Web Science/en

Dr. Michael Färber Prof. Dr. York Sure-Vetter Office: Nicoletta Joanni

 

Description

The research group "Web Science," headed by Dr. Färber, deals with data science and web science. The focus is on the development and application of artificial intelligence (AI) methods. This includes the semantic representation of knowledge through knowledge graphs, machine learning (e.g. for search and recommendation systems), and the processing of natural language.

The methods are primarily developed and used to support digitization in companies through intelligent systems. One example of this is the quick and easy integration of sensor data streams in Industry 4.0 applications. But also the support of scientists, the implementation of the FAIR principles and the further development of science communication in general are the focus. Examples of this are recommendation systems for scientific publications, data sets and methods, as well as methods for scientific impact quantification. Methods for assisting mediators in peacemaking are also increasingly being considered.

The methods are tested in practice together with industrial partners in research projects. The research group works closely with the Information Process Engineering research division of the FZI Research Center for Computer Science (FZI). Furthermore, the research group has numerous connections to national and international research institutions and companies.

Courses in Winter Semester

• Angewandte Informatik I: Modellierung (Lecture)
• Applications of AI (Lecture)
• Knowledge Discovery (Lecture)
• Linked Data and the Semantic Web (Seminar)
• Real-World Challenges in Data Science und Analytics (Seminar)

Our News and Links

Our Partner Institutes FZI-IPE

Student Program advance!

AIFB Portal Export RDF / OWL

News

… weitere Ergebnisse

	2021-11-26:	PhD Student and Research Associate (f/m/d)
	2021-11-23:	Smart Innovation Webinar
	2021-01-24:	Machines for Peace
	2020-10-01:	Dr.-Ing. Michael Färber is now substitute professor
	2020-09-24:	Dr.-Ing. Tobias Käfer leads a COST Action on Distributed Knowledge Graphs

Courses in Summer Semester

• Grundlagen der Informatik I (Lecture)
• Semantic Web Technologies (Lecture)
• Anwendungen von Semantic MediaWiki (Seminar)
• Data Science & Real-Time Big Data Analytics (Seminar)
• Graph Representation Learning (Seminar)
• Knowledge Discovery and Data Mining (Seminar)

Publications

Publications

Team

• Christoph Braun
• Lucas Cazzonelli
• Boulos El-Asmar
• Michael Färber
• Felix Hertlein
• Jacqueline Höllig
• Cedric Kulbach
• Tobias Käfer
• Walter Laurito
• Jin Liu
• Anna Nguyen
• Kristian Noullet
• Nicholas Popovic
• Zhan Qu
• Tarek Saier
• Chen Shao
• York Sure-Vetter
• Steffen Thoma
• Patrick Wiener
• Shuzhou Yuan
• Philipp Zehnder

List of former members

Tools and Datasets

Cognitive Process Desginer Cognitive Process Designer allows to model and annotate BPMN processes in MediaWiki External link: https://www.mediawiki.org/wiki/Extension:Cognitive_Process_Designer

CumulusRDF Distributed RDF triple store External link: https://code.google.com/p/cumulusrdf/

FAIRnets Search engine tool for neural networks. External link: https://km.aifb.kit.edu/services/fairnets/

KB Statistics A framework for running statistical analysis on knowledge bases. External link: http://people.aifb.kit.edu/mfa/research/kb-stats

LDSpider Linked Data Crawler. External link: https://code.google.com/p/ldspider/

LinkSUM External link: http://km.aifb.kit.edu/services/link

Linked Crunchbase Linked Data API & RDF Dataset of Crunchbase External link: http://linked-crunchbase.org/

Linked Data-Fu An engine for a Linked Data processing/scripting language. External link: http://linked-data-fu.github.io/

nLDE: Network of Linked Data Eddies An Adaptive SPARQL Query Engine over RDF Data via Triple Pattern Fragments External link: http://people.aifb.kit.edu/mac/nLDE/

Novel Triple Extraction

nxparser A Java parser and API for RDF in N-Triples, N-Quads and RDF/XML External link: https://code.google.com/p/nxparser/

OLAP4LD Open Java API for OLAP over Linked Data External link: https://code.google.com/p/olap4ld/

Semantic MediaWiki Graph Semantic MediaWiki Graph visualises the structured information of a Semantic MediaWiki in a Force-directed graph External link: https://www.mediawiki.org/wiki/Extension:Semantic_MediaWiki_Graph

Semantic MediaWiki Semantic MediaWiki extends the Wikipedia software MediaWiki with semantics External link: http://semantic-mediawiki.org/wiki/Semantic_MediaWiki

Semantic OLAP Semantic OLAP allows users to analyse structured data, stored in a Semantic MediaWiki, by using OLAP functionality External link: https://www.mediawiki.org/wiki/Extension:Semantic_OLAP

Semantic Text Annotator Semantic Text Annotator allows users to create annotations for wiki pages External link: https://www.mediawiki.org/wiki/Extension:Semantic_Text_Annotator

Semweb4j: RDF2Go and RDFReactor Home of RDF2Go and RDFReactor External link: https://code.google.com/p/semweb4j/

SparqlCharts SparqlCharts allows to query SPARQL endpoints and display the query result in different formats in a MediaWiki. External link: https://www.mediawiki.org/wiki/Extension:SparqlCharts

Spartiqulation A tool that verbalization SPARQL queries in English External link: http://km.aifb.kit.edu/projects/spartiqulator/

X-LiSA: Cross-lingual Semantic Annotation A system for annotating unstructured text in one language with resources in the structured KBs in any other language External link: http://km.aifb.kit.edu/sites/xlisa/

XKnowSearch!: Cross-lingual Semantic Search A system for entity-based cross-lingual information retrieval External link: http://km.aifb.kit.edu/sites/XKnowSearch/

AWARE Ontology n Ontology for Situational Awareness of Autonomous Vehicles in Manufacturing Externer Link: https://w3id.org/AWARE/ontology

Billion Triples Challenge data set Tera-scale snapshot of a part of the Linked Data web Externer Link: https://zenodo.org/record/2634588

Crowdsourced DBpedia Quality Assessment Externer Link: http://people.aifb.kit.edu/mac/DBpediaQualityAssessment/

CrunchBase Knowledge Graph RDF data set of CrunchBase.com Externer Link: https://zenodo.org/record/3270905

DBpedia PageRank PageRank over all Wikipedia-internal links as extracted by DBpedia (DBpedia "Wikipedia pagelinks" dataset). Externer Link: http://people.aifb.kit.edu/ath/#DBpedia_PageRank

Dynamic Linked Data Observatory data set Monitoring Linked Data on the Web weekly since 2012 Externer Link: http://purl.org/dyldo/

Eurostat Linked Data Wrapper An EXPERIMENTAL Eurostat wrapper to Linked Data. Externer Link: http://estatwrap.ontologycentral.com/

KORE 50^DYWC Text documents with entity annotations using YAGO, Wikidata, and Crunchbase as knowledge graphs Externer Link: http://people.aifb.kit.edu/mfa/datasets/kore50-lrec2020.zip

Microsoft Academic Knowledge Graph a large RDF data set with over eight billion triples with information about scientific publications and related entities, such as authors, institutions, journals, and fields of study Externer Link: https://makg.org

NewsBias2020 Dataset consisting of more than 2,000 sentences annotated with 43,000 bias and bias dimension labels. Externer Link: https://doi.org/10.5281/zenodo.3885351

unarXive Data set based on all publications available on arXiv.org Externer Link: https://zenodo.org/record/3385851

xLiD-Lexica: Cross-lingual Linked Data Lexica Various associations between linguistic elements and linked data resources across languages Externer Link: https://km.aifb.kit.edu/sites/xlid-lexica

Active Projects

AI in Peacemaking External Link: https://mediatingmachines.com/

ChemKB

DKG External Link: https://www.cost.eu/actions/CA19134/

DigiBatMat

digilog@bw External Link: https://digilog-bw.de

IIDI

KD4RE

KIGLIS External Link: http://www.kiglis.de/

MANDAT

SMW External Link: http://semantic-mediawiki.org

STI2 External Link: http://www.sti2.org

SeReCo External Link: https://sereco-graduate-school.github.io/

Software Campus External Link: http://www.softwarecampus.de

List of completed projects