Multi-Label Classification Method for Multimedia Tagging

2010 ◽  
Vol 1 (3) ◽  
pp. 57-75
Author(s):  
Aiyesha Ma ◽  
Ishwar Sethi ◽  
Nilesh Patel
Keyword(s):  
New Media ◽  
Decision Tree ◽  
Pattern Classification ◽  
Classification Method ◽  
Tag Clouds ◽  
Search Results ◽  
Tree Pattern ◽  
Media Types ◽  
Media Data ◽  
Search And Retrieval

Community tagging offers valuable information for media search and retrieval, but new media items are at a disadvantage. Automated tagging may populate media items with few tags, thus enabling their inclusion into search results. In this paper, a multi-label decision tree is proposed and applied to the problem of automated tagging of media data. In addition to binary labels, the proposed Iterative Split Multi-label Decision Tree (IS-MLT) is easily extended to the problem of weighted labels (such as those depicted by tag clouds). Several datasets of differing media types show the effectiveness of the proposed method relative to other multi-label and single label classifier methods and demonstrate its scalability relative to single label approaches.Keywords: Automated Multimedia Tagging; Community Tagging; Multi-label Classification; Multi-label Decision Tree; Pattern Classification

Multi-Label Classification Method for Multimedia Tagging

2012 ◽  
pp. 43-60
Author(s):  
Aiyesha Ma ◽  
Ishwar K. Sethi ◽  
Nilesh Patel
Keyword(s):  
New Media ◽  
Decision Tree ◽  
Classification Method ◽  
Tag Clouds ◽  
Search Results ◽  
Media Types ◽  
Media Data ◽  
Search And Retrieval

Community tagging offers valuable information for media search and retrieval, but new media items are at a disadvantage. Automated tagging may populate media items with few tags, thus enabling their inclusion into search results. In this paper, a multi-label decision tree is proposed and applied to the problem of automated tagging of media data. In addition to binary labels, the proposed Iterative Split Multi-label Decision Tree (IS-MLT) is easily extended to the problem of weighted labels (such as those depicted by tag clouds). Several datasets of differing media types show the effectiveness of the proposed method relative to other multi-label and single label classifier methods and demonstrate its scalability relative to single label approaches.

The application of AI in the aesthetic cultivation of Chinese education

2021 ◽  
pp. 1-5
Author(s):  
Yajuan Wang ◽  
Wen li ◽  
Ruifang Xu
Keyword(s):  
New Media ◽  
Decision Tree ◽  
Chinese Language ◽  
Chinese Students ◽  
Chinese Education ◽  
Coordinated Development ◽  
Language And Literature ◽  
C4.5 Algorithm ◽  
Literature Education ◽  
The Aesthetic

This article will briefly analyse the research background and research significance of the infiltration of aesthetic cultivation in Chinese language and literature education in the context of new media. And through the calculation based on decision tree and C4.5 algorithm, the paper tries to makes the construction of infiltration system of aesthetic cultivation in Chinese language and literature education in the context of new media more scientific and reasonable. This paper also analyses the main connotation and significance of aesthetic cultivation and puts forward the effective infiltration way of aesthetic cultivation in Chinese language and literature in the context of new media, aiming at promoting the comprehensive and coordinated development of Chinese students.

Research on Filtration System of Network Negative Information on the Basis of Naive Bayes

2011 ◽  
Vol 271-273 ◽  
pp. 911-916
Author(s):  
Xi Ai Yan ◽  
Jin Min Yang
Keyword(s):  
Pattern Classification ◽  
Naive Bayes ◽  
Threshold Value ◽  
Negative Information ◽  
Naïve Bayes ◽  
Classification Method ◽  
Filtration System ◽  
Strong Robustness

The difficulty of filtrating network negative information lies in how to classify information correctly. As one of the classification method with the advantage of strong robustness and good understandability in the field of pattern classification, Naïve Bayes has been used widely. A method for filtrating network negative information on the basis of Naïve Bayes, improvement proposals aiming at the disadvantages of Naïve Bayes and amelioration of erroneous judgment of negative information by setting threshold value k have been put forward in this article. The experiment shows that by adjusting threshold value k can the integrity of the system can be optimum and can favorable application effects be achieved.

Socio-Economic Processes, User Generated Content, and Media Pluralism

2018 ◽  
pp. 7270-7280 ◽  
Author(s):  
Androniki Kavoura
Keyword(s):  
New Media ◽  
New Technologies ◽  
Online Communication ◽  
Communication Technologies ◽  
Close Relation ◽  
Media Content ◽  
Political Processes ◽  
Media Pluralism ◽  
Media Types ◽  
Streaming Services

Media pluralism that is associated with the presentation of different points of view and ideas in media content, consists of a recurrent issue of discussion because it is in close relation with the socio-economic, technological and political environment within which media operate. Major developments take place with the worldwide economic instability that exists but also with the advancement of new technologies and social media that enhance online communication. This paper aims (a) to present media pluralism's components and (b) to describe the reciprocal role between media pluralism's dimensions and communication technologies, socio-economic and political processes that take place. These processes are based on the technological advancements of new media platforms such as online video platforms and streaming services as media types for online media content. In doing so, this chapter adds to the literature by illustrating the role of the abovementioned processes on media pluralism. Media pluralism is under continuous negotiation. Current real-world scenarios are discussed.

The Use of New Media Applications in Corporate Social Responsibility

2021 ◽  
pp. 274-291
Author(s):  
Eda Turanci ◽  
Nefise Sirzad
Keyword(s):  
Corporate Social Responsibility ◽  
New Media ◽  
Social Responsibility ◽  
Research Results ◽  
Different Types ◽  
Media Types ◽  
Corporate Social ◽  
Media Applications ◽  
The Impact

Corporate social responsibility is the responsibility of the corporations towards the stakeholders, the environment, and society. It covers the voluntary practices for the solution of social problems. Similar to other areas, new media applications offer new opportunities in terms of corporate social responsibility practices. In addition, it is now possible for companies to benefit from four different types of media: “paid, earned, shared, and owned media”. The purpose of this study is to reveal how corporations take advantage of paid, owned, earned, and shared media using new media applications in their social responsibility practices. For this purpose, the Vodafone Turkey Foundation's #BuMamaBenden project is selected as a case study and examined. The research results show that new media applications can be used as an effective tool to reach people. Moreover, the coordinated use of these four media types can increase the impact of corporate social responsibility projects and keeps them alive.

The Use of New Media Applications in Corporate Social Responsibility

2021 ◽  
pp. 874-891
Author(s):  
Eda Turanci ◽  
Nefise Sirzad
Keyword(s):  
Corporate Social Responsibility ◽  
New Media ◽  
Social Responsibility ◽  
Research Results ◽  
Different Types ◽  
Media Types ◽  
Corporate Social ◽  
Media Applications ◽  
The Impact

Corporate social responsibility is the responsibility of the corporations towards the stakeholders, the environment, and society. It covers the voluntary practices for the solution of social problems. Similar to other areas, new media applications offer new opportunities in terms of corporate social responsibility practices. In addition, it is now possible for companies to benefit from four different types of media: “paid, earned, shared, and owned media”. The purpose of this study is to reveal how corporations take advantage of paid, owned, earned, and shared media using new media applications in their social responsibility practices. For this purpose, the Vodafone Turkey Foundation's #BuMamaBenden project is selected as a case study and examined. The research results show that new media applications can be used as an effective tool to reach people. Moreover, the coordinated use of these four media types can increase the impact of corporate social responsibility projects and keeps them alive.

Sign in / Sign up

Export Citation Format

Share Document