Process mining: a research agenda

WMP Van der Aalst, AJMM Weijters - Computers in industry, 2004 - Elsevier
Enterprise information systems support and control operational business processes ranging
from simple internal back-office processes to complex interorganizational processes …

Active learning in robotics: A review of control principles

AT Taylor, TA Berrueta, TD Murphey - Mechatronics, 2021 - Elsevier
Active learning is a decision-making process. In both abstract and physical settings, active
learning demands both analysis and action. This is a review of active learning in robotics …

[图书][B] Data science in action

W Van Der Aalst, W van der Aalst - 2016 - Springer
In recent years, data science emerged as a new and important discipline. It can be viewed
as an amalgamation of classical disciplines like statistics, data mining, databases, and …

[图书][B] Syntax-guided synthesis

R Alur, R Bodik, G Juniwal, MMK Martin… - 2013 - ieeexplore.ieee.org
The classical formulation of the program-synthesis problem is to find a program that meets a
correctness specification given as a logical formula. Recent work on program synthesis and …

A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge.

TK Landauer, ST Dumais - Psychological review, 1997 - psycnet.apa.org
How do people know as much as they do with as little information as they get? The problem
takes many forms; learning vocabulary from text is an especially dramatic and convenient …

[PDF][PDF] A theory of the learnable

LG Valiant - Communications of the ACM, 1984 - dl.acm.org
Humans appear to be able to learn new concepts without needing to be programmed
explicitly in any conventional sense. In this paper we regard learning as the phenomenon of …

Process mining

W Van Der Aalst - Communications of the ACM, 2012 - dl.acm.org
Process mining Page 1 76 CoMMuniCAtionS oF thE ACM | AuguST 2012 | vOL. 55 | NO. 8
contributed articles Doi:10.1145/2240236.2240257 Using real event data to X-ray business …

Learning regular sets from queries and counterexamples

D Angluin - Information and computation, 1987 - Elsevier
The problem of identifying an unknown regular set from examples of its members and
nonmembers is addressed. It is assumed that the regular set is presented by a minimally …

Queries and concept learning

D Angluin - Machine learning, 1988 - Springer
We consider the problem of using queries to learn an unknown concept. Several types of
queries are described and studied: membership, equivalence, subset, superset …

Workflow mining: Discovering process models from event logs

W Van der Aalst, T Weijters… - IEEE transactions on …, 2004 - ieeexplore.ieee.org
Contemporary workflow management systems are driven by explicit process models, ie, a
completely specified workflow design is required in order to enact a given workflow process …