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Wojtek Michalowski
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2020 – today
- 2024
- [j33]Mohammed Awal Kassim
, Herna L. Viktor
, Wojtek Michalowski
:
Multi-Label Lifelong Machine Learning: A Scoping Review of Algorithms, Techniques, and Applications. IEEE Access 12: 74539-74557 (2024) - [j32]Pouya Khodaee, Herna L. Viktor, Wojtek Michalowski:
Knowledge transfer in lifelong machine learning: a systematic literature review. Artif. Intell. Rev. 57(8): 217 (2024) - [j31]Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Malvika Rao, Marc Carrier:
Provision and evaluation of explanations within an automated planning-based approach to solving the multimorbidity problem. J. Biomed. Informatics 156: 104681 (2024) - [c52]Martin Michalowski, Szymon Wilk, Jenny M. Bauer, Marc Carrier, Aurelien Delluc, Grégoire Le Gal, Tzu-Fei Wang, Deborah Siegal, Wojtek Michalowski:
Manually-Curated Versus LLM-Generated Explanations for Complex Patient Cases: An Exploratory Study with Physicians. AIME (2) 2024: 313-323 - 2023
- [j30]Enea Parimbelli
, Tommaso Mario Buonocore, Giovanna Nicora, Wojtek Michalowski, Szymon Wilk, Riccardo Bellazzi:
Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions. Artif. Intell. Medicine 135: 102471 (2023) - [j29]Martin Michalowski
, Malvika Rao, Szymon Wilk, Wojtek Michalowski, Marc Carrier:
Using graph rewriting to operationalize medical knowledge for the revision of concurrently applied clinical practice guidelines. Artif. Intell. Medicine 140: 102550 (2023) - [j28]Anna Labijak-Kowalska
, Milosz Kadzinski
, Inga Spychala, Luis C. Dias
, Javier Fiallos, Jonathan Patrick, Wojtek Michalowski, Ken Farion:
Performance evaluation of emergency department physicians using robust value-based additive efficiency model. Int. Trans. Oper. Res. 30(1): 503-544 (2023) - [j27]William Van Woensel, Samson W. Tu, Wojtek Michalowski, Syed Sibte Raza Abidi
, Samina Abidi, José Ramón Alonso, Alessio Bottrighi, Marc Carrier, Ruth Edry, Irit Hochberg, Malvika Rao, Stephen P. Kingwell, Alexandra Kogan, Mar Marcos
, Begoña Martínez-Salvador, Martin Michalowski
, Luca Piovesan, David Riaño, Paolo Terenziani, Szymon Wilk, Mor Peleg:
A community-of-practice-based evaluation methodology for knowledge intensive computational methods and its application to multimorbidity decision support. J. Biomed. Informatics 142: 104395 (2023) - [c51]Eric Paquet
, Herna L. Viktor
, Wojtek Michalowski
, Gabriel St-Pierre Lemieux
:
ProVolOne - Protein Volume Prediction Using a Multi-attention, Multi-resolution Deep Neural Network and Finite Element Analysis. LOD (1) 2023: 274-287 - 2022
- [j26]Gabriel St-Pierre Lemieux
, Eric Paquet
, Herna L. Viktor
, Wojtek Michalowski:
Geometric Deep Learning for Protein-Protein Interaction Predictions. IEEE Access 10: 90045-90055 (2022) - [j25]Sabrina Azzi
, Wojtek Michalowski, Michal Iglewski:
Developing a pneumonia diagnosis ontology from multiple knowledge sources. Health Informatics J. 28(2): 146045822210838 (2022) - [c50]Malvika Rao, Martin Michalowski
, Szymon Wilk, Wojtek Michalowski, Amanda Jane Coles
, Marc Carrier:
Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients. AIME 2022: 14-23 - [c49]Junzheng Wu
, Eric Paquet
, Herna L. Viktor
, Wojtek Michalowski
:
Adapting to Complexity: Deep Learnable Architecture for Protein-protein Interaction Predictions. LOD (1) 2022: 528-542 - 2021
- [j24]Martin Michalowski
, Szymon Wilk, Wojtek Michalowski
, Marc Carrier:
MitPlan: A planning approach to mitigating concurrently applied clinical practice guidelines. Artif. Intell. Medicine 112: 102002 (2021) - [c48]Martin Michalowski
, Malvika Rao, Szymon Wilk, Wojtek Michalowski, Marc Carrier:
MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning. AIME 2021: 276-286 - [c47]Dympna O'Sullivan, William Van Woensel, Szymon Wilk, Samson W. Tu, Wojtek Michalowski, Samina Abidi, Marc Carrier, Ruth Edry, Irit Hochberg, Stephen P. Kingwell, Alexandra Kogan, Martin Michalowski, Hugh O'Sullivan, Mor Peleg:
Towards a framework for comparing functionalities of multimorbidity clinical decision support: A literature-based feature set and benchmark cases. AMIA 2021 - [c46]Junzheng Wu, Eric Paquet, Herna L. Viktor, Wojtek Michalowski:
Paying Attention: Using a Siamese Pyramid Network for the Prediction of Protein-Protein Interactions with Folding and Self-Binding Primary Sequences. IJCNN 2021: 1-8 - [c45]Parsa Vafaie, Herna L. Viktor, Eric Paquet, Wojtek Michalowski:
Online Semi-supervised Learning from Evolving Data Streams with Meta-features and Deep Reinforcement Learning. LOD 2021: 70-85 - [c44]Mir Kamyar Ziabari, Daniel Amyot
, Wojtek Michalowski, El Mostafa Bouattane, Nassoh Hafez:
Creating Mobile Self-Triage Applications: Requirements and Usability Perspectives. RE Workshops 2021: 268-277 - [i1]Enea Parimbelli, Giovanna Nicora, Szymon Wilk, Wojtek Michalowski, Riccardo Bellazzi:
Tree-based local explanations of machine learning model predictions, AraucanaXAI. CoRR abs/2110.08272 (2021) - 2020
- [j23]Ahmet Kandakoglu
, Antoine Sauré, Wojtek Michalowski
, Michael Aquino, Janet Graham, Brendan McCormick:
A decision support system for home dialysis visit scheduling and nurse routing. Decis. Support Syst. 130: 113224 (2020) - [j22]Szymon Wilk, Mounira Kezadri-Hamiaz, Daniel Amyot
, Wojtek Michalowski
, Craig E. Kuziemsky, Nihan Çatal, Daniela Rosu, Marc Carrier, Randy Giffen:
An ontology-driven framework to support the dynamic formation of an interdisciplinary healthcare team. Int. J. Medical Informatics 136: 104075 (2020) - [c43]Parsa Vafaie
, Herna L. Viktor, Wojtek Michalowski:
Multi-class imbalanced semi-supervised learning from streams through online ensembles. ICDM (Workshops) 2020: 867-874
2010 – 2019
- 2019
- [j21]Jonathan Patrick
, Amine Montazeri, Wojtek Michalowski
, Diponkar Banerjee:
Automated Pathologist Scheduling at The Ottawa Hospital. INFORMS J. Appl. Anal. 49(2): 93-103 (2019) - [c42]Martin Michalowski
, Szymon Wilk, Wojtek Michalowski
, Marc Carrier:
MitPlan: A Planning Approach to Mitigating Concurrently Applied Clinical Practice Guidelines. AIME 2019: 93-103 - [c41]Lysanne Lessard, Antoine Sauré, Agnes Grudniewicz, William Gardner, James King, Wojtek Michalowski, David Murphy, Kathleen Pajer, Elyse Schipper, Sinthuja Suntharalingam, Raphaël Ménard-Grenier, Michael Cheng:
Data Requirements for a Patient-Centered Learning Health System. AMIA 2019 - [c40]Enea Parimbelli, Szymon Wilk, Dympna O'Sullivan, Stephen P. Kingwell, Wojtek Michalowski, Martin Michalowski:
How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores? AMIA 2019 - 2018
- [j20]Mor Peleg
, Wojtek Michalowski
, Szymon Wilk, Enea Parimbelli, Silvia Bonaccio, Dympna O'Sullivan
, Martin Michalowski
, Silvana Quaglini, Marc Carrier:
Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management. J. Medical Syst. 42(11): 234:1-234:15 (2018) - [c39]Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Marc Carrier:
Representing Drug Classes for Mitigating Concurrently Applied CPGs. AMIA 2018 - [c38]Enea Parimbelli, Szymon Wilk, Stephen P. Kingwell, Pavel Andreev, Wojtek Michalowski:
Shared Decision-Making Ontology for a Healthcare Team Executing a Workflow, an Instantiation for Metastatic Spinal Cord Compression Management. AMIA 2018 - 2017
- [j19]Szymon Wilk
, Martin Michalowski
, Wojtek Michalowski
, Daniela Rosu, Marc Carrier, Mounira Kezadri-Hamiaz:
Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines. J. Biomed. Informatics 66: 52-71 (2017) - [c37]Martin Michalowski, Wojtek Michalowski, Szymon Wilk, Dympna O'Sullivan, Marc Carrier:
AFGuide System to Support Personalized Management of Atrial Fibrillation. AAAI Workshops 2017 - [c36]Nihan Çatal, Daniel Amyot
, Wojtek Michalowski
, Mounira Kezadri-Hamiaz, Malak Baslyman
, Szymon Wilk
, Randy Giffen:
Supporting process execution by interdisciplinary healthcare teams: Middleware design for IBM BPM. EUSPN/ICTH 2017: 376-383 - [c35]Gursimran Singh Chandhoke, Ajaydeep Singh Grewal, Venus Pathak, Simrandeep Singh, Mir Kamyar Ziabari, Daniel Amyot
, Hussein T. Mouftah, Wojtek Michalowski
, Michael Fung Kee Fung, Jennifer Smylie, Salome Shin:
A Virtual Patient Navigation Application for Lung Cancer Assessment Patients. MCETECH 2017: 255-272 - 2016
- [j18]Szymon Wilk
, Mounira Kezadri-Hamiaz, Daniela Rosu, Craig E. Kuziemsky, Wojtek Michalowski
, Daniel Amyot
, Marc Carrier:
Using Semantic Components to Represent Dynamics of an Interdisciplinary Healthcare Team in a Multi-Agent Decision Support System. J. Medical Syst. 40(2): 42:1-42:12 (2016) - [c34]Lysanne Lessard, Wojtek Michalowski, Wei Chen Li, Fawaz Halwani, Daniel Amyot, Diponkar Banerjee:
Predictive Analytics to Support Real-Time Management in Pathology Facilities. AMIA 2016 - [c33]Szymon Wilk
, Dympna O'Sullivan
, Mounira Kezadri-Hamiaz, Craig E. Kuziemsky, Daniela Rosu, Wojtek Michalowski
, Michael Fung Kee Fung:
Aligning Interdisciplinary Healthcare Team Behavior with Workflow Execution: An Example of a Radical Prostatectomy Workflow. CBMS 2016: 112-117 - [c32]Szymon Wilk
, Jerzy Stefanowski
, Szymon Wojciechowski, Ken J. Farion, Wojtek Michalowski
:
Application of Preprocessing Methods to Imbalanced Clinical Data: An Experimental Study. ITIB (1) 2016: 503-515 - 2015
- [c31]Martin Michalowski, Szymon Wilk, Daniela Rosu, Mounira Kezadri, Wojtek Michalowski, Marc Carrier:
Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences. AMIA 2015 - [c30]Amine Montazeri, Jonathan Patrick, Wojtek Michalowski, Diponkar Banerjee:
Developing the Pathologists' Monthly Assignment Schedule: A Case Study at the Division of Anatomical Pathology of The Ottawa Hospital. AMIA 2015 - [c29]Mounira Kezadri-Hamiaz, Daniela Rosu, Szymon Wilk, Craig E. Kuziemsky, Wojtek Michalowski
, Marc Carrier:
A Framework for Modeling Workflow Execution by an Interdisciplinary Healthcare Team. MedInfo 2015: 1100 - 2014
- [c28]Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Xing Tan, Daniela Rosu:
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions. AAAI Fall Symposia 2014 - [c27]Craig E. Kuziemsky, Davood Astaraky, Szymon Wilk, Wojtek Michalowski, Pavel Andreev:
A Framework for Incorporating Patient Preferences to Deliver Participatory Medicine via Interdisciplinary Healthcare Teams. AMIA 2014 - [c26]Martin Michalowski, Szymon Wilk, Xing Tan, Wojtek Michalowski:
First-Order Logic Theory for Manipulating Clinical Practice Guidelines Applied to Comorbid Patients: A Case Study. AMIA 2014 - [c25]Szymon Wilk
, Davood Astaraky, Wojtek Michalowski
, Daniel Amyot
, Runzhuo Li, Craig E. Kuziemsky, Pavel Andreev:
MET4: Supporting Workflow Execution for Interdisciplinary Healthcare Teams. Business Process Management Workshops 2014: 40-52 - [c24]Szymon Wilk
, Martin Michalowski
, Xing Tan, Wojtek Michalowski
:
Using First-Order Logic to Represent Clinical Practice Guidelines and to Mitigate Adverse Interactions. KR4HC@VSL 2014: 45-61 - 2013
- [j17]Wojtek Michalowski
, Hannele Wallenius:
Special section on behavioral considerations in developing and applying operations research models. Ann. Oper. Res. 211(1): 491-492 (2013) - [j16]Szymon Wilk
, Wojtek Michalowski
, Martin Michalowski
, Ken Farion, Marisela Mainegra Hing
, Subhra Mohapatra:
Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming. J. Biomed. Informatics 46(2): 341-353 (2013) - [c23]Martin Michalowski
, Szymon Wilk, Wojtek Michalowski
, Di Lin, Ken Farion, Subhra Mohapatra:
Using Constraint Logic Programming to Implement Iterative Actions and Numerical Measures during Mitigation of Concurrently Applied Clinical Practice Guidelines. AIME 2013: 17-22 - [c22]Javier Fiallos, Ken Farion, Wojtek Michalowski, Jonathan Patrick:
Evaluating Emergency Physicians: Data Envelopment Analysis Approach. AMIA 2013 - [c21]Szymon Wilk
, Martin Michalowski
, Wojtek Michalowski
, Ken Farion, Di Lin, Marisela Mainegra Hing
, Subhra Mohapatra:
Clinical Practice Guidelines and Comorbid Diseases: A MiniZinc Representation of Guideline Models for Mitigating Adverse Interactions. MedInfo 2013: 352-356 - [c20]Dympna O'Sullivan
, Szymon Wilk
, Wojtek Michalowski
, Ken Farion:
Using PICO to Align Medical Evidence with MDs Decision Making Models. MedInfo 2013: 1057 - 2012
- [j15]William Klement, Szymon Wilk
, Wojtek Michalowski
, Ken Farion, Martin H. Osmond
, Vedat Verter:
Predicting the need for CT imaging in children with minor head injury using an ensemble of Naive Bayes classifiers. Artif. Intell. Medicine 54(3): 163-170 (2012) - [j14]Jelber Sayyad-Shirabad, Szymon Wilk
, Wojtek Michalowski
, Ken Farion:
Implementing an Integrative Multi-agent Clinical Decision Support System with Open Source Software. J. Medical Syst. 36(1): 123-137 (2012) - [c19]Pavel Andreev, Wojtek Michalowski, Craig E. Kuziemsky, Stasia Hadjiyannakis:
Application of Activity Theory to Elicitation of User Requirements for a Computerized Clinical Practice Guideline: the Actcpg Conceptual Framework. ECIS 2012: 205 - [c18]Dympna O'Sullivan
, Szymon Wilk, Wojtek Michalowski
, Roman Slowinski
, Roland Thomas, Ken Farion:
Discovering the Preferences of Physicians with Regards to Rank-Ordered Medical Documents. IPMU (3) 2012: 142-150 - 2011
- [c17]William Klement, Szymon Wilk, Wojtek Michalowski, Stan Matwin:
Classifying Severely Imbalanced Data. Canadian AI 2011: 258-264 - [c16]Martin Michalowski
, Marisela Mainegra Hing
, Szymon Wilk, Wojtek Michalowski
, Ken Farion:
A Constraint Logic Programming Approach to Identifying Inconsistencies in Clinical Practice Guidelines for Patients with Comorbidity. AIME 2011: 296-301 - 2010
- [j13]Dympna O'Sullivan
, Szymon Wilk
, Wojtek Michalowski
, Ken Farion:
Automatic indexing and retrieval of encounter-specific evidence for point-of-care support. J. Biomed. Informatics 43(4): 623-631 (2010) - [j12]Ken Farion, Wojtek Michalowski
, Szymon Wilk
, Dympna O'Sullivan
, Stan Matwin
:
A Tree-Based Decision Model to Support Prediction of the Severity of Asthma Exacerbations in Children. J. Medical Syst. 34(4): 551-562 (2010) - [c15]Marisela Mainegra Hing
, Martin Michalowski
, Szymon Wilk, Wojtek Michalowski
, Ken Farion:
Identifying inconsistencies in multiple clinical practice guidelines for a patient with co-morbidity. BIBM Workshops 2010: 447-452 - [c14]Dympna O'Sullivan
, Wojtek Michalowski
, Martin Michalowski
, Szymon Wilk, Ken Farion:
Representing clinical documents to support automatic retrieval of evidence from the Cochrane Library. BIBM Workshops 2010: 461-466 - [c13]Szymon Wilk
, Wojtek Michalowski
, Ken Farion, Jelber Sayyad-Shirabad:
MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department. MedInfo 2010: 841-845
2000 – 2009
- 2009
- [j11]Michael J. Hine
, Ken Farion, Wojtek Michalowski
, Szymon Wilk:
Decision Making by Emergency Room Physicians and Residents: Implications for the Design of Clinical Decision Support Systems. Int. J. Heal. Inf. Syst. Informatics 4(2): 17-35 (2009) - 2008
- [j10]Ken Farion, Wojtek Michalowski
, Steven Rubin, Szymon Wilk
, Rhonda Correll, Isabelle Gaboury:
Prospective evaluation of the MET-AP system providing triage plans for acute pediatric abdominal pain. Int. J. Medical Informatics 77(3): 208-218 (2008) - [c12]Craig E. Kuziemsky, Dympna O'Sullivan, Wojtek Michalowski, Szymon Wilk, Ken Farion:
A Constraint Satisfaction Approach to Data-Driven Implementation of Clinical Practice Guidelines. AMIA 2008 - [c11]Szymon Wilk, Wojtek Michalowski, Dympna O'Sullivan, Ken Farion, Stan Matwin:
Engineering of a Clinical Decision Support Framework for the Point of Care Use. AMIA 2008 - 2007
- [j9]Wojtek Michalowski
, Marta Kersten, Szymon Wilk
, Roman Slowinski
:
Designing man-machine interactions for mobile clinical systems: MET triage support using Palm handhelds. Eur. J. Oper. Res. 177(3): 1409-1417 (2007) - [c10]Dympna O'Sullivan
, Ken Farion, Stan Matwin
, Wojtek Michalowski
, Szymon Wilk:
A Concept-Based Framework for Retrieving Evidence to Support Emergency Physician Decision Making at the Point of Care. K4CARE 2007: 117-126 - [c9]Dympna O'Sullivan
, William Elazmeh, Szymon Wilk, Ken Farion, Stan Matwin
, Wojtek Michalowski
, Morvarid Sehatkar:
Using Secondary Knowledge to Support Decision Tree Classification of Retrospective Clinical Data. MCD 2007: 238-251 - 2006
- [c8]Ken Farion, Michael J. Hine, Wojtek Michalowski, Szymon Wilk:
Decision Making by Emergency Room Physicians and Residents: Results From a Clinical Trial. AMCIS 2006: 333 - [c7]Wojtek Michalowski
, Szymon Wilk, Anthony Thijssen, Mingmei Li:
Bayesian Belief Network Model of the Radical Prostatectomy Pathway. HICSS 2006 - [c6]Ken Farion, Wojtek Michalowski
, Szymon Wilk:
Developing a Decision Model for Asthma Exacerbations: Combining Rough Sets and Expert-Driven Selection of Clinical Attributes. RSCTC 2006: 428-437 - 2005
- [j8]Szymon Wilk
, Roman Slowinski
, Wojtek Michalowski
, Salvatore Greco
:
Supporting triage of children with abdominal pain in the emergency room. Eur. J. Oper. Res. 160(3): 696-709 (2005) - [c5]Jerzy Blaszczynski
, Ken Farion, Wojtek Michalowski
, Szymon Wilk, Steven Rubin, Dawid Weiss:
Mining Clinical Data: Selecting Decision Support Algorithm for the MET-AP System. AIME 2005: 429-433 - 2004
- [c4]Wojtek Michalowski, Roman Slowinski, Szymon Wilk:
Mobile Emergency Triage Support System. AAAI 2004: 1018-1019 - [c3]Wojtek Michalowski
, Steven Rubin, Roman Slowinski, Szymon Wilk:
Triage of Acute Abdominal Pain in Childhood: Clinical Use of a Palm Handheld in a Pediatric Emergency Department. HICSS 2004 - [c2]Ken Farion, Wojtek Michalowski
, Roman Slowinski, Szymon Wilk, Steven Rubin:
Rough Set Methodology in Clinical Practice: Controlled Hospital Trial of the MET System. Rough Sets and Current Trends in Computing 2004: 805-814 - 2003
- [j7]Wojtek Michalowski
, Steven Rubin, Roman Slowinski
, Szymon Wilk
:
Mobile clinical support system for pediatric emergencies. Decis. Support Syst. 36(2): 161-176 (2003) - [j6]Esra Köktener Karasakal
, Wojtek Michalowski
:
Incorporating wealth information into a multiple criteria decision making model. Eur. J. Oper. Res. 150(1): 204-219 (2003)
1990 – 1999
- 1999
- [j5]Ignacy Kaliszewski, Wojtek Michalowski
:
Searching for psychologically stable solutions of multiple criteria decision problems. Eur. J. Oper. Res. 118(3): 549-562 (1999) - 1992
- [j4]Wojtek Michalowski, Tomasz Szapiro
:
A Bi-Reference Procedure for Interactive Multiple Criteria Programming. Oper. Res. 40(2): 247-258 (1992)
1980 – 1989
- 1989
- [j3]Wojtek Michalowski
, Tomasz Szapiro
:
A procedure for worst outcomes displacement in multiple criteria decision making. Comput. Oper. Res. 16(3): 195-206 (1989) - [j2]Stan Matwin
, Stan Szpakowicz, Zbig Koperczak, Gregory E. Kersten
, Wojtek Michalowski
:
Negoplan: an expert system shell for negotiation support. IEEE Expert 4(4): 50-62 (1989) - 1988
- [j1]Wojtek Michalowski
:
Use of the displaced worst compromise in interactive multiobjective programming. IEEE Trans. Syst. Man Cybern. 18(3): 472-477 (1988) - 1987
- [c1]Stan Matwin, Stan Szpakowicz, Gregory E. Kersten, Wojtek Michalowski, Zbig Koperczak:
A Logic-Based Tools for Negotiation Support. SLP 1987: 499-506
Coauthor Index
aka: Ken J. Farion
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