Event detection from time series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Using event segmentation to improve indexing of consumer photographs
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Time as essence for photo browsing through personal digital libraries
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Time Series Analysis: Forecasting and Control
Time Series Analysis: Forecasting and Control
Computing Geographical Scopes of Web Resources
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Text categorization by boosting automatically extracted concepts
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Bursty and Hierarchical Structure in Streams
Data Mining and Knowledge Discovery
Automatic organization for digital photographs with geographic coordinates
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Identifying similarities, periodicities and bursts for online search queries
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Web-a-where: geotagging web content
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Is It Time for a Moratorium on Metadata?
IEEE MultiMedia
Usage patterns of collaborative tagging systems
Journal of Information Science
Proceedings of the 15th international conference on World Wide Web
HT06, tagging paper, taxonomy, Flickr, academic article, to read
Proceedings of the seventeenth conference on Hypertext and hypermedia
Generating summaries and visualization for large collections of geo-referenced photographs
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Journal of Visual Communication and Image Representation
A quantitative method for revealing and comparing places in the home
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
Proceedings of the 15th international conference on Multimedia
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Gazetiki: automatic creation of a geographical gazetteer
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Can Social Tagging Improve Web Image Search?
WISE '08 Proceedings of the 9th international conference on Web Information Systems Engineering
Leveraging explicitly disclosed location information to understand tourist dynamics: a case study
Journal of Location Based Services - 4th International Conference on LBS and TeleCartography Hong Kong
PicShark: mitigating metadata scarcity through large-scale P2P collaboration
The VLDB Journal — The International Journal on Very Large Data Bases
Social ranking: uncovering relevant content using tag-based recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
Personalized, interactive tag recommendation for flickr
Proceedings of the 2008 ACM conference on Recommender systems
The benefit of additional semantics in folksonomy systems
Proceedings of the 2nd PhD workshop on Information and knowledge management
MS '08 Proceedings of the 2nd ACM workshop on Multimedia semantics
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
Acquiring Vague Temporal Information from the Web
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Classifying tags using open content resources
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Camera brand congruence in the Flickr social graph
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Semantic relation extraction from socially-generated tags: a methodology for metadata generation
DCMI '08 Proceedings of the 2008 International Conference on Dublin Core and Metadata Applications
Deducing trip related information from flickr
Proceedings of the 18th international conference on World wide web
Generic and Spatial Approaches to Image Search Results Diversification
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
How do you feel about "dancing queen"?: deriving mood & theme annotations from user tags
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Context-based ranking in folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Ontology-Based Service Discovery Front-End Interface for GloServ
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Placing flickr photos on a map
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Emergence of consensus and shared vocabularies in collaborative tagging systems
ACM Transactions on the Web (TWEB)
Reusing ontologies on the Semantic Web: A feasibility study
Data & Knowledge Engineering
Automatically Identifying Tag Types
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Conceptualization of place via spatial clustering and co-occurrence analysis
Proceedings of the 2009 International Workshop on Location Based Social Networks
Tagging and retrieving images with co-occurrence models: from corel to flickr
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Mining a Multilingual Geographical Gazetteer from the Web
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Adaptive geospatially focused crawling
Proceedings of the 18th ACM conference on Information and knowledge management
Event detection from flickr data through wavelet-based spatial analysis
Proceedings of the 18th ACM conference on Information and knowledge management
Mining tourist information from user-supplied collections
Proceedings of the 18th ACM conference on Information and knowledge management
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Sensing and predicting the pulse of the city through shared bicycling
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Enrichment and Ranking of the YouTube Tag Space and Integration with the Linked Data Cloud
ISWC '09 Proceedings of the 8th International Semantic Web Conference
Place Enrichment by Mining the Web
AmI '09 Proceedings of the European Conference on Ambient Intelligence
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Tag quality improvement for social images
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Not all tags are created equal: learning Flickr tag semantics for global annotation
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Learning similarity metrics for event identification in social media
Proceedings of the third ACM international conference on Web search and data mining
Earthquake shakes Twitter users: real-time event detection by social sensors
Proceedings of the 19th international conference on World wide web
Constructing travel itineraries from tagged geo-temporal breadcrumbs
Proceedings of the 19th international conference on World wide web
SEM: mining spatial events from the web
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Automatic construction of travel itineraries using social breadcrumbs
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Web Semantics: Science, Services and Agents on the World Wide Web
Using flickr geotags to predict user travel behaviour
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Growing a tree in the forest: constructing folksonomies by integrating structured metadata
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Tag, cloud and ontology based retrieval of images
Proceedings of the third symposium on Information interaction in context
Crowdsourcing and service delivery
IBM Journal of Research and Development
Extraction of Places Related to Flickr Tags
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Modeling people's place naming preferences in location sharing
Proceedings of the 12th ACM international conference on Ubiquitous computing
Spatio-temporal proximity and social distance: a confirmation framework for social reporting
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
Multi-dimensional keyword-based image annotation and search
Proceedings of the 2nd International Workshop on Keyword Search on Structured Data
Modeling Social Annotation: A Bayesian Approach
ACM Transactions on Knowledge Discovery from Data (TKDD)
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Modeling betweenness for question answering
ESAIR '10 Proceedings of the third workshop on Exploiting semantic annotations in information retrieval
W2Go: a travel guidance system by automatic landmark ranking
Proceedings of the international conference on Multimedia
Photo2Trip: generating travel routes from geo-tagged photos for trip planning
Proceedings of the international conference on Multimedia
ClustTour: city exploration by use of hybrid photo clustering
Proceedings of the international conference on Multimedia
Detecting events by clustering videos from large media databases
Proceedings of the 2nd ACM international workshop on Events in multimedia
Image tagging and search: a gender oriented study
Proceedings of second ACM SIGMM workshop on Social media
Automatic creation of photo books from stories in social media
Proceedings of second ACM SIGMM workshop on Social media
Survey on social tagging techniques
ACM SIGKDD Explorations Newsletter
Contextual recommendation of social updates, a tag-based framework
AMT'10 Proceedings of the 6th international conference on Active media technology
Acquiring semantic context for events from online resources
Proceedings of the 3rd International Workshop on Location and the Web
Place in perspective: extracting online information about points of interest
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
Semantic twitter: analyzing tweets for real-time event notification
BlogTalk'08/09 Proceedings of the 2008/2009 international conference on Social software: recent trends and developments in social software
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Research and applications on georeferenced multimedia: a survey
Multimedia Tools and Applications
Geotagging in multimedia and computer vision--a survey
Multimedia Tools and Applications
Social people-tagging vs. social bookmark-tagging
EKAW'10 Proceedings of the 17th international conference on Knowledge engineering and management by the masses
Mining travel patterns from GPS-tagged photos
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Mining collective local knowledge from Google MyMaps
Proceedings of the 20th international conference companion on World wide web
Geographical topic discovery and comparison
Proceedings of the 20th international conference on World wide web
STS: complex spatio-temporal sequence mining in flickr
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Mining social media to create personalized recommendations for tourist visits
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
The detection of scene features in Flickr
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
Identifying points of interest by self-tuning clustering
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Camera Brand Congruence and Camera Model Propagation in the Flickr Social Graph
ACM Transactions on the Web (TWEB)
Location-based topic evolution
Proceedings of the 1st international workshop on Mobile location-based service
Automatic creation of photo books from stories in social media
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning boundaries of vague places from noisy annotations
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Proceedings of the fifth ACM international conference on Web search and data mining
Object matching in tweets with spatial models
Proceedings of the fifth ACM international conference on Web search and data mining
Multimedia Tools and Applications
Using manual and automated annotations to search images by semantic similarity
Multimedia Tools and Applications
Finding wormholes with flickr geotags
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Bursty event detection from collaborative tags
World Wide Web
Mining Travel Patterns from Geotagged Photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Image label completion by pursuing contextual decomposability
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Data in social network analysis
ICCMSN'08 Proceedings of the First international conference on Computer-Mediated Social Networking
Learning landmarks by exploiting social media
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Tagging space from information extraction and popularity of points of interest
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
Context-aware image semantic extraction in the social web
Proceedings of the 21st international conference companion on World Wide Web
Automatic sub-event detection in emergency management using social media
Proceedings of the 21st international conference companion on World Wide Web
Enhancing the quality of place resources in geo-folksonomies
WAIM'11 Proceedings of the 2011 international conference on Web-Age Information Management
How random walks can help tourism
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Real-World behavior analysis through a social media lens
SBP'12 Proceedings of the 5th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
In & out zooming on time-aware user/tag clusters
Journal of Intelligent Information Systems
Tag-based algorithms can predict human ratings of which objects a picture shows
Multimedia Tools and Applications
Social event detection and retrieval in collaborative photo collections
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Event-based classification of social media streams
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Latent Geospatial Semantics of Social Media
ACM Transactions on Intelligent Systems and Technology (TIST)
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Making sense of location context
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
Social life logging: can we describe our own personal experience by using collective intelligence?
Proceedings of the 10th asia pacific conference on Computer human interaction
Multiple location profiling for users and relationships from social network and content
Proceedings of the VLDB Endowment
Predicting participants in public events using stock photos
Proceedings of the 20th ACM international conference on Multimedia
Photo retrieval combining ontology with visual information
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Collaboratively built semi-structured content and Artificial Intelligence: The story so far
Artificial Intelligence
GPSView: A scenic driving route planner
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Latent geographic feature extraction from social media
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
What happened near big ben: event-driven landmark mining from flickr
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Using social media to find places of interest: a case study
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Detecting Places of Interest Using Social Media
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Extraction and Compilation of Events and Sub-events from Twitter
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Geo-visual ranking for location prediction of social images
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Jointly exploiting visual and non-visual information for event-related social media retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Automated social event detection in large photo collections
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Semantic tagging on historical maps
Proceedings of the 5th Annual ACM Web Science Conference
Georeferencing Flickr resources based on textual meta-data
Information Sciences: an International Journal
The 2012 social event detection dataset
Proceedings of the 4th ACM Multimedia Systems Conference
Sub-event detection during natural hazards using features of social media data
Proceedings of the 22nd international conference on World Wide Web companion
Uncovering locally characterizing regions within geotagged data
Proceedings of the 22nd international conference on World Wide Web
Learning from the crowd: an evolutionary mutual reinforcement model for analyzing events
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Robust detection of hyper-local events from geotagged social media data
Proceedings of the Thirteenth International Workshop on Multimedia Data Mining
Picture tags and world knowledge: learning tag relations from visual semantic sources
Proceedings of the 21st ACM international conference on Multimedia
Towards precise POI localization with social media
Proceedings of the 21st ACM international conference on Multimedia
LearNext: learning to predict tourists movements
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Localization of points of interest from georeferenced and oriented photographs
Proceedings of the 2nd ACM international workshop on Geotagging and its applications in multimedia
A classification of semantic annotation systems
Semantic Web
A probablistic model for spatio-temporal signal extraction from social media
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Spatio-temporal characteristics of bursty words in Twitter streams
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Where the streets have no name: experiences in GIR for a developing country
Proceedings of the 7th Workshop on Geographic Information Retrieval
A method of Area of Interest and Shooting Spot Detection using Geo-tagged Photographs
Proceedings of The First ACM SIGSPATIAL International Workshop on Computational Models of Place
Exploration of geo-tagged photos through data mining approaches
Expert Systems with Applications: An International Journal
Methods for extracting place semantics from Flickr tags
ACM Transactions on the Web (TWEB)
HotCity: enhancing ubiquitous maps with social context heatmaps
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
Contextual object category recognition for RGB-D scene labeling
Robotics and Autonomous Systems
"Katie's Swiss Trip": A Study of Personal Event Models for Photo Sharing
International Journal on Semantic Web & Information Systems
Discovering and Characterizing Places of Interest Using Flickr and Twitter
International Journal on Semantic Web & Information Systems
A classification of semantic annotation systems
Semantic Web
Automated content labeling using context in email
Proceedings of the 17th International Conference on Management of Data
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We describe an approach for extracting semantics of tags, unstructured text-labels assigned to resources on the Web, based on each tag's usage patterns. In particular, we focus on the problem of extracting place and event semantics for tags that are assigned to photos on Flickr, a popular photo sharing website that supports time and location (latitude/longitude) metadata. We analyze two methods inspired by well-known burst-analysis techniques and one novel method: Scale-structure Identification. We evaluate the methods on a subset of Flickr data, and show that our Scale-structure Identification method outperforms the existing techniques. The approach and methods described in this work can be used in other domains such as geo-annotated web pages, where text terms can be extracted and associated with usage patterns.