Szymon Wilk

Orcid: 0000-0002-7807-454X

Affiliations:
  • Poznan University of Technology, Poland


According to our database1, Szymon Wilk authored at least 101 papers between 1998 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
How can we reward you? A compliance and reward ontology (CaRO) for eliciting quantitative reward rules for engagement in mHealth app and healthy behaviors.
J. Biomed. Informatics, 2024

Provision and evaluation of explanations within an automated planning-based approach to solving the multimorbidity problem.
J. Biomed. Informatics, 2024

A Hybrid Execution Environment for Computer-Interpretable Guidelines in PROforma.
CoRR, 2024

Defining Effective Engagement For Enhancing Cancer Patients' Well-being with Mobile Digital Behavior Change Interventions.
CoRR, 2024

Manually-Curated Versus LLM-Generated Explanations for Complex Patient Cases: An Exploratory Study with Physicians.
Proceedings of the Artificial Intelligence in Medicine - 22nd International Conference, 2024

2023
Personalization in mHealth: Innovative informatics methods to improve patient experience and health outcome.
J. Biomed. Informatics, November, 2023

A community-of-practice-based evaluation methodology for knowledge intensive computational methods and its application to multimorbidity decision support.
J. Biomed. Informatics, June, 2023

SATO (IDEAS expAnded wiTh BCIO): Workflow for designers of patient-centered mobile health behaviour change intervention applications.
J. Biomed. Informatics, February, 2023

Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions.
Artif. Intell. Medicine, January, 2023

Can Large Language Models Augment a Biomedical Ontology with missing Concepts and Relations?
CoRR, 2023

Personalizing Digital Health Behavior Change Interventions using Machine Learning and Domain Knowledge.
CoRR, 2023

Using graph rewriting to operationalize medical knowledge for the revision of concurrently applied clinical practice guidelines.
Artif. Intell. Medicine, 2023

2022
What do you need to consider when designing mobile health intervention?
CoRR, 2022

On the joint-effect of class imbalance and overlap: a critical review.
Artif. Intell. Rev., 2022

How to Improve Digital Wellbeing Interventions? Preliminary Study of Factors Affecting Intervention Engagement, Impact, and Habit Formation.
Proceedings of the AMIA 2022, 2022

Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients.
Proceedings of the Artificial Intelligence in Medicine, 2022

Comparision of Models Built Using AutoML and Data Fusion.
Proceedings of the Advances in Databases and Information Systems, 2022

2021
Tree-based local explanations of machine learning model predictions, AraucanaXAI.
CoRR, 2021

Preface: AIME 2019.
Artif. Intell. Medicine, 2021

A review of AI and Data Science support for cancer management.
Artif. Intell. Medicine, 2021

MitPlan: A planning approach to mitigating concurrently applied clinical practice guidelines.
Artif. Intell. Medicine, 2021

Benchmarking PySyft Federated Learning Framework on MIMIC-III Dataset.
IEEE Access, 2021

The Case Manager: Driving Medical Reasoning in a Distributed Environment for Home Patient Monitoring.
Proceedings of the Public Health and Informatics, 2021

Is it a good time to survey you? Cognitive load classification from blood volume pulse.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

Towards a framework for comparing functionalities of multimorbidity clinical decision support: A literature-based feature set and benchmark cases.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

CAncer PAtients Better Life Experience (CAPABLE) First Proof-of-Concept Demonstration.
Proceedings of the Artificial Intelligence in Medicine, 2021

MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning.
Proceedings of the Artificial Intelligence in Medicine, 2021

Catching Patient's Attention at the Right Time to Help Them Undergo Behavioural Change: Stress Classification Experiment from Blood Volume Pulse.
Proceedings of the Artificial Intelligence in Medicine, 2021

From Personalized Timely Notification to Healthy Habit Formation: a Feasibility Study of Reinforcement Learning Approaches on Synthetic Data.
Proceedings of the Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help? co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA2021), 2021

Personality and Habit Formation: Is There a Link?
Proceedings of the Workshop on Towards Smarter Health Care: Can Artificial Intelligence Help? co-located with 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA2021), 2021

2020
How distance metrics influence missing data imputation with k-nearest neighbours.
Pattern Recognit. Lett., 2020

An ontology-driven framework to support the dynamic formation of an interdisciplinary healthcare team.
Int. J. Medical Informatics, 2020

Assessing the Impact of Distance Functions on K-Nearest Neighbours Imputation of Biomedical Datasets.
Proceedings of the Artificial Intelligence in Medicine, 2020

2019
Fusion of clinical data: A case study to predict the type of treatment of bone fractures.
Int. J. Appl. Math. Comput. Sci., 2019

How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores?
Proceedings of the AMIA 2019, 2019

2018
Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management.
J. Medical Syst., 2018

Application of Structural and Textural Features from X-ray Images to Predict the Type of Bone Fracture Treatment.
Proceedings of the 20th International Workshop on Design, 2018

Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management.
Proceedings of the AMIA 2018, 2018

Representing Drug Classes for Mitigating Concurrently Applied CPGs.
Proceedings of the AMIA 2018, 2018

2017
Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines.
J. Biomed. Informatics, 2017

Reports of the Workshops of the Thirty-First AAAI Conference on Artificial Intelligence.
AI Mag., 2017

Supporting process execution by interdisciplinary healthcare teams: Middleware design for IBM BPM.
Proceedings of the 8th International Conference on Emerging Ubiquitous Systems and Pervasive Networks (EUSPN 2017) / The 7th International Conference on Current and Future Trends of Information and Communication Technologies in Healthcare (ICTH-2017) / Affiliated Workshops, 2017

An Algorithm for Selective Preprocessing of Multi-class Imbalanced Data.
Proceedings of the 10th International Conference on Computer Recognition Systems CORES 2017, 2017

Using Constraint Logic Programming for the Verification of Customized Decision Models for Clinical Guidelines.
Proceedings of the Artificial Intelligence in Medicine, 2017

Fusion of Clinical Data: A Case Study to Predict the Type of Treatment of Bone Fractures.
Proceedings of the New Trends in Databases and Information Systems, 2017

AFGuide System to Support Personalized Management of Atrial Fibrillation.
Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Classification with test costs and background knowledge.
Knowl. Based Syst., 2016

Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System.
J. Medical Syst., 2016

Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study.
Proceedings of the Information Technologies in Medicine - 5th International Conference, 2016

Aligning Interdisciplinary Healthcare Team Behavior with Workflow Execution: An Example of a Radical Prostatectomy Workflow.
Proceedings of the 29th IEEE International Symposium on Computer-Based Medical Systems, 2016

2015
A Framework for Modeling Workflow Execution by an Interdisciplinary Healthcare Team.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences.
Proceedings of the AMIA 2015, 2015

2014
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions.
Proceedings of the Knowledge Representation for Health Care - 6th International Workshop, 2014

Sequential Classification by Exploring Levels of Abstraction.
Proceedings of the 18th International Conference in Knowledge Based and Intelligent Information and Engineering Systems, 2014

MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams.
Proceedings of the Business Process Management Workshops, 2014

First-Order Logic Theory for Manipulating Clinical Practice Guidelines Applied to Comorbid Patients: A Case Study.
Proceedings of the AMIA 2014, 2014

A Framework for Incorporating Patient Preferences to Deliver Participatory Medicine via Interdisciplinary Healthcare Teams.
Proceedings of the AMIA 2014, 2014

Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions.
Proceedings of the 2014 AAAI Fall Symposia, Arlington, Virginia, USA, November 13-15, 2014, 2014

2013
Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming.
J. Biomed. Informatics, 2013

Clinical Practice Guidelines and Comorbid Diseases: A MiniZinc Representation of Guideline Models for Mitigating Adverse Interactions.
Proceedings of the MEDINFO 2013, 2013

Using PICO to Align Medical Evidence with MDs Decision Making Models.
Proceedings of the MEDINFO 2013, 2013

Hypothesis-Driven Interactive Classification Based on AVO.
Proceedings of the Man-Machine Interactions 3, 2013

Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures during Mitigation of Concurrently Applied Clinical Practice Guidelines.
Proceedings of the Artificial Intelligence in Medicine, 2013

2012
Implementing an Integrative Multi-agent Clinical Decision Support System with Open Source Software.
J. Medical Syst., 2012

IIvotes ensemble for imbalanced data.
Intell. Data Anal., 2012

Predicting the need for CT imaging in children with minor head injury using an ensemble of Naive Bayes classifiers.
Artif. Intell. Medicine, 2012

Indexing and Retrieval of Medical Resources for a Telemedical Platform.
Proceedings of the Information Technologies in Biomedicine, 2012

Discovering the Preferences of Physicians with Regards to Rank-Ordered Medical Documents.
Proceedings of the Advances in Computational Intelligence, 2012

2011
A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity.
Proceedings of the Artificial Intelligence in Medicine, 2011

Classifying Severely Imbalanced Data.
Proceedings of the Advances in Artificial Intelligence, 2011

2010
A Tree-Based Decision Model to Support Prediction of the Severity of Asthma Exacerbations in Children.
J. Medical Syst., 2010

Automatic indexing and retrieval of encounter-specific evidence for point-of-care support.
J. Biomed. Informatics, 2010

Learning from Imbalanced Data in Presence of Noisy and Borderline Examples.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Experienced Physicians and Automatic Generation of Decision Rules from Clinical Data.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Integrating Selective Pre-processing of Imbalanced Data with Ivotes Ensemble.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department.
Proceedings of the MEDINFO 2010, 2010

Representing clinical documents to support automatic retrieval of evidence from the Cochrane Library.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

Identifying inconsistencies in multiple clinical practice guidelines for a patient with co-morbidity.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

2009
Decision Making by Emergency Room Physicians and Residents: Implications for the Design of Clinical Decision Support Systems.
Int. J. Heal. Inf. Syst. Informatics, 2009

2008
Prospective evaluation of the MET-AP system providing triage plans for acute pediatric abdominal pain.
Int. J. Medical Informatics, 2008

Selective Pre-processing of Imbalanced Data for Improving Classification Performance.
Proceedings of the Data Warehousing and Knowledge Discovery, 10th International Conference, 2008

Engineering of a Clinical Decision Support Framework for the Point of Care Use.
Proceedings of the AMIA 2008, 2008

A Constraint Satisfaction Approach to Data-Driven Implementation of Clinical Practice Guidelines.
Proceedings of the AMIA 2008, 2008

2007
Designing man-machine interactions for mobile clinical systems: MET triage support using Palm handhelds.
Eur. J. Oper. Res., 2007

Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data.
Proceedings of the Mining Complex Data, ECML/PKDD 2007 Third International Workshop, 2007

A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care.
Proceedings of the Knowledge Management for Health Care Procedures, 2007

2006
Rough Sets for Handling Imbalanced Data: Combining Filtering and Rule-based Classifiers.
Fundam. Informaticae, 2006

Developing a Decision Model for Asthma Exacerbations: Combining Rough Sets and Expert-Driven Selection of Clinical Attributes.
Proceedings of the Rough Sets and Current Trends in Computing, 2006

Bayesian Belief Network Model of the Radical Prostatectomy Pathway.
Proceedings of the 39th Hawaii International International Conference on Systems Science (HICSS-39 2006), 2006

Ontologies for Knowledge Modeling and Creating User Interface in the Framework of Telemedical Portal.
Proceedings of the European Conference on eHealth 2006, 2006

Decision Making by Emergency Room Physicians and Residents: Results From a Clinical Trial.
Proceedings of the Connecting the Americas. 12th Americas Conference on Information Systems, 2006

2005
A Comparison of Two Approaches to Data Mining from Imbalanced Data.
J. Intell. Manuf., 2005

Supporting triage of children with abdominal pain in the emergency room.
Eur. J. Oper. Res., 2005

Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System.
Proceedings of the Artificial Intelligence in Medicine, 2005

2004
Rough Set Methodology in Clinical Practice: Controlled Hospital Trial of the MET System.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Triage of Acute Abdominal Pain in Childhood: Clinical Use of a Palm Handheld in a Pediatric Emergency Department.
Proceedings of the 37th Hawaii International Conference on System Sciences (HICSS-37 2004), 2004

Mobile Emergency Triage Support System.
Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004

2003
Mobile clinical support system for pediatric emergencies.
Decis. Support Syst., 2003

2001
Evaluating business credit risk by means of approach-integrating decision rules and case-based learning.
Intell. Syst. Account. Finance Manag., 2001

1999
Rough Set Based Data Exploration Using ROSE System.
Proceedings of the Foundations of Intelligent Systems, 11th International Symposium, 1999

1998
ROSE - Software Implementation of the Rough Set Theory.
Proceedings of the Rough Sets and Current Trends in Computing, 1998


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