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Research Output

2020

From Precision Medicine to Precision Health: A Full Angle from Diagnosis to Treatment and Prevention

Shaban-Nejad, A. & Michalowski, M., 2020, Studies in Computational Intelligence. Springer- Verlag, p. 1-7 7 p. (Studies in Computational Intelligence; vol. 843).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Scopus citations

Preface

Michalowski, M. & Shaban-Nejad, A., Jan 1 2020, In : Studies in Computational Intelligence. 843, p. v

Research output: Contribution to journalEditorial

Seven pillars of precision digital health and medicine

Shaban-Nejad, A., Michalowski, M., Peek, N., Brownstein, J. S. & Buckeridge, D. L., Mar 2020, In : Artificial Intelligence in Medicine. 103, 101793.

Research output: Contribution to journalEditorial

2019

How Do Spinal Surgeons Perceive The Impact of Factors Used in Post-Surgical Complication Risk Scores?

Parimbelli, E., Szymon, W., O'Sullivan, D., Kingwell, S., Michalowski, W. & Michalowski, M., 2019, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2019, p. 699-706 8 p.

Research output: Contribution to journalArticle

Mitplan: A planning approach to mitigating concurrently applied clinical practice guidelines

Michalowski, M., Wilk, S., Michalowski, W. & Carrier, M., Jan 1 2019, Artificial Intelligence in Medicine - 17th Conference on Artificial Intelligence in Medicine, AIME 2019, Proceedings. Wilk, S., ten Teije, A. & Riaño, D. (eds.). Springer- Verlag, p. 93-103 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11526 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Mitplan: A planning approach to mitigating concurrently applied clinical practice guidelines

Michalowski, M., Wilk, S., Michalowski, W. & Carrier, M., 2019, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer- Verlag, p. 93-103 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11526 LNAI).

Research output: Chapter in Book/Report/Conference proceedingChapter

Reports of the workshops held at the 2019 aaai conference on artificial intelligence

Barash, G., Castillo-Effen, M., Chhaya, N., Clark, P., Espinoza, H., Farchi, E., Geib, C., Gundersen, O. E., Heígeartaig, S., Hernández-Orallo, J., Hori, C., Huang, X., Jaidka, K., Kapanipathi, P., Keren, S., Kim, S., Lanctot, M., Lange, D., Martinez, D., Mattar, M. & 17 others, Mausam, Mcauley, J., Michalowski, M., Mirsky, R., Mottaghi, R., Osborn, J. C., Pérolat, J., Schmid, M., Shaban-Nejad, A., Shehory, O., Srivastava, B., Streilein, W., Talamadupula, K., Togelius, J., Yoshino, K., Zhang, Q. & Zitouni, I., Feb 7 2019, In : AI Magazine. 40, 3, p. 67-78 12 p.

Research output: Contribution to journalArticle

2018

Health intelligence: how artificial intelligence transforms population and personalized health

Shaban-Nejad, A., Michalowski, M. & Buckeridge, D. L., Dec 2 2018, In : npj Digital Medicine. 1, 1, p. 53 1 p.

Research output: Contribution to journalArticle

Open Access

Ideating Mobile Health Behavioral Support for Compliance to Therapy for Patients with Chronic Disease: A Case Study of Atrial Fibrillation Management

Peleg, M., Michalowski, W., Wilk, S., Parimbelli, E., Bonaccio, S., O’Sullivan, D., Michalowski, M., Quaglini, S. & Carrier, M., Nov 1 2018, In : Journal of Medical Systems. 42, 11, 234.

Research output: Contribution to journalArticle

2 Scopus citations

Learning Neuroscience with Technology: a Scaffolded, Active Learning Approach

Schleisman, K. B., Selcen Guzey, S., Lie, R., Michlin, M., Desjardins, C., Shackleton, H. S., Schwerdfeger, A. C., Michalowski, M. & Dubinsky, J. M., 2018, In : Journal of Science Education and Technology. 27, 6, p. 566-580 15 p.

Research output: Contribution to journalArticle

Open Access
Open Access
2 Scopus citations

Reports of the workshops of the 32nd AAAI conference on artificial intelligence

Bouchard, B., Bouchard, K., Brown, N., Chhaya, N., Farchi, E., Gaboury, S., Geib, C., Gyrard, A., Jaidka, K., Keren, S., Khardon, R., Kordjamshidi, P., Martinez, D., Mattei, N., Michalowski, M., Mirsky, R., Osborn, J., Sahin, C., Shehory, O., Shaban-Nejad, A. & 11 others, Sheth, A., Shimshoni, I., Shrobe, H., Sinha, A., Sinha, A. R., Srivastava, B., Streilein, W., Theocharous, G., Venable, K. B., Wagner, N. & Zamansky, A., Jan 1 2018, In : AI Magazine. 39, 4, p. 45-56 12 p.

Research output: Contribution to journalArticle

2017

AFGuide system to support personalized management of atrial fibrillation

Michalowski, W., Michalowski, M., O'Sullivan, D., Wilk, S. & Carrier, M., Jan 1 2017, AAAI Workshop - Technical Report: Artificial Intelligence and Operations Research for Social Good; WS-17-02: Artificial Intelligence, Ethics, and Society; WS-17-03: Artificial Intelligence for Connected and Automated Vehicles; WS-17-04: Artificial Intelligence for Cyber Security; WS-17-05: Artificial Intelligence for Smart Grids and Buildings; WS-17-06: Computer Poker and Imperfect Information Games; WS-17-07: Crowdsourcing, Deep Learning and Artificial Intelligence Agents; WS-17-08: Distributed Machine Learning; WS-17-09: Joint Workshop on Health Intelligence; WS-17-10: Human-Aware Artificial Intelligence; WS-17-11: Human-Machine Collaborative Learning; WS-17-12: Knowledge-Based Techniques for Problem Solving and Reasoning; WS-17-13: Plan, Activity, and Intent Recognition; WS-17-14: Symbolic Inference and Optimization; WS-17-15: What's Next for AI in Games?. AI Access Foundation, p. 562-567 6 p. (AAAI Workshop - Technical Report; vol. WS-17-01 -).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines

Wilk, S., Michalowski, M., Michalowski, W., Rosu, D., Carrier, M. & Kezadri-Hamiaz, M., Feb 1 2017, Journal of Biomedical Informatics. Academic Press Inc., p. 52-71 20 p. (Journal of Biomedical Informatics; vol. 66).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access

Comprehensive mitigation framework for concurrent application of multiple clinical practice guidelines

Wilk, S., Michalowski, M., Michalowski, W., Rosu, D., Carrier, M. & Kezadri-Hamiaz, M., Feb 1 2017, In : Journal of Biomedical Informatics. 66, p. 52-71 20 p.

Research output: Contribution to journalArticle

Open Access
23 Scopus citations

Reports of the Workshops of the 31st AAAI Conference on Artificial Intelligence

Anderson, M., Barták, R., Brownstein, J. S., Buckeridge, D. L., Eldardiry, H., Geib, C., Gini, M., Isaksen, A., Keren, S., Laddaga, R., Lisy, V., Martin, R., Martinez, D., Michalowski, M., Michael, L., Mirsky, R., Nguyen, T., Paul, M. J., Pontelli, E., Sanner, S. & 17 others, Shaban-Nejad, A., Sinha, A., Sohrabi, S., Sricharan, K., Srivastava, B., Stefik, M., Streilein, W., Sturtevant, N., Talamadupula, K., Thielscher, M., Togelius, J., Tran, S. C., Tran-Thanh, L., Wagner, N., Wallace, B. C., Wilk, S. & Zhu, J., 2017, In : AI Magazine. 38, 3, p. 72-82 11 p.

Research output: Contribution to journalArticle

Using constraint logic programming for the verification of customized decision models for clinical guidelines

Wilk, S., Fux, A., Michalowski, M., Peleg, M. & Soffer, P., 2017, Artificial Intelligence in Medicine - 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Proceedings. [surname]ten Teije, A., Popow, C., Sacchi, L. & Holmes, J. H. (eds.). Springer- Verlag, Vol. 10259 LNAI. p. 37-47 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10259 LNAI).

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Scopus citations
2016

Reports of the 2016 AAAI workshop program

Albrecht, S. V., Bouchard, B., Brownstein, J. S., Buckeridge, D. L., Caragea, C., Carter, K. M., Darwiche, A., Fortuna, B., Francillette, Y., Gaboury, S., Giles, C. L., Grobelnik, M., Hruschka, E., Kephart, J. O., Kordjamshidi, P., Lisy, V., Magazzeni, D., Marques-Silva, J., Marquis, P., Martinez, D. & 16 others, Michalowski, M., Noorian, Z., Pontelli, E., Rogers, A., Rosenthal, S., Roth, D., Sanner, S., Shaban-Nejad, A., Sinha, A., Son, T. C., Streilein, W., Thiebaux, S., Wallace, B. C., Walsh, T., Witbroc, M. & Zhang, J., Sep 1 2016, In : AI Magazine. 37, 3, p. 99-108 10 p.

Research output: Contribution to journalArticle

2015

Expanding a First-Order Logic Mitigation Framework to Handle Multimorbid Patient Preferences

Michalowski, M., Wilk, S., Rosu, D., Kezadri, M., Michalowski, W. & Carrier, M., Jan 1 2015, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2015, p. 895-904 10 p.

Research output: Contribution to journalArticle

6 Scopus citations
2014
6 Scopus citations

Using first-order logic to represent clinical practice guidelines and to mitigate adverse interactions

Wilk, S., Michalowski, M., Tan, X. & Michalowski, W., Jan 1 2014, Knowledge Representation for Health Care - 6th International Workshop, KR4HC 2014, Revised Selected Papers: Making Personalized and Participatory Medicine a Reality - Papers from the AAAI Fall Symposium, Technical Report. Teije, A. T., Miksch, S. & Riaño, D. (eds.). Springer Verlag, Vol. 8903. p. 45-61 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8903).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations
2013

Clinical practice guidelines and comorbid diseases: A minizinc representation of guideline models for mitigating adverse interactions

Wilk, S., Michalowski, M., Michalowski, W., Farion, K., Lin, D., Hing, M. M. & Mohapatra, S., Jan 1 2013, MEDINFO 2013 - Proceedings of the 14th World Congress on Medical and Health Informatics. 1-2 ed. IOS Press, p. 352-356 5 p. (Studies in Health Technology and Informatics; vol. 192, no. 1-2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Mitigation of adverse interactions in pairs of clinical practice guidelines using constraint logic programming

Wilk, S., Michalowski, W., Michalowski, M., Farion, K., Hing, M. M. & Mohapatra, S., Apr 1 2013, In : Journal of Biomedical Informatics. 46, 2, p. 341-353 13 p.

Research output: Contribution to journalArticle

45 Scopus citations

Procedural approach to mitigating concurrently applied clinical practice guidelines

Michalowski, M., Wilk, S., Lin, D., Michalowski, W., Tan, X. & Mohapatra, S., Jan 1 2013, Expanding the Boundaries of Health Informatics Using Artificial Intelligence - Papers from the 2013 AAAI Workshop, Technical Report. AI Access Foundation, p. 47-52 6 p. (AAAI Workshop - Technical Report; vol. WS-13-09).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

The AAAI-13 conference workshops

Agrawal, V., Archibald, C., Bhatt, M., Bui, H., Cook, D. J., Cortés, J., Geib, C., Gogate, V., Guesgen, H. W., Jannach, D., Johanson, M., Kersting, K., Konidaris, G., Kotthoff, L., Michalowski, M., Natarajan, S., O'Sullivan, B., Pickett, M., Podobnik, V., Poole, D. & 3 others, Shastri, L., Shehu, A. & Sukthankar, G., Jan 1 2013, In : AI Magazine. 34, 4, p. 108-115 8 p.

Research output: Contribution to journalArticle

Using constraint logic programming to implement iterative actions and numerical measures during mitigation of concurrently applied clinical practice guidelines

Michalowski, M., Wilk, S., Michalowski, W., Lin, D., Farion, K. & Mohapatra, S., Jan 1 2013, Artificial Intelligence in Medicine - 14th Conference on Artificial Intelligence in Medicine, AIME 2013, Proceedings. Springer- Verlag, p. 17-22 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7885 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

20 Scopus citations
2011

A constraint logic programming approach to identifying inconsistencies in clinical practice guidelines for patients with comorbidity

Michalowski, M., Mainegra Hing, M., Wilk, S., Michalowski, W. & Farion, K., Sep 26 2011, Artificial Intelligence in Medicine - 13th Conference on Artificial Intelligence in Medicine, AIME 2011, Proceedings. p. 296-301 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6747 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Bayesian learning of generalized board positions for improved move prediction in computer go

Michalowski, M., Boddy, M. & Neilsen, M., Nov 2 2011, AAAI-11 / IAAI-11 - Proceedings of the 25th AAAI Conference on Artificial Intelligence and the 23rd Innovative Applications of Artificial Intelligence Conference. p. 815-820 6 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 1).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Reconciliation of concurrently applied clinical practice guidelines using constraint logic programming

Wilk, S., Michalowski, M., Hing, M. M., Michalowski, W. & Farion, K., Dec 1 2011, Proceedings of the 6th International Symposium on Health Informatics and Bioinformatics, HIBIT 2011. p. 33-40 8 p. 6450805. (Proceedings of the 6th International Symposium on Health Informatics and Bioinformatics, HIBIT 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Reconciling pairs of concurrently used clinical practice guidelines using Constraint Logic Programming.

Wilk, S., Michalowski, M., Michalowski, W., Hing, M. M. & Farion, K., 2011, In : AMIA ... Annual Symposium proceedings / AMIA Symposium. AMIA Symposium. 2011, p. 944-953 10 p.

Research output: Contribution to journalArticle

13 Scopus citations
2010

Experienced physicians and automatic generation of decision rules from clinical data

Klement, W., Wilk, S., Michalowski, M. & Farion, K., Dec 1 2010, Rough Sets and Current Trends in Computing - 7th International Conference, RSCTC 2010, Proceedings. p. 207-216 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6086 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Identifying inconsistencies in multiple clinical practice guidelines for a patient with co-morbidity

Hing, M. M., Michalowski, M., Wilk, S., Michalowski, W. & Farion, K., Dec 1 2010, 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW 2010. p. 447-452 6 p. 5703843

Research output: Chapter in Book/Report/Conference proceedingConference contribution

13 Scopus citations

Representing clinical documents to support automatic retrieval of evidence from the Cochrane Library

O'Sullivan, D., Michalowski, W., Michalowski, M., Wilk, S. & Farion, K., Dec 1 2010, 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW 2010. p. 461-466 6 p. 5703845

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2007

Exploiting automatically inferred constraint-models for building identification in satellite imagery

Michalowski, M., Knoblock, C. A., Bayer, K. & Choueiry, B. Y., Dec 1 2007, Proceedings of the 15th ACM International Symposium on Advances in Geographic Information Systems, GIS 2007. p. 35-42 8 p. (GIS: Proceedings of the ACM International Symposium on Advances in Geographic Information Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations

Reformulating constraint models using input data

Michalowski, M., Knoblock, C. A. & Choueiry, B. Y., 2007, Abstraction, Reformulation, and Approximation - 7th International Symposium, SARA 2007 Proceedings. Springer Verlag, p. 402-404 3 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4612 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reformulating constraint satisfaction problems to improve scalability

Bayer, K. M., Michalowski, M., Choueiry, B. Y. & Knoblock, C. A., 2007, Abstraction, Reformulation, and Approximation - 7th International Symposium, SARA 2007 Proceedings. Springer Verlag, p. 64-79 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4612 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Reformulating CSPs for scalability with application to geospatial reasoning

Bayer, K. M., Michalowski, M., Choueiry, B. Y. & Knoblock, C. A., Dec 1 2007, Principles and Practice of Constraint Programming - CP 2007 - 13th International Conference, CP 2007, Proceedings. p. 164-179 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4741 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations
2006

A generalized query framework for geospatial reasoning

Michalowski, M. & Knoblock, C. A., Nov 13 2006, Proceedings of the 21st National Conference on Artificial Intelligence and the 18th Innovative Applications of Artificial Intelligence Conference, AAAI-06/IAAI-06. p. 1922-1923 2 p. (Proceedings of the National Conference on Artificial Intelligence; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2005

A constraint satisfaction approach to geospatial reasoning

Michalowski, M. & Knoblock, C. A., Dec 1 2005, Proceedings of the 20th National Conference on Artificial Intelligence and the 17th Innovative Applications of Artificial Intelligence Conference, AAAI-05/IAAI-05. Vol. 1. p. 423-429 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations

A heterogeneous field matching method for record linkage

Minton, S. N., Nanjo, C., Knoblock, C. A., Michalowski, M. & Michelson, M., Dec 1 2005, Proceedings - Fifth IEEE International Conference on Data Mining, ICDM 2005. p. 314-321 8 p. 1565694. (Proceedings - IEEE International Conference on Data Mining, ICDM).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

47 Scopus citations

Automatically utilizing secondary sources to align information across sources

Michalowski, M., Thakkar, S. & Knoblock, C. A., Mar 1 2005, In : AI Magazine. 26, 1, p. 33-44 12 p.

Research output: Contribution to journalArticle

12 Scopus citations
2004

Retrieving and Semantically Integrating Heterogeneous Data from the Web

Michalowski, M., Ambite, J. L., Knoblock, C. A., Minton, S., Thakkar, S. & Tuchinda, R., Jan 1 2004, In : IEEE Intelligent Systems. 19, 3, p. 72-79 8 p.

Research output: Contribution to journalArticle

51 Scopus citations