, Findings on Entity-level Event Impact Analytics, vol.85
Ongoing Work -Patterns in Event Evolution, vol.87 ,
89 7.3.1 Discovery and Explanation of Societal Perception ,
2 1.2 Overview of the conceptual approach based on entity-level analytics ,
16 2.2 SVM hyperplane with margin for a binary classification problem, p.20, 2011. ,
23 4.1 Diffusion of events to different language communities in Wikipedia; the clock symbol denotes the real world occurrence of an event, p.42 ,
, Outlink-based graph G link at snapshot t
Entity-level (semantic) graph G sem at snapshot t, vol.46 ,
, Conceptual approach behind the linked-based prediction methods, p.48
, US-Mexico diplomatic crisis in 2017". (Graphical elements via Wikimedia Commons), Conceptual approach of the ELEVATE pipeline illustrating the event on the
, Multi-label classifier for event spread prediction using one-against-all problem transformation, i.e., a set of classifiers select the languages to be included in event spread
, Taxonomy of different kinds of events from the perspective of societal relevance
, Graphical representation of the evolution of event parameters, p.58
, An illustration on aligning Web contents onto a fine-grained type hierarchy 68
, 2 An example on a small fragment of our type hierarchy illustrating the computation of a type score vector for an entity
, An illustration of the computation of semantic fingerprint for a document, p.71
, Conceptual approach by the example of a document of type club, p.73
,
78 6.2 Conceptual approach of the ELEVATE-live pipeline illustrated by a Brexit related news article ,
, An illustration depicting the exploration of news article virality with the help of ELEVATE-live
, Country-specific viral/relevant news assessment
, An RDF graph example -RDF triples for resource Albert_Einstein in DBpedia; dbr and dbo, stand for DBpedia resource, and ontology/schema, respectively
, An RDFS definition example -RDF triples specifying a segment of DBpedia ontology/schema
Taxonomy of various event detection techniques, p.27 ,
31 3.3 A comparative depiction of various type classification works on entity and document levels ,
, YAGO relations used for entity-level analytics
, Temporal evolution of prediction parameters
, Macro-average scores for the adjusted threshold based models after 5 days (#PC: number of predictions)
, Macro-average scores for the adjusted threshold based models after 10 days (#PC: number of predictions)
, Macro-average scores for the adjusted threshold based models after 20 days (#PC: number of predictions)
, Micro-average scores for the adjusted threshold based models after 5 days (#PC: number of predictions)
, Micro-average scores for the adjusted threshold based models after 10 days (#PC: number of predictions), p.61
, Micro-average scores for the adjusted threshold based models after 20 days (#PC: number of predictions), p.61
, Macro-average scores for the machine learning approach after 5 days (#PC: number of predictions)
, Macro-average scores for the machine learning approach after 10 days (#PC: number of predictions)
, Macro-average scores for the machine learning approach after 20 days (#PC: number of predictions)
, Micro-average scores for the machine learning approach after 5 days (#PC: number of predictions)
, Micro-average scores for the machine learning approach after 10 days (#PC: number of predictions)
, Micro-average scores for the machine learning approach after 20 days (#PC: number of predictions)
, Number of predicted languages per method
Macro-average scores for document type classification, p.75 ,
Micro-average scores for document type classification, p.75 ,
, Micro and macro-average scores for the ELEVATE-live prediction models 84
Friends and neighbors on the web, Social Networks, vol.25, issue.3, pp.211-230, 2003. ,
Wikitopics: What is popular on wikipedia and why, Proceedings of the Workshop on Automatic Summarization for Different Genres, Media, and Languages, WASDGML '11, pp.33-40, 2011. ,
An OntologyDriven Approach for Semantic Annotation of Documents with Specific Concepts, The Semantic Web. Latest Advances and New Domains. 13th ESWC 2016, pp.609-624, 2016. ,
Ontologybased text classification into dynamically defined topics, 2014 IEEE International Conference on Semantic Computing, pp.273-278, 2014. ,
Crowd mining, Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, SIGMOD '13, pp.241-252, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00874443
Dense subgraph maintenance under streaming edge weight updates for real-time story identification, Proc. VLDB Endow, vol.5, pp.574-585, 2012. ,
A survey of techniques for event detection in twitter, Computational Intelligence, vol.31, issue.1, pp.132-164, 2013. ,
Dbpedia: A nucleus for a web of open data, ISWC/ASWC, pp.722-735, 2007. ,
Who to follow and why: Link prediction with explanations, Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '14, pp.1266-1275, 2014. ,
Tents, tweets, and events: The interplay between ongoing protests and social media, Journal of Communication, vol.65, issue.2, pp.320-350, 2015. ,
URL : https://hal.archives-ouvertes.fr/halshs-01241882
The semantic web, Scientific american, vol.284, issue.5, pp.34-43, 2001. ,
Natural Language Processing with Python, 2009. ,
Dbpedia -a crystallization point for the web of data, Web Semantics: Science, Services and Agents on the World Wide Web, vol.7, issue.3, pp.154-165, 2009. ,
Linked data: The story so far, Semantic services, interoperability and web applications: emerging concepts, pp.205-227, 2011. ,
Freebase: A collaboratively created graph database for structuring human knowledge, Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, SIGMOD '08, vol.45, pp.5-32, 2001. ,
Forecasting social unrest using activity cascades, PLOS ONE, vol.10, issue.6, pp.1-27, 2015. ,
Harnessing linked knowledge sources for topic classification in social media, Proceedings of the 24th ACM Conference on Hypertext and Social Media, HT '13, pp.41-50, 2013. ,
Predicting socio-economic indicators using news events, Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '16, pp.1455-1464, 2016. ,
DOI : 10.1145/2939672.2939817
Detecting and characterizing events, Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, pp.1142-1152, 2016. ,
DOI : 10.18653/v1/d16-1122
URL : https://doi.org/10.18653/v1/d16-1122
Event detection from flickr data through wavelet-based spatial analysis, Proceedings of the 18th ACM conference on Information and knowledge management, vol.2, pp.523-532, 2009. ,
Can cascades be predicted?, Proceedings of the 23rd International Conference on World Wide Web, WWW '14, pp.925-936, 2014. ,
DOI : 10.1145/2566486.2567997
URL : http://arxiv.org/pdf/1403.4608
Computational fact checking from knowledge networks, PLOS ONE, vol.10, issue.6, pp.1-13, 2015. ,
DOI : 10.1371/journal.pone.0128193
URL : https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0128193&type=printable
Hierarchical structure and the prediction of missing links in networks, Nature, vol.453, issue.7191, 2008. ,
Support-vector networks, Machine Learning, vol.20, issue.3, pp.273-297, 1995. ,
Entity query feature expansion using knowledge base links, Proceedings of the 37th International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR '14, pp.365-374, 2014. ,
DOI : 10.1145/2600428.2609628
URL : http://maroo.cs.umass.edu/pub/web/getpdf.php?id=1143
Query expansion and classification of retrieved documents, TREC, pp.382-389, 1998. ,
Coupledlp: Link prediction in coupled networks, Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '15, pp.199-208, 2015. ,
The big data of violent events: algorithms for association analysis using spatio-temporal storytelling, GeoInformatica, vol.20, issue.4, pp.879-921, 2016. ,
Using WordNet for Text Categorization, Int. Arab J. Inf. Technol, vol.5, pp.16-24, 2008. ,
Does bad news spread faster, 2017 International Conference on Computing, Networking and Communications (ICNC), pp.793-797, 2017. ,
A language-independent neural network for event detection, Science China Information Sciences, vol.61, issue.9, p.92106, 2018. ,
TAGME: on-the-fly annotation of short text fragments (by wikipedia entities), Proceedings of the 19th ACM Conference on Information and Knowledge Management, CIKM 2010, pp.1625-1628, 2010. ,
How much is wikipedia lagging behind news?, Proceedings of the ACM Web Science Conference, p.28, 2015. ,
DOI : 10.1145/2786451.2786460
URL : http://arxiv.org/pdf/1703.10345
Incorporating non-local information into information extraction systems by gibbs sampling, Proceedings of the 43rd annual meeting on association for computational linguistics, pp.363-370, 2005. ,
DOI : 10.3115/1219840.1219885
URL : http://dl.acm.org/ft_gateway.cfm?id=1219885&type=pdf
A Synopsis of Linguistic Theory, pp.1930-1955, 1957. ,
Fine grained classification of named entities, Proceedings of the 19th International Conference on Computational Linguistics, vol.1, pp.1-7, 2002. ,
, Graph-based breaking news detection on wikipedia. Wiki Workshop, ICWSM 2016, vol.6, p.1, 2016.
Analyzing and visualizing news spread based on images in social media networks, Proceedings of the 10th ACM SIGCOMM Conference on Internet Measurement, IMC '10, pp.35-47, 2010. ,
ELEVATE: A Framework for Entity-level Event Diffusion Prediction into Foreign Language Communities, Proceedings of the 9th International ACM Web Science Conference (WebSci '17), pp.111-120, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01663062
ELEVATE-Live: Assessment and Visualization of Online News Virality via Entity-Level Analytics, Proceedings of the 18th International Conference on Web Engineering, pp.482-486, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01922162
Semantic Fingerprinting: A Novel Method for Entity-Level Content Classification, Proceedings of the 18th International Conference on Web Engineering, pp.279-287, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01922154
, Entity-level event impact analytics, WSTNET Web Science Summer School, 2018.
Investigating causal relations by econometric models and cross-spectral methods, Econometrica, vol.37, issue.3, pp.424-438, 1969. ,
Node2vec: Scalable feature learning for networks, Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '16, pp.855-864, 2016. ,
, Good Friends, Bad News -Affect and Virality in Twitter, pp.34-43, 2011.
Toward future scenario generation: Extracting event causality exploiting semantic relation, context, and association features, Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, vol.1, pp.987-997, 2014. ,
The random subspace method for constructing decision forests, IEEE Trans. Pattern Anal. Mach. Intell, vol.20, issue.8, pp.832-844, 1998. ,
Robust disambiguation of named entities in text, Conference on Empirical Methods in Natural Language Processing (EMNLP), pp.782-792, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-01122678
YAGO2: A spatially and temporally enhanced knowledge base from wikipedia, Artificial Intelligence, vol.194, pp.28-61, 2013. ,
Stics: Searching with strings, things, and cats, Proceedings of the 37th International ACM SI-GIR Conference on Research & Development in Information Retrieval, SIGIR '14, pp.1247-1248, 2014. ,
Using cross-entity inference to improve event extraction, Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, vol.1, pp.1127-1136, 2011. ,
Ontologies improve text document clustering, Proceedings of the Third IEEE International Conference on Data Mining, ICDM '03, p.541, 2003. ,
Mining history with le monde, Proceedings of the 2013 Workshop on Automated Knowledge Base Construction, AKBC '13, pp.49-54, 2013. ,
Event detection in twitter using aggressive filtering and hierarchical tweet clustering, Second Workshop on Social News on the Web (SNOW), vol.37, pp.547-579, 1901. ,
Mapping temporal horizons: Analysis of collective future and past related attention in twitter, Proceedings of the 24th International Conference on World Wide Web, WWW '15, pp.484-494, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01195687
Text categorization with support vector machines: Learning with many relevant features, Proceedings of the 22Nd International Conference on World Wide Web, WWW '13 Companion, pp.137-142, 1998. ,
Effective use of word order for text categorization with convolutional neural networks, 2014. ,
Bag of tricks for efficient text classification, 2016. ,
Predicting crowd behavior with big public data, Proceedings of the 23rd International Conference on World Wide Web, 2014. ,
, Companion, pp.625-630
A new approach to linear filtering and prediction problems, Transactions of the ASME-Journal of Basic Engineering, vol.82, pp.35-45, 1960. ,
Predicting the popularity of news articles, Proceedings of the 2016 SIAM International Conference on Data Mining, pp.441-449, 2016. ,
The Network Completion Problem: Inferring Missing Nodes and Edges in Networks, pp.47-58, 2011. ,
Convolutional neural networks for sentence classification, 2014. ,
Recurrent convolutional neural networks for text classification, AAAI, vol.333, pp.2267-2273, 2015. ,
Event specific multimodal pattern mining for knowledge base construction, Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, vol.1, pp.73-82, 2013. ,
A probabilistic model for retrospective news event detection, Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR '05, pp.106-113, 2005. ,
Using document level crossevent inference to improve event extraction, Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL '10, pp.789-797, 2010. ,
The linkprediction problem for social networks, Journal of the American Society for Information Science and Technology, vol.58, issue.7, pp.1019-1031, 2007. ,
Support vector machines and word2vec for text classification with semantic features, 2015 IEEE 14th International Conference on Cognitive Informatics Cognitive Computing (ICCI*CC), pp.136-140, 2015. ,
Learning entity and relation embeddings for knowledge graph completion, AAAI, vol.15, pp.2181-2187, 2015. ,
Fine-grained entity recognition, Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, AAAI'12, pp.94-100, 2012. ,
Link prediction in complex networks: A survey, Physica A: Statistical Mechanics and its Applications, vol.390, issue.6, pp.1150-1170, 2011. ,
, Distributed RDF Dataset Statistics, vol.17, 2008.
Introduction to information retrieval, vol.1, 2008. ,
The web as a jungle: Non-linear dynamical systems for co-evolving online activities, Proceedings of the 24th International Conference on World Wide Web, pp.721-731, 2015. ,
Wikipedia usage estimates prevalence of influenza-like illness in the united states in near realtime, Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, vol.1, p.1003581, 2011. ,
Dbpedia spotlight: Shedding light on the web of documents, Proceedings of the 7th International Conference on Semantic Systems, I-Semantics '11, pp.1-8, 2011. ,
Machine learning: An artificial intelligence approach, 2013. ,
Distributed representations of words and phrases and their compositionality, Proceedings of the 26th International Conference on Neural Information Processing Systems, vol.2, pp.3111-3119, 2013. ,
Wordnet: A lexical database for english, Commun. ACM, vol.38, issue.11, pp.39-41, 1995. ,
Learning to link with wikipedia, Proceedings of the 17th ACM Conference on Information and Knowledge Management, CIKM '08, pp.509-518, 2008. ,
Combining word and entity embeddings for entity linking, European Semantic Web Conference, pp.337-352, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01626196
Planned protest modeling in news and social media, AAAI, pp.3920-3927, 2015. ,
A survey of named entity recognition and classification, Lingvisticae Investigationes, vol.30, pp.3-26, 2007. ,
Clustering and preferential attachment in growing networks, Phys. Rev. E, vol.64, p.25102, 2001. ,
Joint event extraction via recurrent neural networks, Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp.300-309, 2016. ,
Bieber no more: First story detection using twitter and wikipedia, SIGIR 2012 Workshop on Time-aware Information Access, 2012. ,
Streaming first story detection with application to twitter, Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, HLT '10, pp.181-189, 2010. ,
Feature-based opinion mining through ontologies, Expert Systems with Applications, vol.41, issue.13, pp.5995-6008, 2014. ,
Cohesiveness in financial news and its relation to market volatility, Scientific reports, vol.4, p.5038, 2014. ,
Inducing fine-grained semantic classes via hierarchical and collective classification, Proceedings of the Sixth ACM International Conference on Web Search and Data Mining, WSDM '13, pp.931-939, 1993. ,
In defense of one-vs-all classification, J. Mach. Learn. Res, vol.5, pp.101-141, 2004. ,
Event detection in activity networks, Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '14, pp.1176-1185, 2014. ,
Earthquake shakes twitter users: Real-time event detection by social sensors, Proceedings of the 19th International Conference on World Wide Web, WWW '10, vol.34, pp.1-47, 2002. ,
Short text conceptualization using a probabilistic knowledgebase, Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, pp.2330-2336, 2011. ,
Wikirelate! computing semantic relatedness using wikipedia, Proceedings of the 21st National Conference on Artificial Intelligence, vol.2, pp.1419-1424, 2006. ,
YAGO: A core of semantic knowledge -unifying WordNet and Wikipedia, 16th International World Wide Web Conference (WWW 2007), vol.7, pp.1215-1218, 2007. ,
URL : https://hal.archives-ouvertes.fr/hal-01472497
Large scale multilabel classification via metalabeler, Proceedings of the 18th International Conference on World Wide Web, WWW '09, pp.211-220, 2009. ,
Multi-label classification: An overview, International Journal of Data Warehousing and Mining, vol.3, issue.3, 2006. ,
AGDISTIS -Graph-Based Disambiguation of Named Entities Using Linked Data, AAAI, pp.2130-2136, 2014. ,
Link prediction in social networks: the state-of-the-art, Science China Information Sciences, vol.58, issue.1, pp.1-38, 2015. ,
, Longitudinal analytics on web archive data: It's about time! In CIDR, pp.199-202, 2011.
Virality prediction and community structure in social networks, Scientific reports, vol.3, p.2522, 2013. ,
Automatic generation of social event storyboard from image click-through data, Proceedings of the 23rd International Conference on World Wide Web, WWW '14 Companion, vol.28, pp.242-253, 2014. ,
Event oriented dictionary learning for complex event detection, IEEE Transactions on Image Processing, vol.24, issue.6, pp.1867-1878, 2015. ,
Predicting the speed, scale, and range of information diffusion in twitter, Icwsm, vol.10, pp.355-358, 2010. ,
Learning approaches for detecting and tracking news events, IEEE Intelligent Systems and their Applications, vol.14, issue.4, pp.32-43, 1999. ,
Hierarchical attention networks for document classification, Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp.1480-1489, 2016. ,
AIDA: An Online Tool for Accurate Disambiguation of Named Entities in Text and Tables, Proc. of the 37 th Intl. Conference on Very Large Databases, pp.1450-1453, 2011. ,
URL : https://hal.archives-ouvertes.fr/hal-01122673
Hyena: Hierarchical type classification for entity names, The COLING 2012 Organizing Committee, pp.1361-1370, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-01122707
HYENA-live: Fine-Grained Online Entity Type Classification from Naturallanguage Text, 51st Annual Meeting of the Association for Computational Linguistics, ACL 2013, Proceedings of the Conference System Demonstrations, pp.133-138, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-01122712
Improving event extraction via multimodal integration, Proceedings of the 2017 ACM on Multimedia Conference, MM '17, pp.270-278, 2017. ,