[PDF][PDF] Complexity of Teaching by a Restricted Number of Examples.

H Kobayashi, A Shinohara - COLT, 2009 - learningtheory.org
Teaching is inextricably linked to learning, and there are many studies on the complexity of
teaching as well as learning in computational learning theory. In this paper, we study the …

Measuring teachability using variants of the teaching dimension

FJ Balbach - Theoretical Computer Science, 2008 - Elsevier
In a typical algorithmic learning model, a learner has to identify a target object from partial
information. Conversely, in a teaching model a teacher has to give information that allows …

[PDF][PDF] Models for algorithmic teaching

F Balbach - 2007 - Citeseer
Learning theory focuses almost entirely on the learner and its efficient realization, but
neglects other parts of the learning process, most importantly the teacher, which is merely …

Combinatorial results on the complexity of teaching and learning

T Hegedüs - Mathematical Foundations of Computer Science 1994 …, 1994 - Springer
Some recent work in computational learning theory has focused on the complexity of
teaching by examples. In this paper we study two combinatorial measures expressing the …

Recent developments in algorithmic teaching

FJ Balbach, T Zeugmann - … Conference on Language and Automata Theory …, 2009 - Springer
The present paper surveys recent developments in algorithmic teaching. First, the traditional
teaching dimension model is recalled. Starting from the observation that the teaching …

On batch teaching with sample complexity bounded by vcd

F Mansouri, H Simon, A Singla… - Advances in Neural …, 2022 - proceedings.neurips.cc
In machine teaching, a concept is represented by (and inferred from) a small number of
labeled examples. Various teaching models in the literature cast the interaction between …

A computational model of teaching

J Jackson, A Tomkins - Proceedings of the fifth annual workshop on …, 1992 - dl.acm.org
Goldman and Kearns [GK91] recently introduced a notion of the teaching dimension of a
concept class. The teaching dimension is intended to capture the combinatorial difficulty of …

Open problem: Recursive teaching dimension versus VC dimension

HU Simon, S Zilles - Conference on Learning Theory, 2015 - proceedings.mlr.press
Abstract The Recursive Teaching Dimension (RTD) of a concept class\mathcalC is a
complexity parameter referring to the worst-case number of labelled examples needed to …

[图书][B] A graph-theoretic view of teaching

G Fan - 2012 - search.proquest.com
In computational learning theory, concepts are subsets of a set of instances and a concept
class is a set of concepts. In many computational learning models, learning algorithms have …

[HTML][HTML] On the teaching complexity of linear sets

Z Gao, HU Simon, S Zilles - Theoretical Computer Science, 2018 - Elsevier
Linear sets are the building blocks of semilinear sets, which are in turn closely connected to
automata theory and formal languages. Prior work has investigated the learnability of linear …