NDLI: Analysis of the Impact of a Tag Recommendation System in a Real-World Folksonomy

Please wait, while we are loading the content...

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 8

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 7

Issue 4(Special Issue on Crowd in Intelligent Systems, Research Note/Short Paper and Regular Papers), July 2016

Issue 3(Regular Papers, Survey Papers and Special Issue on Recommender System Benchmarks), April 2016

Issue 2(Special Issue on Causal Discovery and Inference), January 2016

Issue 1, October 2015

Learning to Rank from Noisy Data

Local Structure-Based Sparse Representation for Face Recognition

On Optimizing Airline Ticket Purchase Timing

Nonnegative Multiresolution Representation-Based Texture Image Classification

Multi-Keyword Multi-Click Advertisement Option Contracts for Sponsored Search

Analysis of the Impact of a Tag Recommendation System in a Real-World Folksonomy

A Hybrid Background Subtraction Method with Background and Foreground Candidates Detection

On Learning Prediction Models for Tourists Paths

Where2Stand: A Human Position Recommendation System for Souvenir Photography

Metastrategies in Large-Scale Bargaining Settings

Spatiotemporal Sequential Influence Modeling for Location Recommendations: A Gravity-based Approach

On-Device Mobile Landmark Recognition Using Binarized Descriptor with Multifeature Fusion

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 6

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 5

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 4

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 3

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 2

ACM Transactions on Intelligent Systems and Technology (TIST) : Volume 1

Analysis of the Impact of a Tag Recommendation System in a Real-World Folksonomy

Content Provider	ACM Digital Library
Author	Serra, Xavier Serrà, Joan Font, Frederic
Copyright Year	2015
Abstract	Collaborative tagging systems have emerged as a successful solution for annotating contributed resources to online sharing platforms, facilitating searching, browsing, and organizing their contents. To aid users in the annotation process, several tag recommendation methods have been proposed. It has been repeatedly hypothesized that these methods should contribute to improving annotation quality and reducing the cost of the annotation process. It has been also hypothesized that these methods should contribute to the consolidation of the vocabulary of collaborative tagging systems. However, to date, no empirical and quantitative result supports these hypotheses. In this work, we deeply analyze the impact of a tag recommendation system in the folksonomy of Freesound, a real-world and large-scale online sound sharing platform. Our results suggest that tag recommendation effectively increases vocabulary sharing among users of the platform. In addition, tag recommendation is shown to contribute to the convergence of the vocabulary as well as to a partial increase in the quality of annotations. However, according to our analysis, the cost of the annotation process does not seem to be effectively reduced. Our work is relevant to increase our understanding about the nature of tag recommendation systems and points to future directions for the further development of those systems and their analysis.
Starting Page	1
Ending Page	27
Page Count	27
File Format	PDF
ISSN	21576904
e-ISSN	21576912
DOI	10.1145/2743026
Volume Number	7
Issue Number	1
Journal	ACM Transactions on Intelligent Systems and Technology (TIST)
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2015-09-22
Publisher Place	New York
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	Folksonomy Freesound Tag recommendation Tagging systems
Content Type	Text
Resource Type	Article
Subject	Artificial Intelligence Theoretical Computer Science

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Efficient Tag Recommendation for Real-Life Data

FOLKSONOMY-BASED TAG RECOMMENDATION FOR ONLINE AUDIO CLIP SHARING

Folksonomy-based tag recommendation for online audio clip sharing.

Evaluation of Folksonomy Induction Algorithms

Improving recommendation accuracy based on item-specific tag preferences

Folksonomy link prediction based on a tripartite graph for tag recommendation

Assistive tagging: A survey of multimedia tagging with human-computer joint exploration

Folksonomy-Based Term Extraction for Word Cloud Generation

Personalized tag recommendation based on generalized rules

Analysis of the Impact of a Tag Recommendation System in a Real-World Folksonomy

Similar Documents

Efficient Tag Recommendation for Real-Life Data

FOLKSONOMY-BASED TAG RECOMMENDATION FOR ONLINE AUDIO CLIP SHARING

Folksonomy-based tag recommendation for online audio clip sharing.

Evaluation of Folksonomy Induction Algorithms

Improving recommendation accuracy based on item-specific tag preferences

Folksonomy link prediction based on a tripartite graph for tag recommendation

Assistive tagging: A survey of multimedia tagging with human-computer joint exploration

Folksonomy-Based Term Extraction for Word Cloud Generation

Personalized tag recommendation based on generalized rules

Analysis of the Impact of a Tag Recommendation System in a Real-World Folksonomy