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

Semi-Supervised Learning and Domain Adaptation in Natural Language Processing

Semi-Supervised Learning and Domain Adaptation in Natural Language Processing

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031010217
Condition
New
Product Description

This book introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these algorithms can often be improved by exploiting the marginal distribution of large amounts of unlabeled data. One reason for that is data sparsity, i.e., the limited amounts of data we have available in NLP. However, in most real-world NLP applications our labeled data is also heavily biased. This book introduces extensions of supervised learning algorithms to cope with data sparsity and different kinds of sampling bias. This book is intended to be both readable by first-year students and interesting to the expert audience. My intention was to introduce what is necessary to appreciate the major challenges we face in contemporary NLP related to data sparsity and sampling bias, without wasting too much time on details about supervised learning algorithms or particular NLP applications. I use text classification, part-of-speech tagging, and dependency parsing as running examples, and limit myself to a small set of cardinal learning algorithms. I have worried less about theoretical guarantees ("this algorithm never does too badly") than about useful rules of thumb ("in this case this algorithm may perform really well"). In NLP, data is so noisy, biased, and non-stationary that few theoretical guarantees can be established and we are typically left with our gut feelings and a catalogue of crazy ideas. I hope this book will provide its readers with both. Throughout the book we include snippets of Python code and empirical evaluations, when relevant.

Available Colors
Available Sizes
2 Offers Price Range: $19.99 - $30.00
BEST PRICE

Single Product Purchase

$19.99
@ 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
$19.99 $19.99

$19.99
See Site In stock Visit Store

Similar Products

How to Draw Fun Stuff Stroke-by-Stroke- Simple, Step-by-Step Lessons for Drawing 3D Objects, Optical Illusions, Mythical by Jonathan Stephen Harris

$21.99

Fhrung in der Polizei

$69.99

Pohls Einfhrung in die Physik

$54.99

Efficient Execution of Irregular Dataflow Graphs

$89.99

Fortschritte der Chemischen Forschung

$44.99

Climate Development and History of the North Atlantic Realm

$219.99

Molecular Conformation and Organic Photochemistry

$109.99

Regulierung und Deregulierung im Systemvergleich

$59.99

Rediscovering Apprenticeship

$84.99

Organometallic Catalysts and Olefin Polymerization

$39.99

Wahrnehmung der eigenen Prekaritt

$59.99

Atlas of Endocrine Pathology

$109.00

Sozialpsychologie und Sozialtheorie

$34.99

Der Kaiser baut frs Volk

$59.99

Ethics in Artificial Intelligence: Bias, Fairness and Beyond

$139.00

Green Business - das Milliardengeschft

$39.95

Current-Mode VLSI Analog Filters

$54.99

Information Security

$39.99

Elementary Processes in Hydrogen-Helium Plasmas

$109.99

Brian Friel's Models of Influence

$119.99

User-Driven Applications for Research and Science

$34.99

Management Strategies

$129.00

Projektmanagement treffend verpackt

$24.99

Nanoparticles

$129.00

Betreuungsrecht in der Praxis

$39.99

The Development of the Chondrocranium of Gallus gallus

$109.99

Digital Twins

$329.99

Religise Migrantengemeinden und ihre Dienstleistungen fr ltere Menschen

$79.99

Visualizing Time

$39.99

New Developments in Pseudo-Differential Operators

$109.99

How to Label a Graph

$64.99

Beneficial Microorganisms in Multicellular Life Forms

$169.99

Aligning Business Processes and Information Systems

$54.99

The Female Electrocardiogram

$109.99

Control Strategies for Robotic Exoskeletons to Assist Post-Stroke Hemiparetic Gait

$179.99

Public Health Challenges in Contemporary China

$84.99

The Best of ICCAD

$259.00

Steuerungstabellen fr Dampfmaschinen

$49.99

China Satellite Navigation Conference (CSNC) 2013 Proceedings

$169.00

Entwicklung und Transfer pflegewissenschaftlicher Konzepte in die Praxis

$44.99