Activity, plan, and goal recognition: A review

FA Van-Horenbeke, A Peer - Frontiers in Robotics and AI, 2021 - frontiersin.org
Recognizing the actions, plans, and goals of a person in an unconstrained environment is a
key feature that future robotic systems will need in order to achieve a natural human …

User behavior mining: A research agenda

JR Rehse, L Abb, G Berg, C Bormann, T Kampik… - Business & Information …, 2024 - Springer
Studying the behavior of users in software systems has become an essential task for
software vendors who want to mitigate usability problems and identify automation potentials …

Agent system mining: vision, benefits, and challenges

A Tour, A Polyvyanyy, A Kalenkova - IEEE Access, 2021 - ieeexplore.ieee.org
In the Agent-Based Modeling (ABM) paradigm, an organization is a Multi-Agent System
(MAS) composed of autonomous agents inducing business processes. Process Mining …

[HTML][HTML] Fast and accurate data-driven goal recognition using process mining techniques

Z Su, A Polyvyanyy, N Lipovetzky, S Sardiña… - Artificial Intelligence, 2023 - Elsevier
The problem of goal recognition requests to automatically infer an accurate probability
distribution over possible goals an autonomous agent is attempting to achieve in the …

Discovering agent models using process mining: Initial approach and a case study

RH Bemthuis, S Lazarova-Molnar - … IEEE Intl Conf on Parallel & …, 2022 - ieeexplore.ieee.org
Agent-based modeling is widely used for modeling and simulation of self-organizing
sociotechnical systems that are composed of distributed autonomous agents. In these …

Interpretable sequence classification via discrete optimization

M Shvo, AC Li, RT Icarte, SA McIlraith - Proceedings of the AAAI …, 2021 - ojs.aaai.org
Sequence classification is the task of predicting a class label given a sequence of
observations. In many applications such as healthcare monitoring or intrusion detection …

[PDF][PDF] A survey on model-free goal recognition

L Amado, SP Shainkopf, RF Pereira, R Mirsky… - IJCAI 2024: 33rd …, 2024 - ijcai.org
Goal Recognition is the task of inferring an agent's intentions from a set of observations.
Existing recognition approaches have made considerable advances in domains such as …

[HTML][HTML] Adaptive goal recognition using process mining techniques

Z Su, A Polyvyanyy, N Lipovetzky, S Sardiña… - … Applications of Artificial …, 2024 - Elsevier
Goal Recognition (GR) is a research problem that studies ways to infer the goal of an
intelligent agent based on its observed behavior and knowledge of the environment in which …

Data-Driven Goal Recognition in Transhumeral Prostheses Using Process Mining Techniques

Z Su, T Yu, N Lipovetzky, A Mohammadi… - … on Process Mining …, 2023 - ieeexplore.ieee.org
A transhumeral prosthesis restores missing anatomical segments below the shoulder,
including the hand. Active prostheses utilize real-valued, continuous sensor data to …

Evaluation of goal recognition systems on unreliable data and uninspectable agents

I Rabkina, P Kantharaju, JR Wilson… - Frontiers in Artificial …, 2022 - frontiersin.org
Goal or intent recognition, where one agent recognizes the goals or intentions of another,
can be a powerful tool for effective teamwork and improving interaction between agents …