ISWC2018 Papers
From ISWC2018, an international conference on Semantic Web technology, one of the artificial intelligence technologies for handling knowledge information. In the previous article, we discussed ISWC 2017.
FY 2018 is characterized in particular by Knowledge Graph-related and deep learning-related presentations.
First, regarding knowledge graphs, “Knowledge Graphs as enterprise assets,” Google’s knowledge graph has 1 billion objects and 70 billion assertions, while Facebook’s knowledge graph, unlike its social graph, has just increased this year and has 5 There are 10 million entities and 500 million assertions. More importantly, these are important assets for the application. For example, KG is central to the creation of product pages at eBay, KG is key to entity search and assistants at Google and Microsoft, and IBM uses it as part of their enterprise products.
It is not only the majors that have or are deploying knowledge graphs. In the industry track in particular, examples of knowledge graphs in use were presented. For example, Bosch’s use of knowledge graphs for DIY question answering, multiple use cases for digital twin management (Siemens, Aibel). Use in healthcare chatbots (Babylon Health). Also, assisting the US financial industry (FINRA) with regulations. Also, Diffbot platform for creating KGs from the web and. Knowledge Graph by Elsevier to showcase facilities and how to promote new products in healthcare.
They lead to interesting discussions on how to share “general knowledge” and the need to be able to integrate such knowledge with local knowledge.
Also, deep learning as a technique is part of the Semantic Web researcher’s toolbox. In particular, it is beginning to be used in the domain of knowledge graph construction; some of the papers highlighted in DNN include the following
- EARL: Linking joint entities and relations for question answering via knowledge graphs
- QA4IE: Question and Answer Based Framework for Information Extraction
- Inducing implicit relations from text using remotely supervised deep nets
- New ensemble method for recognition and disambiguation of named entities based on neural networks
- Measuring semantic coherence of conversations
In addition, other notable papers besides those include the following.
- Tuning Knowledge Bases and Document Embedding Models Using Regularized Multitask Learning
- Embedding-based approach to ontologies
- Toward an Empty SPARQL Answer: Approximating Queries with RDF Embeddings
- Rule learning from the knowledge graph derived by the embedded model
We discuss them in more detail below.
Workshop & Tutorial Methods and Tools for Modular Ontology Modeling Crowdsourcing with CrowdTruth Hybrid techniques for knowledge-based NLP - Knowledge graphs meet machine learning and all their friends VOILA: Visualization and Interaction for Ontologies and Linked Data Decentralizing the Semantic Web (DeSemWeb) THE Workshop - Open Problems and Emerging New Topics in Semantic Web Technology Ontology Matching (OM) Ontology Matching (OM) Posters & Demos Semantic Statistics (SemStats) Semantic Deep Learning (SemDeep) Building Enterprise-Ready Knowledge Graph Applications in the Cloud (EKG) Ontology Design and Patterns (WOP) Natural Language Interfaces for the Web of Data (NLIWOD) and Question Answering over Linked Data (QALD) challenge Semantic Web Technologies for Health Data Management (SWH) Semantic Sensor Networks (SSN) Contextualized Knowledge Graphs (CKG) Augmenting Intelligence with Humans-in-the-Loop (HumL) Scalable Semantic Web Knowledge Base Systems (SSWS) Enabling Open Semantic Science (SemSci) Validating RDF data Challenges and Opportunities with Big Linked Data Visualization Semantic Applications for Audio and Music (SAAM) Semantic Web for Social Good (SWSG) Enabling Open Semantic Science (SemSci) Scalable Semantic Web Knowledge Base Systems (SSWS) Posters & Demos Entity Recognition and Linking EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs An Ontology-Driven Probabilistic Soft Logic Approach to Improve NLP Entity Annotations VoxEL: A Benchmark Dataset for Multilingual Entity Linking Lessons Learnt from the Named Entity rEcognition and Linking (NEEL) Languages Semantics and Validation of Recursive SHACL Representativeness of Knowledge Bases with the Generalized Benford's Law Certain Answers for SPARQL with Blank Nodes Efficient Handling of SPARQL OPTIONAL for OBDA Industry Knowledge Graph Solutions in Healthcare for Improved Clinical Outcomes Elsevier's Healthcare Knowledge Graph and the Case for Enterprise Level Linked Data Standards Accelerating Drug Discovery in Rare and Complex Diseases Using Knowledge Graph to improve enterprise search experience Supporting Predictive Models Results Interpretation for Comfortable Workplaces Semantic Material Master Data Management at Aibel From Data Search to Data Showcasing: The Role of Semantic Technologies in a New Service How to Maintain a Linked Data Cloud in a Deployed Semantic Portal Linking Media: adopting Semantic Technologies for multimodal media connection Product Search using Linked Data Use Cases of the Industrial Knowledge Graph at Siemens Populating the FLE Financial Knowledge Graph Knowledge-based Question Answering for DIYers Amazon Neptune: Graph Data Management in the Cloud Knowledge Access Exploring RDF/S KBs Using Summaries What is the cube root of 27? Question Answering over CodeOntology GraFa: Scalable Faceted Browsing for RDF Graphs Wiki-MID: a very large Multi-domain Interests Dataset of Twitter users with mappings to Wikipedia Semantics and Truthfulness Measuring Semantic Coherence of a Conversation Combining Truth Discovery and RDF Knowledge Bases to their mutual advantage Cross-Lingual Classification of Crisis Data Content based Fake News Detection Using Knowledge Graphs Embeddings and Deep Learning Fine-grained Evaluation of Rule- and Embedding-based Systems for Knowledge Graph Completion KADE: Aligning Knowledge Base and Document Embedding Models using Regularized Multi-Task Learning Inducing Implicit Relations from Text using Distantly Supervised Deep Nets Towards Encoding Time in Text-Based Entity Embeddings Rule Learning from Knowledge Graphs Guided by Embedding Models A Novel Ensemble Method for Named Entity Recognition and Disambiguation based on Neural Network Information Extraction Enriching Knowledge Bases with Counting Quantifiers QA4IE: A Question Answering based Framework for Information Extraction Constructing a Recipe Web from Historical Newspapers Structured Event Entity Resolution in Humanitarian Domains A Framework for Real-time Semantic Social Media Analysis That's Interesting, Tell Me More! Finding Descriptive Support Passages for Explaining Knowledge Graph Relationships Scholarly Data TSE-NER: An Iterative Approach for Long-Tail Entity Extraction in Scientific Publications Ontology Driven Extraction of Research Processes Reshaping the Knowledge Graph by connecting researchers, data and practices in ResearchSpace The Rijksmuseum Collection as Linked Data The Computer Science Ontology: A Large-Scale Taxonomy of Research Areas The SPAR Ontologies Blue Sky Ideas Decentralizing the Semantic Web through Incentivized Collaboration How much is a Triple? Can children teach AI? Towards expressive human-AI dialogs Capturing meaning: Toward an abstract Wikipedia Debiasing Knowledge Graphs: Why Female Presidents are not like Female Popes Make Embeddings Semantic Again! L’Inking You To A Knowledge Graph What if the primary goal of the web was to foster curiosity? Ontologies & Data Integration Drammar: a comprehensive ontological resource on drama DOREMUS: A Graph of Linked Musical Works HeLiS: An Ontology For Supporting Healthy Lifestyles Knowledge Integration for Disease Characterization: A Breast Cancer Example SABINE: A Multi-Purpose Dataset of Semantically-Annotated Social Content SPgen: A Benchmark Generator for Spatial Link Discovery Tools PrivOnto: a Semantic Framework for the Analysis of Privacy Policies Query-based Linked Data Anonymization Practical Ontology Pattern Instantiation, Discovery, and Maintenance with Reasonable Ontology Templates Mapping Diverse Data to RDF in Practice A Novel Approach and Practical Algorithms for Ontology Integration Pragmatic Ontology Evolution: Reconciling User Requirements and Application Performance Synthesizing Knowledge Graphs from web sources with the MINTE+ framework Explaining and predicting abnormal expenses at large scale using knowledge graph based reasoning A Complex Alignment Benchmark: GeoLink Dataset Audio Commons ontology: a data model for an audio content ecosystem Querying Canonicalisation of Monotone SPARQL Queries Comunica: a Modular SPARQL Query Engine for the Web Querying Large Knowledge Graphs over Triple Pattern Fragments: An Empirical Study Effective Searching of RDF Knowledge Graphs LargeRDFBench: A billion triples benchmark for SPARQL endpoint federation Impact analysis of data placement strategies on query efforts in distributed RDF stores OptiqueVQS: a Visual Query System over Ontologies for Industry Distributed query processing in the presence of blank nodes WORQ: Workload-Driven RDF Query Processing Answering Provenance-Aware Queries on RDF Data Cubes under Memory Budgets Bash Datalog: Answering Datalog Queries with Unix Shell Commands Towards Empty Answers in SPARQL: Approximating Querying with RDF Embedding Ontologies & Linked Data Detecting Erroneous Identity Links on the Web using Network Metrics Getting the Most out of Wikidata: Semantic Technology Usage in Wikipedia’s Knowledge Graph Specifying, Monitoring, and Executing Workflows in Linked Data Environments Ontology-Based Recommendation of Editorial Products A Framework to build Games with a Purpose for Linked Data Refinement DistLODStats: Distributed Computation of RDF Dataset Statistics VoCaLS: Vocabulary & Catalog of Linked Streams Healthcare Applications A Systematic Analysis of Term Reuse and Term Overlap across Biomedical Ontologies Semantic Technologies for Healthy Lifestyle Monitoring Supporting Digital Healthcare Services Using Semantic Web Technologies Analyzing user interactions with biomedical ontologies: A visual perspective
In the next article, we will discuss ISWC2019
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