ISWC2018 Papers

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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

In addition, other notable papers besides those include the following.

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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