BEGIN:VCALENDAR
VERSION:2.0
PRODID:Linklings LLC
BEGIN:VTIMEZONE
TZID:America/New_York
X-LIC-LOCATION:America/New_York
BEGIN:DAYLIGHT
TZOFFSETFROM:-0500
TZOFFSETTO:-0400
TZNAME:EDT
DTSTART:19700308T020000
RRULE:FREQ=YEARLY;BYMONTH=3;BYDAY=2SU
END:DAYLIGHT
BEGIN:STANDARD
TZOFFSETFROM:-0400
TZOFFSETTO:-0500
TZNAME:EST
DTSTART:19701101T020000
RRULE:FREQ=YEARLY;BYMONTH=11;BYDAY=1SU
END:STANDARD
END:VTIMEZONE
BEGIN:VEVENT
DTSTAMP:20210402T160555Z
LOCATION:Track 8
DTSTART;TZID=America/New_York:20201112T115000
DTEND;TZID=America/New_York:20201112T124000
UID:submissions.supercomputing.org_SC20_sess214_pec199@linklings.com
SUMMARY:ScalA – Keynote: High Performance Data Analytics and Some Applicat
 ions
DESCRIPTION:Workshop\n\nScalA – Keynote: High Performance Data Analytics a
 nd Some Applications\n\nEmad\n\nIn most areas of science, data production 
 is now faster than compute capabilities. The computational modeling and da
 ta analysis associated with high-performance computing techniques are used
  to make these huge amounts of data effectively talk. In this talk, we hig
 hlight some challenges in the ecosystem defined by interactions among mode
 ling, simulation and high-performance data analysis. We will then present 
 how these challenges are addressed through several examples such as gamma 
 ray detection in astronomy or clustering in a network of individuals and b
 ehavior anomaly detection. An innovative approach allowing the constructio
 n of adapted numerical methods for the underlying mathematics of this ecos
 ystem as well as a parallel/distributed programming model well-suited to n
 ew and emerging high-performance architectures will be presented. Examples
  of experiments showing the effectiveness of this approach for high-perfor
 mance linear algebra computation as well as high-performance machine learn
 ing techniques will conclude the talk.\n\nTag: Algorithms, Extreme Scale C
 omputing, Performance/Productivity Measurement and Evaluation, Scalable Co
 mputing, Scientific Computing\n\nRegistration Category: Workshop Reg Pass
END:VEVENT
END:VCALENDAR