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

Statistical Significance Testing for Natural Language Processing

Statistical Significance Testing for Natural Language Processing

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031010460
Condition
New
Product Description

Data-driven experimental analysis has become the main evaluation tool of Natural Language Processing (NLP) algorithms. In fact, in the last decade, it has become rare to see an NLP paper, particularly one that proposes a new algorithm, that does not include extensive experimental analysis, and the number of involved tasks, datasets, domains, and languages is constantly growing. This emphasis on empirical results highlights the role of statistical significance testing in NLP research: If we, as a community, rely on empirical evaluation to validate our hypotheses and reveal the correct language processing mechanisms, we better be sure that our results are not coincidental. The goal of this book is to discuss the main aspects of statistical significance testing in NLP. Our guiding assumption throughout the book is that the basic question NLP researchers and engineers deal with is whether or not one algorithm can be considered better than another one. This question drivesthe field forward as it allows the constant progress of developing better technology for language processing challenges. In practice, researchers and engineers would like to draw the right conclusion from a limited set of experiments, and this conclusion should hold for other experiments with datasets they do not have at their disposal or that they cannot perform due to limited time and resources. The book hence discusses the opportunities and challenges in using statistical significance testing in NLP, from the point of view of experimental comparison between two algorithms. We cover topics such as choosing an appropriate significance test for the major NLP tasks, dealing with the unique aspects of significance testing for non-convex deep neural networks, accounting for a large number of comparisons between two NLP algorithms in a statistically valid manner (multiple hypothesis testing), and, finally, the unique challenges yielded by the nature of the data and practices of the field.

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

Single Product Purchase

$40.50
@ Link.springer.com with extra coupon Get Coupon & BUY

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

10% OFF
This deals requires coupon Get Code Here
$40.50
See Site In stock Visit Store

Similar Products

Making a Case for Stricter Abortion Laws

$59.99

Organizational, Business, and Technological Aspects of the Knowledge Society

$109.99

Patterns of Dynamics

$109.99

Haftung und Besteuerung des Vermgensberaters

$59.99

Fallstudien zur Unternehmensfhrung

$39.99

Why Do Dogs Bark?

$3.71

Advanced Language Technologies for Digital Libraries

$69.99

Laparoscopic Entry

$109.99

Axiomatic Bargaining Game Theory

$109.99

Recent Advances in Stem Cells

$129.00

ICT and Language Learning

$54.99

Principles and Practice of Emergency Research Response

$89.99

The Doomsday Lobby

$29.99

Conflict Resolution Using the Graph Model: Strategic Interactions in Competition and Cooperation

$109.00

Notebook of Doom: Chomp of The Meat-Eating Vegetables

$4.49

Machine Learning Methods for Reverse Engineering of Defective Structured Surfaces

$69.99

Shear Thickening Fluids in Protective Applications

$139.99

Economic Policy Options for a Prosperous Nigeria

$39.99

Studies in Theoretical and Applied Statistics

$249.99

Interaktive Grobildschirme im ffentlichen Raum

$69.99

Women of Walt Disney Imagineering: 12 Women Reflect on their Trailblazing Theme Park Careers Book

$29.99

Mass Spectrometry in Anaesthesiology

$109.99

Arithmetik und Algebra

$17.99

Customer Knowledge Management

$49.99

Verhaltenstherapiemanual: Kinder und Jugendliche

$44.99

The Politics of Gender Equality

$59.99

Politischer Kampf in Lateinamerika

$74.99

Biopolitical Surveillance and Public Health in International Politics

$39.99

Es gibt Alternativen!

$69.99

Differential Geometric Methods in Theoretical Physics

$169.99

Alcohol and Sexual Violence

$139.99

The Knight Snacker

$5.99

Bioreactors and Biotransformations

$219.99

Analysis of Material Removal Processes

$54.99

Interactive Distributed Multimedia Systems and Services

$39.99

Mathematical Foundations of Computational Electromagnetism

$159.99

The Genesis and Ethos of the Market

$109.99

Reimagining the Purpose of Schools and Educational Organisations

$84.99

Prinziplsungen zur Konstruktion technischer Produkte

$299.99

Polycyclic Hydrocarbons

$109.99