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WEB SCIENCE/EN

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 * 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.







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




Student Assistant Positions

 Titel DEStellenausschreibung198Tutor*in für die Vorlesung Anwendungen der
künstlichen IntelligenzTutoren - Grundlagen der Informatik ITutoren/Tutorinnen -
Grundlagen der Informatik IStellenausschreibung185Studentische Hilfskraft (Hiwi)
für Anwendungen der künstlichen Intelligenz zur Unterstützung der Landung von
FlugzeugenStellenausschreibung137Studentische Hilfskraft (Hiwi) für Machine
Learning, Natural Language Processing und/oder Semantic
Web-TechnologienStellenausschreibung159Hiwi-Stelle für
PHP-ProgrammierungStellenausschreibung155Studentische Hilfskraft (HiWi) für Web
and Front-/Back-End EntwicklungStellenausschreibung167Datenerhebung für
Maschinelles Lernen in der Teilchenbeschleunigerphysik




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)




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
 * Tobias Käfer
 * Walter Laurito
 * Jin Liu
 * Kristian Noullet
 * Nicholas Popovic
 * Zhan Qu
 * Tarek Saier
 * Chen Shao
 * York Sure-Vetter
 * Steffen Thoma
 * Shuzhou Yuan

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

ChemKB



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

DigiBatMat



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

FOR5339
External Link: https://www.for5339.kit.edu/

IIDI



KD4RE



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

KIWI
External Link:
https://bmdv.bund.de/SharedDocs/DE/Artikel/DG/mfund-projekte/kiwi.html

LernSmArt



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

TruthfulLM



WG2Text



List of completed projects

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