LWDA 2020

Lernen, Wissen, Daten, Analysen

9. – 11. Sept

Die LWDA, »Lernen, Wissen, Daten, Analysen«, ist eine der wichtigsten deutschen Forschungs-Konferenzen mit dem Fokus auf Wissensentdeckung, Maschinelles Lernen & Data Mining, Wissensmanagement, Datenbankmanagement & Informationssysteme sowie Information Retrieval. Im Jahr 2020 findet sie unter dem Dach der Intelligent Future Days erstmals digital statt.

Die LWDA 2020 wird vom Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS und der Universität Bonn organisiert. Die Konferenz bringt die verschiedenen Interessengruppen der Gesellschaft für Informatik in diesem Bereich zusammen. Das Programm besteht aus Keynotes, Workshops und gemeinsamen Forschungssitzungen, die von jeder Interessengruppe organisiert werden.

Programm

Day 1

13:00 – 13:30 Uhr
Opening
Prof. Dr. Stefan Wrobel (Institute Director Fraunhofer IAIS)

13:30 – 15:00 Uhr
Keynote
Prof. Dr. Geoff Webb (Monash University)

15:00 – 15:30 Uhr
Break

15:30 – 16:30 Uhr
Joint Research Track

16:30 – 18:00 Uhr
Poster Session

Day 2

13:00 – 14:30 Uhr
Keynote
Prof. Dr. Kristian Kersting (TU Darmstadt)

On Hybrid and Systems AI

Our minds make inferences that appear to go far beyond standard machine learning. Whereas people can learn richer representations and use them for a wider range of learning tasks, machine learning algorithms have been mainly employed in a stand-alone context, constructing a single function from a table of training examples. In this talk, I shall touch upon a view on AI and machine learning, called Systems AI, that can help capturing these human learning aspects by combining different AI and ML models using high-level programming. Since inference remains intractable, existing approaches leverage deep learning for inference. Instead of “just going down the neural road,” I shall argue to also use probabilistic circuits, a deep but tractable architecture for probability distributions. This hybrid approach can speed up inference  as I shall illustrate for unsupervised science understanding, database queries and automating density estimation.

 

14:30 – 15:30 Uhr
Parallel Research Track
DB, KDML, WM

15:30 – 16:00 Uhr
Break

16:00 – 17:00 Uhr
Parallel Research Track
DB, KDML, WM

17:00 – 18:00 Uhr
Community Meeting
BIA, DB, KDML, WM

Day 3

13:00 – 14:00 Uhr
Parallel Research Track
BIA, KDML

14:00 – 15:00 Uhr
Parallel Research Track
KDML, WM

15:00 – 15:30 Uhr
Break

15:30 – 16:30 Uhr
Keynote
tba

16:30 – 17:00 Uhr
Closing

Attending

As a consequence of the COVID-19 pandemic LWDA 2020 will be the first virtual LWDA conference. The conference will keep the regular setting with paper and poster presentations. All participants are required to register free of charge. We request all participants to register free of charge on our homepage.

Registration will open soon.

The conference will use a virtual plattform to support Video, Audio and Chat communication both as broadcast for presentations and on a one-to-one basis for personal exchange. Participation requires a computer and an internet connection. A quiet surrounding for participation at the conference is highly recommended. Authors are additionaly required to have a microphone, a camera and enough bandwidth to share their presentation and video simultaneously. For those in doubt about their internet connection we offer to prerecord the presentation and send it to the local chair as backup. We will provide additional information to all registered participants and are happy offer a pre conference test on September 7th and 8th. Access details will be provided to all registered participants. You will receive a certificate of attendance after the conference in electronic form.

Ansprechpartner

Dr. Daniel Trabold

Dr. Daniel Trabold

Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS

Schloss Birlinghoven
53757 Sankt Augustin, Germany

Phone +49 2241 14-2751

Bonn Image: ©travelview – stock.adobe.com

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