Inductive Logic Programming: The Basics, and Modern Approaches to Symbolic Learning
Sprache des Vortragstitels:
Englisch
Original Tagungtitel:
Kutaisi International University Annual Conference 2022
Sprache des Tagungstitel:
Englisch
Original Kurzfassung:
Over the last decade, machine learning has become synonymous with statistical learning methods, in contrast to the research environment of the 90s where symbolic approaches dominated. One of these approaches was inductive logic programming (ILP) which attempts to formulate explanatory hypotheses as a logic programs for given evidence, built upon relevant background knowledge. While not limited to, ILP is a form of program synthesis. In light of recent advances in theory and solver technology, ILP is back in the spotlight, promising an alternative approach that generalizes well and is data lean. During this talk, we will discuss the foundations of ILP and take a glimpse at the recent developments pushing ILP back to the forefront of machine learning research.
Sprache der Kurzfassung:
Englisch
Vortragstyp:
Hauptvortrag / Eingeladener Vortrag auf einer Tagung
Forschungs-