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

Learning and Decision-Making from Rank Data

Learning and Decision-Making from Rank Data

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031004544
Condition
New
Product Description

The ubiquitous challenge of learning and decision-making from rank data arises in situations where intelligent systems collect preference and behavior data from humans, learn from the data, and then use the data to help humans make efficient, effective, and timely decisions. Often, such data are represented by rankings. This book surveys some recent progress toward addressing the challenge from the considerations of statistics, computation, and socio-economics. We will cover classical statistical models for rank data, including random utility models, distance-based models, and mixture models. We will discuss and compare classical and state-of-the-art algorithms, such as algorithms based on Minorize-Majorization (MM), Expectation-Maximization (EM), Generalized Method-of-Moments (GMM), rank breaking, and tensor decomposition. We will also introduce principled Bayesian preference elicitation frameworks for collecting rank data. Finally, we will examine socio-economic aspects of statistically desirable decision-making mechanisms, such as Bayesian estimators. This book can be useful in three ways: (1) for theoreticians in statistics and machine learning to better understand the considerations and caveats of learning from rank data, compared to learning from other types of data, especially cardinal data; (2) for practitioners to apply algorithms covered by the book for sampling, learning, and aggregation; and (3) as a textbook for graduate students or advanced undergraduate students to learn about the field. This book requires that the reader has basic knowledge in probability, statistics, and algorithms. Knowledge in social choice would also help but is not required.

Available Colors
Available Sizes
1 Offer Price Range: $44.99 - $44.99
BEST PRICE

Single Product Purchase

$44.99
@ 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
$44.99 $44.99

$44.99
See Site In stock Visit Store

Similar Products

Socioeconomic Change and Land Use in Africa

$54.99

Fuzzy Modeling and Fuzzy Control

$54.99

Handbuch Industrie 4.0

$89.00

China Livestreaming E-commerce Industry Insights

$64.99

Fox and His Friends

$4.46

Disaster Assistance

$14.99

Smooth Manifolds

$59.99

An Economic Theory of Cities

$54.99

Brave New Brain

$49.99

Tissue Renin-Angiotensin Systems

$219.99

Fuzzy Probability and Statistics

$109.99

Productizing Quantum Computing

$49.99

Machine Learning for Cybersecurity

$54.99

God in One Person

$44.99

Spectrum Access and Management for Cognitive Radio Networks

$109.99

Prkanzerosen und Papillomatosen der Haut

$69.99

Ergnzungen zur Experimentalphysik

$49.99

Einundzwanzigste sterreichische rztetagung Wien

$79.99

Inverse Problems in Scattering

$219.99

Analgesie und Sedierung in der Intensivmedizin

$69.99

The Sephardic Atlantic

$179.99

Management internationaler Finanz- und Whrungsrisiken

$44.99

Heat and Mass Transfer in Particulate Suspensions

$54.99

Macro-Economic Theory: A Mathematical Treatment

$74.99

History of Mathematics and Its Contexts

$129.00

Das Drama des Naturalismus

$29.99

Arbeit im Schatten

$44.99

Hormones and the Heart in Health and Disease

$219.99

Spoken Dialogue Systems Technology and Design

$219.99

Psychoanalyse in der Weiterbildung

$44.99

Aquatic Oligochaete Biology V

$219.99

Linguistic Areas

$130.00

Handbuch Europarecht

$159.99

Energy Function Analysis for Power System Stability

$229.00

Educational Aid and National Development

$14.99

The Sea of Always (Thirteen Witches Series #2) by Jodi Lynn Anderson

$17.99

Commercial Banking Risk Management

$179.99

Lift the Flap- Nursery Rhymes by Roger Priddy

$9.99

Individualdatenschutz im europischen Datenschutzrecht

$19.99

Alexander and the Wind-Up Mouse

$5.21