{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,13]],"date-time":"2025-02-13T21:10:13Z","timestamp":1739481013830,"version":"3.37.0"},"publisher-location":"Berlin, Heidelberg","reference-count":27,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642106828"},{"type":"electronic","value":"9783642106842"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-10684-2_23","type":"book-chapter","created":{"date-parts":[[2009,12,15]],"date-time":"2009-12-15T00:04:43Z","timestamp":1260835483000},"page":"206-215","source":"Crossref","is-referenced-by-count":7,"title":["Universal Learning Machines"],"prefix":"10.1007","author":[{"given":"W\u0142odzis\u0142aw","family":"Duch","sequence":"first","affiliation":[]},{"given":"Tomasz","family":"Maszczyk","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"23_CR1","doi-asserted-by":"crossref","unstructured":"Sch\u00f6lkopf, B., Smola, A.: Learning with Kernels. Support Vector Machines, Regularization, Optimization, and Beyond. MIT Press, Cambridge (2001)","DOI":"10.7551\/mitpress\/4175.001.0001"},{"key":"23_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"789","DOI":"10.1007\/978-3-642-04274-4_81","volume-title":"ICANN 2009, Part I","author":"W. Duch","year":"2009","unstructured":"Duch, W., Maszczyk, T.: Almost random projection machine. In: Alippi, C., et al. (eds.) ICANN 2009, Part I. LNCS, vol.\u00a05768, pp. 789\u2013798. Springer, Heidelberg (2009)"},{"key":"23_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"188","DOI":"10.1007\/11840817_20","volume-title":"Artificial Neural Networks \u2013 ICANN 2006","author":"W. Duch","year":"2006","unstructured":"Duch, W.: k-separability. In: Kollias, S.D., Stafylopatis, A., Duch, W., Oja, E. (eds.) ICANN 2006. LNCS, vol.\u00a04131, pp. 188\u2013197. Springer, Heidelberg (2006)"},{"key":"23_CR4","unstructured":"Duch, W., Grudzi\u0144ski, K.: Meta-learning: searching in the model space. In: Proceedings of the International Conference on Neural Information Processing, Shanghai, pp. 235\u2013240 (2001)"},{"key":"23_CR5","doi-asserted-by":"crossref","unstructured":"Duch, W., Grudzi\u0144ski, K.: Meta-learning via search combined with parameter optimization. In: Rutkowski, L., Kacprzyk, J. (eds.) Advances in Soft Computing, pp. 13\u201322. Springer-Physica Verlag, New York (2002)","DOI":"10.1007\/978-3-7908-1777-5_2"},{"key":"23_CR6","volume-title":"Patter Classification","author":"R.O. Duda","year":"2001","unstructured":"Duda, R.O., Hart, P.E., Stork, D.: Patter Classification. J. Wiley & Sons, New York (2001)"},{"key":"23_CR7","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1109\/72.914524","volume":"12","author":"W. Duch","year":"2001","unstructured":"Duch, W., Adamczak, R., Gra\u0327bczewski, K.: A new methodology of extraction, optimization and application of crisp and fuzzy logical rules. IEEE Transactions on Neural Networks\u00a012, 277\u2013306 (2001)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"23_CR8","doi-asserted-by":"publisher","first-page":"771","DOI":"10.1109\/JPROC.2004.826605","volume":"92","author":"W. Duch","year":"2004","unstructured":"Duch, W., Setiono, R., Zurada, J.: Computational intelligence methods for understanding of data. Proceedings of the IEEE\u00a092, 771\u2013805 (2004)","journal-title":"Proceedings of the IEEE"},{"key":"23_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1007\/978-3-540-74690-4_19","volume-title":"Artificial Neural Networks \u2013 ICANN 2007","author":"M. Grochowski","year":"2007","unstructured":"Grochowski, M., Duch, W.: Learning highly non-separable Boolean functions using Constructive Feedforward Neural Network. In: de S\u00e1, J.M., Alexandre, L.A., Duch, W., Mandic, D.P. (eds.) ICANN 2007. LNCS, vol.\u00a04668, pp. 180\u2013189. Springer, Heidelberg (2007)"},{"key":"23_CR10","volume-title":"Cognitive Technologies","author":"P. Brazdil","year":"2009","unstructured":"Brazdil, P., Giraud-Carrier, C., Soares, C., Vilalta, R.: Metalearning: Applications to Data Mining. In: Cognitive Technologies. Springer, Heidelberg (2009)"},{"key":"23_CR11","first-page":"163","volume":"2","author":"W. Duch","year":"1999","unstructured":"Duch, W., Jankowski, N.: Survey of neural transfer functions. Neural Computing Surveys\u00a02, 163\u2013213 (1999)","journal-title":"Neural Computing Surveys"},{"key":"23_CR12","first-page":"477","volume-title":"International Joint Conference on Neural Networks","author":"W. Duch","year":"2000","unstructured":"Duch, W., Jankowski, N.: Taxonomy of neural transfer functions. In: International Joint Conference on Neural Networks, Como, Italy, vol.\u00a0III, pp. 477\u2013484. IEEE Press, Los Alamitos (2000)"},{"key":"23_CR13","first-page":"524","volume-title":"IEEE World Congress on Computational Intelligence","author":"W. Duch","year":"2002","unstructured":"Duch, W.: Gra\u0327bczewski, K.: Heterogeneous adaptive systems. In: IEEE World Congress on Computational Intelligence, pp. 524\u2013529. IEEE Press, Honolulu (2002)"},{"key":"23_CR14","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1007\/978-3-540-71984-7_11","volume-title":"Challenges for Computational Intelligence","author":"W. Duch","year":"2007","unstructured":"Duch, W.: Towards comprehensive foundations of computational intelligence. In: Duch, W., Mandziuk, J. (eds.) Challenges for Computational Intelligence, vol.\u00a063, pp. 261\u2013316. Springer, Heidelberg (2007)"},{"key":"23_CR15","unstructured":"Duch, W., Itert, L.: Committees of undemocratic competent models. In: Rutkowski, L., Kacprzyk, J. (eds.) Proc. of Int. Conf. on Artificial Neural Networks (ICANN), Istanbul, pp. 33\u201336 (2003)"},{"key":"23_CR16","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/CIDM.2007.368852","volume-title":"IEEE Symposium on Computational Intelligence in Data Mining","author":"K. Grabczewski","year":"2007","unstructured":"Grabczewski, K., Jankowski, N.: Versatile and efficient meta-learning architecture: Knowledge representation and management in computational intelligence. In: IEEE Symposium on Computational Intelligence in Data Mining, pp. 51\u201358. IEEE Press, Los Alamitos (2007)"},{"key":"23_CR17","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1007\/978-3-540-69731-2_53","volume-title":"Artificial Intelligence and Soft Computing \u2013 ICAISC 2008","author":"K. Grabczewski","year":"2008","unstructured":"Grabczewski, K., Jankowski, N.: Meta-learning with machine generators and complexity controlled exploration. In: Rutkowski, L., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2008. LNCS (LNAI), vol.\u00a05097, pp. 545\u2013555. Springer, Heidelberg (2008)"},{"key":"23_CR18","doi-asserted-by":"crossref","unstructured":"Duch, W.: Filter methods. In: Guyon, I., Gunn, S., Nikravesh, M., Zadeh, L. (eds.) Feature extraction, foundations and applications, pp. 89\u2013118. Springer-Physica Verlag, New York (2006)","DOI":"10.1007\/978-3-540-35488-8_4"},{"key":"23_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"754","DOI":"10.1007\/978-3-540-87559-8_78","volume-title":"Artificial Neural Networks - ICANN 2008","author":"M. Grochowski","year":"2008","unstructured":"Grochowski, M., Duch, W.: Projection Pursuit Constructive Neural Networks Based on Quality of Projected Clusters. In: K\u016frkov\u00e1, V., Neruda, R., Koutn\u00edk, J. (eds.) ICANN 2008, Part II. LNCS, vol.\u00a05164, pp. 754\u2013762. Springer, Heidelberg (2008)"},{"key":"23_CR20","first-page":"101","volume":"10","author":"W. Duch","year":"2000","unstructured":"Duch, W., Adamczak, R., Diercksen, G.: Classification, association and pattern completion using neural similarity based methods. Applied Mathematics and Computer Science\u00a010, 101\u2013120 (2000)","journal-title":"Applied Mathematics and Computer Science"},{"key":"23_CR21","unstructured":"Asuncion, A., Newman, D.: UCI machine learning repository (2007)"},{"key":"23_CR22","unstructured":"Gra\u0327bczewski, K., Duch, W.: The separability of split value criterion. In: Proceedings of the 5th Conf. on Neural Networks and Soft Computing, Zakopane, Poland, Polish Neural Network Society, pp. 201\u2013208 (2000)"},{"key":"23_CR23","unstructured":"Duch, W., Jankowski, N., Gra\u0327bczewski, K., Naud, A., Adamczak, R.: Ghostminer data mining software. Technical report, Department of Informatics, Nicolaus Copernicus University (2000-2008), http:\/\/www.fqspl.com.pl\/ghostminer\/"},{"key":"23_CR24","volume-title":"Machine learning, neural and statistical classification","author":"D. Michie","year":"1994","unstructured":"Michie, D., Spiegelhalter, D.J., Taylor, C.C.: Machine learning, neural and statistical classification. Elis Horwood, London (1994)"},{"key":"23_CR25","doi-asserted-by":"crossref","unstructured":"Guyon, I., Gunn, S., Nikravesh, M., Zadeh, L.: Feature extraction, foundations and applications. Springer-Physica Verlag, Heidelberg (2006)","DOI":"10.1007\/978-3-540-35488-8"},{"key":"23_CR26","doi-asserted-by":"crossref","unstructured":"Liu, H., Motoda, H.: Feature extraction, construction and selection: a data mining perspective. In: Liu, H., Motoda, H. (eds.) SECS, vol.\u00a0453. Kluwer Academic, Boston (1998) (Includes bibliographical references and index)","DOI":"10.1007\/978-1-4615-5725-8"},{"key":"23_CR27","doi-asserted-by":"crossref","DOI":"10.1142\/5965","volume-title":"The dissimilarity representation for pattern recognition: foundations and applications","author":"E. Pe\u0327kalska","year":"2005","unstructured":"Pe\u0327kalska, E., Duin, R.: The dissimilarity representation for pattern recognition: foundations and applications. World Scientific, Singapore (2005)"}],"container-title":["Lecture Notes in Computer Science","Neural Information Processing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-10684-2_23.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,13]],"date-time":"2025-02-13T20:31:42Z","timestamp":1739478702000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-10684-2_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642106828","9783642106842"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-10684-2_23","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2009]]}}}