Publications

2025

MontoFlow–A Maritime Ontology Framework for Modeling Ship Sensory Systems
Pavle Ivanovic, Simon Burbach, Maria Maleshkova
International Semantic Web Conference, 276-294

Benchmarking ResNet for Short-Term Hypoglycemia Classification with DiaData
Beyza Cinar, Maria Maleshkova
arXiv preprint arXiv:2511.02849

Imputing missing multi-sensor data in the healthcare domain: A systematic review
Vaibhav Gupta, Florian Grensing, Beyza Cinar, Maria Maleshkova
Image and Vision Computing

VitaStress: A Multimodal Dataset for Stress Detection
Paul Schreiber, Simon Burbach, Beyza Cinar, Lennart Mackert, Maria Maleshkova
Proceedings of the 27th International Conference on Multimodal Interaction

Breaking Free: Decoupling Forced Systems with Laplace Neural Networks
Bernd Zimmering, Cecília Coelho, Vaibhav Gupta, Maria Maleshkova, Oliver Niggemann
Joint European Conference on Machine Learning and Knowledge Discovery in Databases

CPSWatch: Lightweight Ontology for System Description and Diagnosis
Björn Ludwig, Maria Maleshkova, Oliver Niggemann
2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA)

MicroLabVR: Interactive 3D Visualization of Simulated Spatiotemporal Microbiome Data in Virtual Reality
Simon Burbach, Maria Maleshkova, Florian Centler, Tanja Joan Schmidt
arXiv preprint arXiv:2508.21736

Stress Detection from Multimodal Wearable Sensor Data
Paul Schreiber, Beyza Cinar, Lennart Mackert, Maria Maleshkova
arXiv preprint arXiv:2508.09160

Presenting DiaData for Research on Type 1 Diabetes
Beyza Cinar, Maria Maleshkova
arXiv preprint arXiv:2508.09160

Evaluating Imputation Techniques for Short-Term Gaps in Heart Rate Data
Vaibhav Gupta, Maria Maleshkova
arXiv preprint arXiv:2508.08268

Regression-Based Approach to Anxiety Estimation of Spider Phobics During Behavioural Avoidance Tasks
Florian Grensing, Vanessa Schmücker, Anne Sophie Hildebrand, Tim Klucken, Maria Maleshkova
arXiv preprint arXiv:2507.13795

VitaStress–Multimodal Vital Signs for Stress Detection
Paul Schreiber, Beyza Cinar, Lennart Mackert, Maria Maleshkova
International Conference on Human-Computer Interaction, 205-215

Deep Learning-Based Hypoglycemia Classification Across Multiple Prediction Horizons
Beyza Cinar, Jennifer Daniel Onwuchekwa, Maria Maleshkova
arXiv preprint arXiv:2504.00009

Laplace-Net: Learning Dynamical Systems with External Forcing
Bernd Zimmering, Cecília Coelho, Vaibhav Gupta, Maria Maleshkova, Oliver Niggemann
arXiv preprint arXiv:2503.13158

Using Physiological Data to Evaluate Anxiety Responses During Different Behavioural Avoidance Tests
Florian Grensing, Vanessa Schmücker, Anne Sophie Hildebrand, Tim Klucken, Maria Maleshkova
2025 IEEE International Conference on Artificial Intelligence and eXtended and Virtual Reality (AIxVR)

ISPAAD: Integrated Stress, Physical Activity, and Amusement Dataset
Paul Schreiber, Maria Maleshkova
BIO Web of Conferences 195, 01003

AISHIP: An Ontology for Extended Vessel Representation and Multimodal Data Integration
Simon Burbach, Lennart Mackert, Maria Maleshkova
ISWC 2025 Companion Volume, November 2–6, 2025, Nara, Japan

Beyond Accuracy: Assessment of Statistical Imputation Techniques for Heart Rate Data
Vaibhav Gupta, Maria Maleshkova
BIO Web of Conferences 195, 03002

ReBAT: Regression-Based Anxiety Recognition during Be-havioural Avoidance Tasks
Florian Grensing, Vanessa Schmücker, Anne Sophie Hildebrand, Tim Klucken, Maria Maleshkova
BIO Web of Conferences 195, 01002

MQTT4SSN: An Ontology for the MQTT Message Protocol
Niklas Doerner, Maria Maleshkova
ISWC 2025 Companion Volume, November 2–6, 2025, Nara, Japan

MicroLabVR: A VR-Based Platform for Interactive 3D Microbiome Data Visualization
Simon Burbach, Maria Maleshkova, Florian Centler, Tanja Joan Schmidt
BIO Web of Conferences 195, 02002

Physics-informed Neural Networks used for Structural Health Monitoring in Civil Infrastructures: State of Art and Current Challenges
Vaibhav Gupta, Francesca Marsili, Sylvia Kessler, Maria Maleshkova
Proceedings of the 35th European Safety and Reliability & the 33rd Society for Risk Analysis Europe Conference

Physics-informed neural networks used for Structural Health Monitoring in civil infrastructures
Vaibhav Gupta, Francesca Marsili, Sylvia Keßler, Maria Maleshkova
35th European Safety and Reliability Conference (ESREL2025) and the 33rd Society for Risk Analysis Europe Conference (SRA-E 2025): proceedings

DiaData: an integrated large dataset for type 1 diabetes and hypoglycemia research
Beyza Cinar, Maria Maleshkova
Universitätsbibliothek der HSU/UniBw H

Conversational Question Answering over Knowledge Graphs
Endri Kacupaj, Kuldeep Singh, Maria Maleshkova, Jens Lehmann
Event Analytics across Languages and Communities, 169

2024

Frame–a framework for objectively measuring fear based on physiological and psychological data
Florian Grensing, Vanessa Schmücker, Anne Sophie Hildebrand, Tim Klucken, Maria Maleshkova
Current Directions in Biomedical Engineering 10 (4), 276-279

TRRRACED – Towards Reproducible, Replicable, and Reusable Affective Computing Experiments and Data
Paul Schreiber, Florian Grensing, Maria Maleshkova
IEEE Cognitive Infocommunications (CogInfoCom 2024)

Transfer Learning in Hypoglycemia Classification
Beyza Cinar, Florian Grensing, Louisa van den Boom, Maria Maleshkova
Artificial Intelligence in Healthcare (AIiH2024)

Enhanced predictive monitoring of hypoglycemia in type 1 diabetes using shapelet-based analysis of wearable sensor data
Jennifer I Daniel Onwuchekwa, Daniel Claus, Christian Weber, Maria Maleshkova
2024 IEEE 12th International Conference on Serious Games and Applications for Health (SeGAH)

Time to Hypoglycemia Prediction for Personalized Diabetes Care and Management
Jennifer I Daniel Onwuchekwa, Beyza Cinar, Louisa van den Boom, Maria Maleshkova
2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Enhancing Hypoglycemia Prediction in Type 1 Diabetes Through Semantic Knowledge Integration and Machine Learning Optimization
Jennifer I Daniel Onwuchekwa, Christian Weber, Maria Maleshkova
European Semantic Web Conference, 33-44

Current directions in biomedical engineering: FRAME–A FRAMEwork for Objectively Measuring Fear Based on Physiological and Psychological Data
Florian Grensing, Vanessa Schmücker, Anne Sophie Hildebrand, Tim Klucken, Maria Maleshkova
De Gruyter

2023

Development of a Standalone VR Application for the Simulation of Lower Extremity Amputations
Lorena Stracke, Simon Burbach, Rebekka Jakob, Rainer Brück, Tanja Joan Eiler
Advances in Digital Health and Medical Bioengineering. EHB 2023. IFMBE Proceedings, vol 111. (pp. 426–433).

Conception And Implementation of an virtual Reality application for the evaluation of different types of commercially available haptic gloves
Vanessa Schmuecker, Florian Grensing, Rebekka Jakob, Christian Gießer, Rainer Brück, Tanja Eiler
Current directions in biomedical engineering (2023)

Extension of an Existing VR Memory Training with Haptic Impressions due to a Haptic Vest
Vanessa Schmuecker, Rebekka Jakob, Florian Grensing, Rainer Brück, Tanja Eiler
Current directions in biomedical engineering (2023)

State-of-the-Art Analysis of Cuffless Methods for Blood Pressure Measurement
Simon Burbach, Rainer Brueck, Alexander Keil
Advances in Digital Health and Medical Bioengineering. EHB 2023. IFMBE Proceedings, vol 109. (pp. 127–134).

Virtual Heartbeats, Real Expertise – Concept and Implementation of a Virtual Reality ECG-Training-Simulator
Simon Burbach, Annika Steiger, Neruna Yugarajah, Rainer Brueck, Tanja Joan Eiler
Advances in Digital Health and Medical Bioengineering. EHB 2023. IFMBE Proceedings, vol 109. (pp. 631–637).

2022

Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs
Endri Kacupaj, Kuldeep Singh, Maria Maleshkova, Jens Lehmann
31st ACM International Conference on Information and Knowledge Management (CIKM 2022)

An Answer Verbalization Dataset for Conversational Question Answering over Knowledge Graphs
Endri Kacupaj, Kuldeep Singh, Maria Maleshkova, Jens Lehmann
arXiv preprint arXiv:2208.06734

Conversational Question Answering over Knowledge Graphs with Answer Verbalization
Endri Kacupaj, Jens Lehmann, Maria Maleshkova
Dissertation

Semantic Digital Twins in the Industrial Internet of Things
Sebastian Bader, Jens Lehmann, Maria Maleshkova
Dissertation

Behavioral Avoidance Test: Comparison between in vivo and virtual reality using questionnaires and psychophysiology
Vanessa Schmuecker, Florian Grensing, Anne Sophie Hildebrand, Rebekka Jakob, Tanja Joan Eiler, Maria Maleshkova, Tim Klucken, Rainer Brück
2022 IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR)

The Design of an Avatar in a Multiplayer Serious Game
Rebekka Jakob, Vanessa Schmuecker, Tanja Joan Eiler, Florian Grensing, Rainer Brück
Current directions in biomedical engineering (2022)

Suitability Testing of the LucidGloves Prototype 4 for Extended Reality Medical Teaching
Simon Burbach, Annika Steiger, Christian Gießer
Current Directions in Biomedical Engineering, 8(2), 419-422.

Augmented Reality Application for Simulation of Mamma Palpation
Annika Steiger, Simon Burbach, Christian Gießer
Current Directions in Biomedical Engineering, 8(2), 419-422.

2021

Customizable Memory Training in Virtual Reality with Personal Memoirs
Vanessa Schmuecker, Tanja Joan Eiler, Armin Grünewald, Simon Forstmeier, Florian Grensing, Christian Gießer, Rainer Brueck
2021 IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR)

Training Application for Ostomy Patients in Virtual Reality
Florian Grensing, Armin Gruenewald, Tanja Joan EIler, Vanessa Schmuecker, Christian Gießer, Rainer Brueck
2021 IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR)

VOGUE: Answer Verbalization through Multi-Task Learning
Endri Kacupaj, Shyamnath Premnadh, Kuldeep Singh, Jens Lehmann, Maria Maleshkova
Machine Learning and Knowledge Discovery in Databases – European Conference, ECML PKDD 2021

Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records
Aynur Guluzade, Endri Kacupaj, Maria Maleshkova
Artificial Intelligence in Medicine 2021 (AIME 2021)

The Semantic Web: 18th International Conference, ESWC 2021, Virtual Event, June 6–10, 2021, Proceedings
Ruben Verborgh, Katja Hose, Heiko Paulheim, Pierre-Antoine Champin, Maria Maleshkova, Oscar Corcho, Petar Ristoski, Mehwish Alam
Springer Nature

Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks
Endri Kacupaj, Joan Plepi, Kuldeep Singh, Harsh Thakkar, Jens Lehmann, Maria Maleshkova
16th conference of the European Chapter of the Association for Computational Linguistics (EACL 2021)

Conversational question answering over knowledge graphs with transformer and graph attention networks
Endri Kacupaj, Joan Plepi, Kuldeep Singh, Harsh Thakkar, Jens Lehmann, Maria Maleshkova
arXiv preprint arXiv:2104.01569

Grasping the terminology: Smart services, smart service systems, and cyber-physical systems
Dominik Martin, Niklas Kühl, Maria Maleshkova
Smart service management: Design guidelines and best practices, 7-21

Introduction to Smart Service Use Cases
Maria Maleshkova, Niklas Kühl, Philipp Jussen
Smart Service Management: Design Guidelines and Best Practices, 163-165

Introduction to Smart Service Management
Maria Maleshkova, Niklas Kühl, Philipp Jussen
Smart Service Management: Design Guidelines and Best Practices, 3-5

Preface of the Joint proceedings of the Poster & Demo Track and Workshop on ontology-driven conceptual modelling of digital twins co-located with SEMANTiCS 2021, 6th-9th of September 2021, Amsterdam, the Netherlands
Maria Maleshkova, Ilaria Tiddi, Tassilo Pellegrini, Victor de Boer
2021 Joint of the Poster and Demo Track and Workshop on Ontology-Driven Conceptual Modelling of Digital Twins, Semantics P and Ds 2021

The semantic web: 18th International Conference: ESWC 2021: Proceedings
Ruben Verborgh, Katja Hose, Heiko Paulheim, Pierre-Antoine Champin, Maria Maleshkova, Oscar Corcho, Petar Ristoski, Mehwish Alam
ESWC 2021: 18th International Conference

2020

MLM: A Benchmark Dataset for Multitask Learning with Multiple Languages and Modalities
Jason Armitage, Endri Kacupaj, Golsa Tahmasebzadeh, Swati, Maria Maleshkova, Ralph Ewerth, Jens Lehmann
29th ACM International Conference on Information & Knowledge Management (2020), S. 2967-2974

Training Multimodal Systems for Classification with Multiple Objectives
Jason Armitage, Shramana Thakur, Rishi Tripathi, Jens Lehmann, Maria Maleshkova
17th Extended Semantic Web Conference (ESWC 2020)

SOLIOT – Decentralized Data Control and Interation for IoT
Sebastian Bader, Maria Maleshkova
Future Internet (2020)

A Knowledge Graph for Industry 4.0
Sebastian R. Bader, Irlan Grangel-Gonzalez, Priyanka Nanjappa, Maria-Esther Vidal, Maria Maleshkova
17th International Conference, ESWC 2020

VQuAnDa: Verbalization QUestion ANswering DAtaset
Endri Kacupaj, Hamid Zafar, Jens Lehmann, Maria Maleshkova
17th International Conference, ESWC 2020

Data Representation and Reasoning
Maria Maleshkova, Nicolas Seydoux
The Internet of Things: From Data to Insight, 79-90

The internet of things: from data to insight
John Davies, Carolina Fortuna
John Wiley & Sons

Blockchain in transportation and logistics: Smart contracts and their applications
Maria Maleshkova, A Kofod‑Petersen
Computers & Industrial Engineering 148, 106835

SOLIOT—decentralized data control and interactions for IoT, Future Internet 12 (6)(2020) 105
Sebastian R Bader, Maria Maleshkova

Smart service management: Design guidelines and best practices
Philipp Jussen, Niklas Kühl, Maria Maleshkova
Springer

Smart service management
Maria Maleshkova, Niklas Kühl, Philipp Jussen
Springer

Towards Integrated Data Control for Digital Twins in Industry 4.0.
Sebastian R Bader, Maria Maleshkova
SeDiT@ ESWC

2019

The Semantic Administration Shell
Sebastian R. Bader, Maria Maleshkova
arXiv preprint arXiv:1909.00690

Structuring Reference Architectures for the Industrial Internet of Things
Sebastian R. Bader, Maria Maleshkova, Steffen Lohmann
Future internet, 07/2019, Band 11, Ausgabe 7

Virtual Representations for Iterative IoT Deployment
Sebastian R. Bader, Maria Maleshkova
arXiv preprint arXiv:1903.00718

RESTful or RESTless – Current State of Today’s Top Web APIs
Frederik Buelthoff, Maria Maleshkova
arXiv preprint arXiv:1902.10514

Smart Web Services (SmartWS) – The Future of Services on the Web
Maria Maleshkova, Patrick Phillipp, York Sure-Vetter, Rudi Studer
arXiv preprint arXiv:1902.00910

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