Research

$169.99