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

Multimodal Learning toward Micro-Video Understanding

Multimodal Learning toward Micro-Video Understanding

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031022555
Condition
New
Product Description

Micro-videos, a new form of user-generated contents, have been spreading widely across various social platforms, such as Vine, Kuaishou, and Tik Tok. Different from traditional long videos, micro-videos are usually recorded by smart mobile devices at any place within a few seconds. Due to its brevity and low bandwidth cost, micro-videos are gaining increasing user enthusiasm. The blossoming of micro-videos opens the door to the possibility of many promising applications, ranging from network content caching to online advertising. Thus, it is highly desirable to develop an effective scheme for the high-order micro-video understanding. Micro-video understanding is, however, non-trivial due to the following challenges: (1) how to represent micro-videos that only convey one or few high-level themes or concepts; (2) how to utilize the hierarchical structure of the venue categories to guide the micro-video analysis; (3) how to alleviate the influence of low-quality caused by complex surrounding environments and the camera shake; (4) how to model the multimodal sequential data, {i.e.}, textual, acoustic, visual, and social modalities, to enhance the micro-video understanding; and (5) how to construct large-scale benchmark datasets for the analysis? These challenges have been largely unexplored to date. In this book, we focus on addressing the challenges presented above by proposing some state-of-the-art multimodal learning theories. To demonstrate the effectiveness of these models, we apply them to three practical tasks of micro-video understanding: popularity prediction, venue category estimation, and micro-video routing. Particularly, we first build three large-scale real-world micro-video datasets for these practical tasks. We then present a multimodal transductive learning framework for micro-video popularity prediction. Furthermore, we introduce several multimodal cooperative learning approaches and a multimodal transfer learning scheme for micro-video venue category estimation. Meanwhile, we develop a multimodal sequential learning approach for micro-video recommendation. Finally, we conclude the book and figure out the future research directions in multimodal learning toward micro-video understanding.

Available Colors
Available Sizes
1 Offer Price Range: $49.99 - $49.99
BEST PRICE

Single Product Purchase

$49.99
@ 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
$49.99 $49.99

$49.99
See Site In stock Visit Store

Similar Products

Toward a Reflexive Political Sociology of the European Union

$109.99

Consciousness, Cognitive Schemata, and Relativism

$109.99

Entscheidungs- und Anlageverhalten von Privatinvestoren

$64.99

Computer-Assisted Neurosurgery

$54.99

Europischer Journalismus

$59.99

Die Entstehung des Neuen in der Adoleszenz

$54.99

Evolutionary Equations with Applications in Natural Sciences

$54.99

Der Code der Mathematik

$34.99

Strategisches Innovations-Management in konvergierenden Mrkten

$59.99

Gewerbliche Schutzrechte im Innovationsprozess

$59.99

Energie als Indikator und Promotor wirtschaftlicher Evolution

$49.99

Laser Optoelectronic Oscillators

$139.00

Reimagining Curriculum Studies

$129.99

Eine Vergleichende Statistik der in 5 Kriegsjahren (19141919) und 5 Friedensjahren (19091914) Sezi

$54.99

Scarce Natural Resources, Recycling, Innovation and Growth

$54.99

Centromeres and Kinetochores

$249.99

Conducting Quantitative Research in Education

$129.99

Wolfram von Eschenbach

$19.99

Static Analysis

$39.99

Das Neue in ?onomie und Management

$49.99

Das natrliche Masystem

$49.99

Ergebnisse der Inneren Medizin und Kinderheilkunde

$59.99

TVD-Kommentar

$139.00

Stereoselective Desymmetrization Methods in the Assembly of Complex Natural Molecules

$109.99

Korrespondenzbausteine Franzsisch

$84.99

Difference Equations and Discrete Dynamical Systems with Applications

$129.00

Shock-Induced Chemistry

$109.00

Metadata and Semantics Research

$54.99

Soviet Communal Living

$54.99

Fuzzy System Identification and Adaptive Control

$159.99

The Second Cognitive Revolution

$109.00

Interaktionsqualitt und Kundenintegrationsverhalten

$74.99

Heart Hypertrophy and Failure

$379.99

Satellite Beacons Observations from 1964 to 1970

$109.99

Computational Vision and Bio-Inspired Computing

$219.99

Halbseitenlhmung: Hilfe zur Selbsthilfe

$29.99

Learn VB .NET Through Game Programming

$44.99

Advances in Structural Engineering

$219.99

Nonreligious Imaginaries of World Repairing

$139.99

Right-to-Work Laws and the Crumbling of American Public Health

$54.99