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

Validity, Reliability, and Significance

Validity, Reliability, and Significance

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031570650
Condition
New
Product Description

This book introduces empirical methods for machine learning with a special focus on applications in natural language processing (NLP) and data science. The authors present problems of validity, reliability, and significance and provide common solutions based on statistical methodology to solve them. The book focuses on model-based empirical methods where data annotations and model predictions are treated as training data for interpretable probabilistic models from the well-understood families of generalized additive models (GAMs) and linear mixed effects models (LMEMs). Based on the interpretable parameters of the trained GAMs or LMEMs, the book presents model-based statistical tests such as a validity test that allows for the detection of circular features that circumvent learning. Furthermore, the book discusses a reliability coefficient using variance decomposition based on random effect parameters of LMEMs. Lastly, a significance test based on the likelihood ratios of nested LMEMs trained on the performance scores of two machine learning models is shown to naturally allow the inclusion of variations in meta-parameter settings into hypothesis testing, and further facilitates a refined system comparison conditional on properties of input data. The book is self-contained with an appendix on the mathematical background of generalized additive models and linear mixed effects models as well as an accompanying webpage with the related R and Python code to replicate the presented experiments. The second edition also features a new hands-on chapter that illustrates how to use the included tools in practical applications.

Available Colors
Available Sizes
1 Offer Price Range: $34.99 - $34.99
BEST PRICE

Single Product Purchase

$34.99
@ 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
$34.99 $34.99

$34.99
See Site In stock Visit Store

Similar Products

Remote Sensing Image Processing

$29.99

Knowledge-Based Driver Assistance Systems

$54.99

Languages and Compilers for Parallel Computing

$54.99

ALERT - Adverse Late Effects of Cancer Treatment

$169.99

LEAP 2011

$169.99

Geostatistics Tria '92

$84.99

Architektur und Betrieb von Rechensystemen

$69.99

Human Growth Hormone

$109.99

Reaching High Altitudes on Mars With an Inflatable Hypersonic Drag Balloon

$54.99

Wenn das Leben religis macht

$39.99

Applied Psychology Readings

$39.99

Recht fr Ingenieure

$19.99

Shaping Concepts of Technology

$109.99

Qualittsmanagement und Zertifizierung

$59.99

Special and General Relativity

$54.99

Justus von Liebig

$49.99

A Functional Biology of Free-Living Protozoa

$109.99

Umweltgerechtigkeit: Arbeit, Sozialisation, Teilhabe und Gesundheit

$17.99

Innovation und Absatz

$69.95

Multi-disciplinary Trends in Artificial Intelligence

$54.99

Journalistik und Journalismen im Wandel

$39.99

Praxiswissen Lebensmittelsensorik

$37.99

Computing Systems for Autonomous Driving

$139.99

Ethnographies of Diagnostic Work

$109.99

Granular Knowledge Cube

$54.99

Umwelt-Dialog in Unternehmen

$59.99

Current Concepts in Medical Research and Practice

$109.99

Information System Concepts: An Integrated Discipline Emerging

$169.00

Computational Science ICCS 2024

$79.99

Nuclear Medicine in Gastroenterology

$84.99

Time-Optimal Trajectory Planning for Redundant Robots

$54.99

The Persistence of Sail in the Age of Steam

$109.99

Absolute Summability of Fourier Series and Orthogonal Series

$29.99

General Theory of Irregular Curves

$39.99

Investment im Iran Investment in Iran

$49.99

World Heritage Patinas

$109.99

Problemlsen in Gruppen

$37.99

Artificial Neural Networks for the Modelling and Fault Diagnosis of Technical Processes

$84.99

Protein Kinase CK2 From Structure to Regulation

$109.99

Datenbertragung. Nachrichtentechnik in Datenfernverarbeitungssystemen

$39.99