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PRODID:researchseminars.org
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SUMMARY:Marta Marszewska (Dioscuri Centre in Topological Data Analysis)
DTSTART:20260209T113000Z
DTEND:20260209T133000Z
DTSTAMP:20260423T005655Z
UID:BNAT/13
DESCRIPTION:Title: <a href="https://researchseminars.org/talk/BNAT/13/">Tr
 ee-Based Methods</a>\nby Marta Marszewska (Dioscuri Centre in Topological 
 Data Analysis) as part of Basic Notions and Applied Topology Seminar\n\nLe
 cture held in Room 1 at the IMPAS\, Room 1.14 at the Institute of Informat
 ics (University of Gdańsk).\n\nAbstract\nThis talk provides an accessible
  overview of tree-based methods for regression and classification. We will
  explore the fundamental concepts behind decision trees\, including recurs
 ive partitioning\, tree construction\, and pruning for improved generaliza
 tion. Building on these foundations\, we will introduce ensemble methods -
  bagging\, random forests\, and boosting - which substantially enhance pre
 dictive accuracy by aggregating many weak learners.\n
LOCATION:https://researchseminars.org/talk/BNAT/13/
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