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Personalised rehabilitation can be key to promoting gait independence and quality of life. Robots can enhance therapy by systematically delivering support in gait training, but often use one-size-fits-all control methods, which can be…

Randomized experiments have been critical tools of decision making for decades. However, subjects can show significant heterogeneity in response to treatments in many important applications. Therefore it is not enough to simply know which…

Machine Learning · Computer Science 2017-09-13 Yan Zhao , Xiao Fang , David Simchi-Levi

We consider the problem of people search by a mobile social robot in case of a situation that cannot be solved by the robot alone. Examples are physically opening a closed door or operating an elevator. Based on the Behavior Tree framework,…

Robotics · Computer Science 2022-07-12 Marvin Stuede , Timo Lerche , Martin Alexander Petersen , Svenja Spindeldreier

Disability is an important factor affecting todays society. At the same time, more and more sub-healthy people are sick due to reduced body functions and cognitive functions. Exercise rehabilitation is a kind of physical therapy, which can…

Human-Computer Interaction · Computer Science 2022-01-14 Huansheng Ning , Zhenyu Wang , Rongyang Li , Yudong Zhang , Lingfeng Mao

One of the primary goals of Human-Robot Interaction (HRI) research is to develop robots that can interpret human behavior and adapt their responses accordingly. Adaptive learning models, such as continual and reinforcement learning, play a…

Artificial Intelligence · Computer Science 2025-03-18 Micol Spitale , Srikar Babu , Serhan Cakmak , Jiaee Cheong , Hatice Gunes

A key challenge for robotic systems is to figure out the behavior of another agent. The capability to draw correct inferences is crucial to derive human behavior from examples. Processing correct inferences is especially challenging when…

Robotics · Computer Science 2022-07-19 Alexander Wich , Holger Schultheis , Michael Beetz

Physical rehabilitation exercises suggested by healthcare professionals can help recovery from various musculoskeletal disorders and prevent re-injury. However, patients' engagement tends to decrease over time without direct supervision,…

Human-Computer Interaction · Computer Science 2025-04-22 Aleksa Marusic , Sao Mai Nguyen , Adriana Tapus

We present and evaluate a prototype social robot to encourage daily exercise among older adults in a home setting. Our prototype system, designed to lead users through exercise sessions with motivational feedback, was assessed through a…

Human-Computer Interaction · Computer Science 2024-03-08 Victor Nikhil Antony , Chien-Ming Huang

This paper presents a novel concept to support physically impaired humans in daily object manipulation tasks with a robot. Given a user's manipulation sequence, we propose a predictive model that uniquely casts the user's sequential…

Robotics · Computer Science 2023-09-11 Theodoros Stouraitis , Michael Gienger

The objective of this work is to relate muscle effort distributions to the trajectory and resistance settings of a robotic exercise and rehabilitation machine. Muscular effort distribution, representing the participation of each muscle in…

Robotics · Computer Science 2021-07-06 Humberto De las Casas , Santino Bianco , Hanz Richter

We studied the performance of a robotic orthosis designed to assist the paretic hand after stroke. It is wearable and fully user-controlled, serving two possible roles: as a therapeutic tool that facilitates device mediated hand exercises…

Socially assistive robots are increasingly being designed to interact with humans in various therapeutical scenarios. We believe that one useful scenario is providing exercise coaching for Persons with Dementia (PwD), which involves unique…

Robotics · Computer Science 2019-09-27 Martin Cooney , Jacob Pihl , Hanna Larsson , Abbas Orand , Eren Erdal Aksoy

Dynamic prediction of locomotor capacity after stroke could enable more individualized rehabilitation, yet current assessments largely provide static impairment scores and do not indicate whether patients can perform specific tasks such as…

Computational Engineering, Finance, and Science · Computer Science 2026-01-06 Yanning Dai , Chenyu Tang , Ruizhi Zhang , Wenyu Yang , Yilan Zhang , Yuhui Wang , Junliang Chen , Xuhang Chen , Ruimou Xie , Yangyue Cao , Qiaoying Li , Jin Cao , Tao Li , Hubin Zhao , Yu Pan , Arokia Nathan , Xin Gao , Peter Smielewski , Shuo Gao

Recent advances in data analytics and computer-aided diagnostics stimulate the vision of patient-centric precision healthcare, where treatment plans are customized based on the health records and needs of every patient. In physical…

Computer Vision and Pattern Recognition · Computer Science 2020-03-23 Yalin Liao , Aleksandar Vakanski , Min Xian , David Paul , Russell Baker

Shared control systems aim to combine human and robot abilities to improve task performance. However, achieving optimal performance requires that the robot's level of assistance adjusts the operator's cognitive workload in response to the…

Robotics · Computer Science 2025-04-22 Jiahe Pan , Jonathan Eden , Denny Oetomo , Wafa Johal

This paper presents a method for tailoring a parametric controller based on human ratings. The method leverages supervised learning concepts in order to train a reward model from data. It is applied to a gait rehabilitation robot with the…

Robotics · Computer Science 2020-01-15 Marcel Menner , Lukas Neuner , Lars Lünenburger , Melanie N. Zeilinger

Individuals with diverse motor abilities often benefit from intensive and specialized rehabilitation therapies aimed at enhancing their functional recovery. Nevertheless, the challenge lies in the restricted availability of…

The ability to estimate task difficulty is critical for many real-world decisions such as setting appropriate goals for ourselves or appreciating others' accomplishments. Here we give a computational account of how humans judge the…

Artificial Intelligence · Computer Science 2019-05-15 Ilker Yildirim , Basil Saeed , Grace Bennett-Pierre , Tobias Gerstenberg , Joshua Tenenbaum , Hyowon Gweon

Configurable robots are made up of robotic modules that can be assembled or can configure themselves into multiple robot configurations. In this research plan, a method for upper-body rehabilitation will be discussed in the form of a…

Systems and Control · Electrical Eng. & Systems 2024-08-16 M. Hasanlu , M. Siavashi

Motivation to perform movement therapy and caregiver burnout are major challenges to post-stroke life. Serious games have been shown to support therapeutic tasks in people with stroke, but there are few activities that simultaneously…

Human-Computer Interaction · Computer Science 2026-05-19 Elizabeth D. Vasquez , Jonathan Siskind , Marion S. Buckwalter , Maarten G. Lansberg , Sean Follmer , Allison M. Okamura