{"id":934,"date":"2024-07-22T09:26:39","date_gmt":"2024-07-22T07:26:39","guid":{"rendered":"https:\/\/wi.pb.edu.pl\/p\/?page_id=934"},"modified":"2024-07-22T09:27:27","modified_gmt":"2024-07-22T07:27:27","slug":"research","status":"publish","type":"page","link":"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<div id=\"rpage\">\n<div id=\"rcontent\">\n<div id=\"welcome\">\n<h1><strong>List of publications<\/strong><\/h1>\n<p>2023<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Steering the interpretability of decision trees using lasso regression &#8211; an evolutionary perspective,&nbsp;<i>Information Sciences<\/i>&nbsp;Elsevier, vol. 638:118944.<\/li>\n<li><b>Czajkowski M.<\/b>: Relative Relations in Biomedical Data Classification,&nbsp;<i>Encyclopedia of Data Science and Machine Learning<\/i>, IGI Global, Vol.5:2702-2712.<\/li>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Relative Relations in Biomedical Data Classification ,&nbsp;<i>ICCS&#8217;23<\/i>&nbsp;<i>Lecture Notes In Computer Science<\/i>, vol. 14074,:722-729.<\/li>\n<li>Godlewski A.,&nbsp;<b>Czajkowski M.<\/b>, et.al.: A comparison of different machine-learning techniques for the selection of a panel of metabolites allowing early detection of brain tumors,&nbsp;<i>Scientific Reports<\/i>, vol. 13:11044.<\/li>\n<li>Szczerbi\u0144ski L., Janucik, A., &#8230;,&nbsp;<b>Czajkowski M.<\/b>, et. al: 1252-P: Differences in Cardiometabolic and Immune Biomarkers between Novel Subphenotypes of Individuals at Elevated Risk for Type 2 Diabetes,&nbsp;<i>Diabetes,&nbsp;<\/i>, vol. 72:1252\u2013P.<\/li>\n<li>Szpakowicz A., Szum-Jakubowska A., &#8230;,&nbsp;<b>Czajkowski M.<\/b>, et. al: The FCGR2A Is Associated with the Presence of Atherosclerotic Plaques in the Carotid Arteries\u2014A Case-Control Study,&nbsp;<i>Journal of Clinical Medicine<\/i>, vol. 12(20):6480.<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Compact In-Memory Representation of Decision Trees in GPU-Accelerated Evolutionary Induction,&nbsp;<i>PPAM&#8217;22, Lecture Notes In Computer Science<\/i>, Springer vol. 13826: 126-138.<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: From Random Forest to an interpretable decision tree &#8211; An evolutionary approach,&nbsp;<i>GECCO&#8217;23<\/i>&nbsp;<i>Proceedings, pp. 291-294.<\/i><\/li>\n<\/ul>\n<p>2022<\/p>\n<ul>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: GPU-based acceleration of evolutionary induction of model trees ,&nbsp;<i>Applied Soft Computing&nbsp;<\/i>, Elsevier, vol. 119:108503.<\/li>\n<li>Padilla-Martinez Felipe, Szczerbi\u0144ski \u0141ukasz, &#8230;,&nbsp;<b>Czajkowski M.<\/b>, et. al: Testing the Utility of Polygenic Risk Scores for Type 2 Diabetes and Obesity in Predicting Metabolic Changes in a Prediabetic Population: An Observational Study,&nbsp;<i>International Journal of Molecular Sciences<\/i>, vol. 23(24):16081.<\/li>\n<\/ul>\n<p>2021<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Accelerated evolutionary induction of heterogeneous decision trees for gene expression-based classification ,&nbsp;<i>GECCO&#8217;21<\/i>&nbsp;<i>Proceedings, pp. 946-954.<\/i><\/li>\n<li>Reska D.,&nbsp;<b>Czajkowski M.<\/b>, Jurczuk K., Boldak C., Kwedlo W., Bauer W., Koszelew J., Kretowski M.: Integration of solutions and services for multi-omics data analysis towards personalized medicine,&nbsp;<i>Biocybernetics and Biomedical Engineering<\/i>, Elsevier, vol. 41: 1646\u20131663.<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Multi-GPU approach to global induction of classification trees for large-scale data mining,&nbsp;<i>Applied Intelligence&nbsp;<\/i>, Springer, vol. 51: 5683\u20135700.<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees,&nbsp;<i>International Journal of High Performance Computing Applications&nbsp;<\/i>, SAGE, doi: 10.1177\/1094342020957393.<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Understanding evolutionary induction of decision trees: a multi-tree repository approach,&nbsp;<i>GECCO&#8217;21<\/i>&nbsp;<i>Proceedings, pp. 155-156<\/i><\/li>\n<\/ul>\n<p>2020<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Generic Relative Relations in Hierarchical Gene Expression Data Classification,&nbsp;<i>PPSN&#8217;20<\/i>&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 12270: 372-384. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ppsn2020.pdf\" target=\"_blank\" rel=\"noopener\">ppsn2020.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Tree Based Advanced Relative Expression Analysis,&nbsp;<i>ICCS&#8217;20<\/i>&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 12139: 496-510. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/iccs2020.pdf\" target=\"_blank\" rel=\"noopener\">iccs2020.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Jurczuk K, Kretowski M.: Relative Expression Classification Tree. A Preliminary GPU-based Implementation,&nbsp;<i>PPAM&#8217;19<\/i>&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 12043: 359-369. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ppam2019a.pdf\" target=\"_blank\" rel=\"noopener\">ppam2019a.pdf<\/a>)<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Accelerating GPU-based Evolutionary Induction of Decision Trees &#8211; Fitness Evaluation Reuse,&nbsp;<i>PPAM&#8217;19<\/i>&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 12043: 421-431. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ppam2019b.pdf\" target=\"_blank\" rel=\"noopener\">ppam2019b.pdf<\/a>)<\/li>\n<\/ul>\n<p>2019<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Decision Tree Underfitting in Mining of Gene Expression Data. An Evolutionary Multi-Test Tree Approach,&nbsp;<i>Expert Systems With Applications<\/i>, Elsevier, vol. 137: 394-404. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/eswa.pdf\" target=\"_blank\" rel=\"noopener\">ESWA.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Relative evolutionary hierarchical analysis for gene expression data classification,&nbsp;<i>GECCO&#8217;19<\/i>&nbsp;Proceedings, pp. 1156-1164 (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/geccomc19.pdf\" target=\"_blank\" rel=\"noopener\">gecco19a<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: A Multi-Objective Evolutionary Approach to Pareto Optimal Model Trees,&nbsp;<i>Soft Computing<\/i>, Springer, vol. 23(5): 1423-1437 (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/sc2019.pdf\" target=\"_blank\" rel=\"noopener\">sc2019.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Drzewa decyzyjne oraz klasyfikatory wykorzystuj\u0105ce wzgl\u0119dn\u0105 ekspresj\u0119 w pozyskiwaniu wiedzy z danych genomicznyc,&nbsp;<i>Informatyka w medycynie<\/i>&nbsp;vol. 7: 267-279<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.,<\/b>Kretowski M.: Multi-GPU approach for big data mining &#8211; global induction of decision trees,&nbsp;<i>GECCO&#8217;19<\/i>&nbsp;Companion, pp. 175-176 (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/geccokj19.pdf\" target=\"_blank\" rel=\"noopener\">gecco19b<\/a>)<\/li>\n<\/ul>\n<p>2018<\/p>\n<ul>\n<li>Kretowski M.,&nbsp;<b>Czajkowski M.<\/b>: Evolutionary Algorithms for Global Decision Tree Induction,&nbsp;<i>Encyclopedia of Information Science and Technology<\/i>, 4st Edition, 2132-2141.<\/li>\n<\/ul>\n<p>2017<\/p>\n<ul>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: GPU-accelerated evolutionary induction of regression trees,&nbsp;<i>TPNC&#8217;17<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 10687: 87-99. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/tpnc2017.pdf\" target=\"_blank\" rel=\"noopener\">tpnc2017.pdf<\/a>)<\/li>\n<li>Jurczuk K.,&nbsp;<b>Czajkowski M.<\/b>, Kretowski M.: Evolutionary Induction of a Decision Tree for Large Scale Data. A GPU-based Approach,&nbsp;<i>Soft Computing<\/i>, Springer, vol. 21: 7363-79 (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/sc2016.pdf\" target=\"_blank\" rel=\"noopener\">SC.pdf<\/a>)<\/li>\n<\/ul>\n<p>2016<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: A Multi-Objective Evolutionary Approach to Pareto Optimal Model Trees. A Preliminary Study,&nbsp;<i>TPNC&#8217;16<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 10071: 85-96. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/tpnc2016.pdf\" target=\"_blank\" rel=\"noopener\">tpnc2016.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Czajkowska A., Kretowski M.: TIGER: an evolutionary search for Top Inter-GEne Relations,&nbsp;<i>International Journal of Data Mining and Bioinformatics<\/i>, vol. 16: 170-185. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/IJDMB.pdf\" target=\"_blank\" rel=\"noopener\">IJDMB.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: The Role of Decision Tree Representation in Regression Problems &#8211; an Evolutionary Perspective,&nbsp;<i>Applied Soft Computing<\/i>, Elsevier, vol. 48: 458-475. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ASC.pdf\" target=\"_blank\" rel=\"noopener\">ASC.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Jurczuk K., Kretowski M.: Hybrid Parallelization of Evolutionary Model Tree Induction,&nbsp;<i>ICAISC&#8217;16<\/i>.&nbsp;<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 9692: 370-379. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/icaisc2016.pdf\" target=\"_blank\" rel=\"noopener\">ICAISC.pdf<\/a>)<\/li>\n<\/ul>\n<p>2015<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Czerwonka M., Kretowski M.: Cost-sensitive global model trees applied in loan charge-off forecasting,&nbsp;<i>Decision Support Systems<\/i>, Elsevier, vol. 74: 57-66. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/DSS2015.pdf\" target=\"_blank\" rel=\"noopener\">DSS.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Jurczuk K., Kretowski M.: A Parallel Approach for Evolutionary Induced Decision Trees. MPI+OpenMP Implementation,&nbsp;<i>ICAISC&#8217;15<\/i>,&nbsp;<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 9119: 340-349. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/icaisc2015.pdf\" target=\"_blank\" rel=\"noopener\">ICAISC.pdf<\/a>)<\/li>\n<\/ul>\n<p>2014<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Evolutionary Induction of Global Model Trees with Specialized Operators and Memetic Extensions,&nbsp;<i>Information Sciences<\/i>, Elsevier, vol. 288: 153-173. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/IS2014.pdf\" target=\"_blank\" rel=\"noopener\">IS.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Grze\u015b M., Kretowski M.: Multi-test decision tree and its application to microarray data classification,&nbsp;<i>Artificial Intelligence in Medicine<\/i>, Elsevier, vol. 61(1): 35-44. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/AIIM2014.pdf\" target=\"_blank\" rel=\"noopener\">AIIM.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Evolutionary Approach for Relative Gene Expression Algorithms,&nbsp;<i>The Scientific World Journal<\/i>, Hindawi, 2014:593503. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/TSWJ2014.pdf\" target=\"_blank\" rel=\"noopener\">TSWJ.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Czerwonka M., Kretowski M.: Cost-Sensitive Extensions for Global Model Trees. Application in Loan Charge-Off Forecasting,&nbsp;<i>ICSS&#8217;13. Advances in Intelligent Systems and Computing<\/i>, Springer, vol. 400: 315-324. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ICSS.pdf\" target=\"_blank\" rel=\"noopener\">ICSS.pdf<\/a>)<\/li>\n<li>Kretowski M.,<b>Czajkowski M.<\/b>: Global Induction of Classification and Regression Trees,&nbsp;<i>Encyclopedia of Business Analytics and Optimization<\/i>, 1st Edition, 1080-1089.<\/li>\n<\/ul>\n<p>2013<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: An Evolutionary Algorithm for Global Induction of Regression and Model Trees,&nbsp;<i>International Journal of Data Mining, Modelling and Management<\/i>, vol. 5(3): 261-276. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ijdmmm2013.pdf\" target=\"_blank\" rel=\"noopener\">IJDMMM.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Global Induction of Oblique Model Trees: An Evolutionary Approach,&nbsp;<i>ICAISC&#8217;13<\/i>.&nbsp;<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 7895: 1-11. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/icaisc2013.pdf\" target=\"_blank\" rel=\"noopener\">ICAISC.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Global Top-Scoring Pair Decision Tree for Gene Expression Data Analysis,&nbsp;<i>EuroGP&#8217;13<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 7831: 229-240. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/eurogp2013.pdf\" target=\"_blank\" rel=\"noopener\">EuroGP.pdf<\/a>)<\/li>\n<\/ul>\n<p>2012<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Does Memetic Approach Improve Global Induction of Regression and Model Trees?,&nbsp;<i>Swarm and Evolutionary Computation, ICAISC&#8217;12<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 7269: 174-181. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/icaisc2012.pdf\" target=\"_blank\" rel=\"noopener\">ICAISC.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Grze\u015b M., Kretowski M.: Multi-Test Decision Trees for Gene Expression Data Analysis,&nbsp;<i>S&amp;IIS&#8217;11<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 7053: 154-167. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/siis2011.pdf\">SIIS.pdf<\/a>)<\/li>\n<\/ul>\n<p>2011<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: An Evolutionary Algorithm for Global Induction of Regression Trees with Multivariate Linear Models,&nbsp;<i>ISMIS&#8217;11<\/i>.&nbsp;<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 6804: 230-239.(<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ismis2011.pdf\">ISMIS.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Top Scoring Pair Decision Tree for Gene Expression Data Analysis, In: Arabnia H., Tran Q. (Eds.)&nbsp;<i>Software Tools and Algorithms for Biological Systems, Advances in Experimental Medicine and Biology<\/i>, Springer, vol. 696: 27-35. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/AEMB2011.pdf\" target=\"_blank\" rel=\"noopener\">AEMB.pdf<\/a>)<\/li>\n<\/ul>\n<p>2008-2010<\/p>\n<ul>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Globally Induced Model Trees: An Evolutionary Approach,&nbsp;<i>PPSN XI<\/i>.&nbsp;<i>Lecture Notes in Computer Science<\/i>, Springer, vol. 6238: 324-333. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ppsn2010.pdf\">PPSN.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: An extension of TSP-family algorithms for microarray classification, Advances in Computer Science Research, vol. 4: 31-45. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/znpbi2009.pdf\" target=\"_blank\" rel=\"noopener\">ZNPB.pdf<\/a>)<\/li>\n<li><b>Czajkowski M.<\/b>, Kretowski M.: Novel extension of k-TSP algorithm for micro-array classification,&nbsp;<i>IEA-AIE&#8217;08<\/i>.&nbsp;<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 5027: 456-465. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/ieaaie2008.pdf\" target=\"_blank\" rel=\"noopener\">IEAAIE.pdf<\/a>)<\/li>\n<li>Kretowski M.,<b>Czajkowski M.<\/b>: An Evolutionary Algorithm for Global Induction of Regression Trees,&nbsp;<i>ICAISC&#8217;10<\/i>.<i>Lecture Notes in Artificial Intelligence<\/i>, Springer, vol. 6114: 157-164. (<a href=\"https:\/\/wi.pb.edu.pl\/p\/wp-content\/uploads\/sites\/3\/2024\/07\/icaisc2010.pdf\" target=\"_blank\" rel=\"noopener\">ICAISC.pdf<\/a>)<\/li>\n<\/ul>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>List of publications 2023 Czajkowski M., Jurczuk K, Kretowski M.: Steering the interpretability of decision<a class=\"read-more\" href=\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\" title=\"Poka\u017c artyku\u0142 Research\">wi\u0119cej<\/a><\/p>\n","protected":false},"author":14,"featured_media":0,"parent":928,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-934","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Research - Strony pracownik\u00f3w Wydzia\u0142u Informatyki Politechniki Bia\u0142ostockiej<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research - Strony pracownik\u00f3w Wydzia\u0142u Informatyki Politechniki Bia\u0142ostockiej\" \/>\n<meta property=\"og:description\" content=\"List of publications 2023 Czajkowski M., Jurczuk K, Kretowski M.: Steering the interpretability of decisionwi\u0119cej\" \/>\n<meta property=\"og:url\" content=\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\" \/>\n<meta property=\"og:site_name\" content=\"Strony pracownik\u00f3w Wydzia\u0142u Informatyki Politechniki Bia\u0142ostockiej\" \/>\n<meta property=\"article:modified_time\" content=\"2024-07-22T07:27:27+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data1\" content=\"8 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\",\"url\":\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\",\"name\":\"Research - Strony pracownik\u00f3w Wydzia\u0142u Informatyki Politechniki Bia\u0142ostockiej\",\"isPartOf\":{\"@id\":\"https:\/\/wi.pb.edu.pl\/p\/#website\"},\"datePublished\":\"2024-07-22T07:26:39+00:00\",\"dateModified\":\"2024-07-22T07:27:27+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/wi.pb.edu.pl\/p\/marcin-czajkowski\/research\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\/\/wi.pb.edu.pl\/p\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"dr in\u017c. 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