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

Prominent Feature Extraction for Sentiment Analysis

Prominent Feature Extraction for Sentiment Analysis

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783319253411
Condition
New
Product Description

The objective of this monograph is to improve the performance of the sentiment analysis model by incorporating the semantic, syntactic and common-sense knowledge. This book proposes a novel semantic concept extraction approach that uses dependency relations between words to extract the features from the text. Proposed approach combines the semantic and common-sense knowledge for the better understanding of the text. In addition, the book aims to extract prominent features from the unstructured text by eliminating the noisy, irrelevant and redundant features. Readers will also discover a proposed method for efficient dimensionality reduction to alleviate the data sparseness problem being faced by machine learning model. Authors pay attention to the four main findings of the book : -Performance of the sentiment analysis can be improved by reducing the redundancy among the features. Experimental results show that minimum Redundancy Maximum Relevance (mRMR) feature selection technique improves the performance of the sentiment analysis by eliminating the redundant features. - Boolean Multinomial Naive Bayes (BMNB) machine learning algorithm with mRMR feature selection technique performs better than Support Vector Machine (SVM) classifier for sentiment analysis. - The problem of data sparseness is alleviated by semantic clustering of features, which in turn improves the performance of the sentiment analysis. - Semantic relations among the words in thetext have useful cues for sentiment analysis. Common-sense knowledge in form of ConceptNet ontology acquires knowledge, which provides a better understanding of the text that improves the performance of the sentiment analysis.

Available Colors
Available Sizes
1 Offer Price Range: $84.99 - $84.99
BEST PRICE

Single Product Purchase

$84.99
@ 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
$84.99 $84.99

$84.99
See Site In stock Visit Store

Similar Products

Measuring Up by Lily LaMotte

$13.99

Advances in Water Pollution Monitoring and Control

$169.99

Mycotoxins in Plants and Plant Products

$189.00

Industrial Productivity

$39.99

Die erste Hilfe bei pltzlichen Unglcksfllen

$54.99

Elektronische Bauelemente

$149.00

A Guide to Functional Analytic Psychotherapy

$109.99

Selbstverstndigungen

$69.99

Patrick Pearse

$119.99

Silicon Versus Carbon

$329.99

Second-order Learning in Developmental Evaluation

$54.99

Intelligent Distributed Computing XVI

$219.99

Peroxisome Proliferator-Activated Receptors

$169.99

Pixelization Paradigm

$39.99

Psychiatry and Neuroscience Update

$169.99

Die ersten Bewerbungen fr Schler und Studierende

$17.99

From Agglomeration to Innovation

$109.99

Top 50 Vocabulary Mistakes

$29.99

Ming va a la escuela

$21.95

Planning and Socioeconomic Applications

$169.99

Moderne Fertigungsverfahren der Feinwerktechnik

$49.99

Nachhaltigkeitskonomik

$29.99

Schrdinger Operators, Como 1984

$34.99

Bulimie als soziokulturelles Phnomen

$27.99

The Special Liveliness of Hooks in Popular Music and Beyond

$129.99

Transboundary Water Resources Management

$219.99

Phase-Integral Method

$39.99

Women in Governing Institutions in South Asia

$139.99

Rethinking the New Left

$54.99

Die neuesten Fortschritte in der Anwendung der Farbstoffe

$59.99

Geochemistry of Marine Humic Compounds

$109.99

Space Plasma Simulations

$84.99

So verkauft man Versicherungen

$59.99

Symmetries, Topology and Resonances in Hamiltonian Mechanics

$39.99

Unifying Petri Nets

$54.99

Solids Under High-Pressure Shock Compression

$39.99

Mastering Your PhD

$29.99

Applications of Nanomaterials in Human Health

$169.99

Identitt, Selbstverstndnis, Berufsbild

$39.99

Trauma Centers

$89.99