{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T17:48:30Z","timestamp":1777571310549,"version":"3.51.4"},"reference-count":25,"publisher":"Walter de Gruyter GmbH","issue":"1","license":[{"start":{"date-parts":[[2019,12,11]],"date-time":"2019-12-11T00:00:00Z","timestamp":1576022400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,1,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>The on-line signature is a biometric attribute which can be used for identity verification. It is a very useful characteristic because it is commonly accepted in societies across the world. However, the verification process using this particular biometric feature is a rather difficult one. Researchers working on identity verification involving the on-line signature might face various problems, including the different discriminative power of signature descriptors, the problem of a large number of descriptors, the problem of descriptor generation, etc. However, population-based algorithms (PBAs) can prove very useful when resolving these problems. Hence, we propose a new method for on-line signature partitioning using a PBA in order to improve the verification process effectiveness. Our method uses the Differential Evolution algorithm with a properly defined evaluation function for creating the most characteristic partitions of the dynamic signature. We present simulation results of the proposed method for the BioSecure DS2 database distributed by the BioSecure Association.<\/jats:p>","DOI":"10.2478\/jaiscr-2020-0001","type":"journal-article","created":{"date-parts":[[2019,12,12]],"date-time":"2019-12-12T04:34:05Z","timestamp":1576125245000},"page":"5-13","source":"Crossref","is-referenced-by-count":14,"title":["On-Line Signature Partitioning Using a Population Based Algorithm"],"prefix":"10.2478","volume":"10","author":[{"given":"Marcin","family":"Zalasi\u0144ski","sequence":"first","affiliation":[{"name":"Cz\u0119stochowa University of Technology , Department of Computational Intelligence , Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Krystian","family":"\u0141apa","sequence":"additional","affiliation":[{"name":"Cz\u0119stochowa University of Technology , Department of Computational Intelligence , Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Krzysztof","family":"Cpa\u0142ka","sequence":"additional","affiliation":[{"name":"Cz\u0119stochowa University of Technology , Department of Computational Intelligence , Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Krzysztof","family":"Przybyszewski","sequence":"additional","affiliation":[{"name":"Information Technology Institute , University of Social Sciences , \u0141\u00f3d\u017a , Poland Clark University , Worcester , MA 01610 , USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gary G.","family":"Yen","sequence":"additional","affiliation":[{"name":"School of Electrical and Computer Engineering , Oklahoma State University , Stillwater , OK 74075 USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"374","published-online":{"date-parts":[[2019,12,11]]},"reference":[{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_001_w2aab3b7b1b1b6b1ab1ab1Aa","doi-asserted-by":"crossref","unstructured":"[1] Cpa\u0142ka, K. Design of Interpretable Fuzzy Systems. Springer, Cham (2017)10.1007\/978-3-319-52881-6","DOI":"10.1007\/978-3-319-52881-6"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_002_w2aab3b7b1b1b6b1ab1ab2Aa","doi-asserted-by":"crossref","unstructured":"[2] Cpa\u0142ka, K., Zalasi\u0144ski, M. On-line signature verification using vertical signature partitioning, Expert Systems with Applications, vol. 41, pp. 4170-4180 (2014)10.1016\/j.eswa.2013.12.047","DOI":"10.1016\/j.eswa.2013.12.047"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_003_w2aab3b7b1b1b6b1ab1ab3Aa","doi-asserted-by":"crossref","unstructured":"[3] Cpa\u0142ka, K., Zalasi\u0144ski, M., Rutkowski, L. A new algorithm for identity verification based on the analysis of a handwritten dynamic signature, Applied Soft Computing, vol. 43, pp. 47-56 (2016)10.1016\/j.asoc.2016.02.017","DOI":"10.1016\/j.asoc.2016.02.017"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_004_w2aab3b7b1b1b6b1ab1ab4Aa","doi-asserted-by":"crossref","unstructured":"[4] Cpa\u0142ka, K., Zalasi\u0144ski, M., Rutkowski, L. New method for the on-line signature verification based on horizontal partitioning, Pattern Recognition, vol. 47, pp. 2652-2661 (2014)10.1016\/j.patcog.2014.02.012","DOI":"10.1016\/j.patcog.2014.02.012"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_005_w2aab3b7b1b1b6b1ab1ab5Aa","doi-asserted-by":"crossref","unstructured":"[5] Das, S., Suganthan, P.N. Differential evolution: A survey of the state-of-the-art. IEEE transactions on evolutionary computation, vol. 15(1), pp. 4-31 (2010)10.1109\/TEVC.2010.2059031","DOI":"10.1109\/TEVC.2010.2059031"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_006_w2aab3b7b1b1b6b1ab1ab6Aa","doi-asserted-by":"crossref","unstructured":"[6] Dean, D., Sridharan, S. Dynamic visual features for audio-visual speaker verification, Comput. Speech Lang., vol. 24, pp. 136\u2013149 (2010)10.1016\/j.csl.2009.03.007","DOI":"10.1016\/j.csl.2009.03.007"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_007_w2aab3b7b1b1b6b1ab1ab7Aa","doi-asserted-by":"crossref","unstructured":"[7] Ekinci, M., Ayku, M. Human gait recognition based on kernel PCA using projections, J. Comput. Sci. Technol., vol. 22, pp. 867\u2013876 (2007)10.1007\/s11390-007-9101-z","DOI":"10.1007\/s11390-007-9101-z"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_008_w2aab3b7b1b1b6b1ab1ab8Aa","doi-asserted-by":"crossref","unstructured":"[8] Faundez-Zanuy, M. On-line signature recognition based on VQ-DTW. Pattern Recogn. 40, 981-992 (2007)10.1016\/j.patcog.2006.06.007","DOI":"10.1016\/j.patcog.2006.06.007"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_009_w2aab3b7b1b1b6b1ab1ab9Aa","doi-asserted-by":"crossref","unstructured":"[9] Fierrez-Aguilar, J., Nanni, L., Lopez-Penalba, J., Ortega-Garcia, J., Maltoni, D. An on-line signature verification system based on fusion of local and global information. Lecture Notes in Computer Science. Audio-and Video-based Biometric Person Authentication, vol. 3546, pp. 523-532 (2005)10.1007\/11527923_54","DOI":"10.1007\/11527923_54"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_010_w2aab3b7b1b1b6b1ab1ac10Aa","doi-asserted-by":"crossref","unstructured":"[10] Fierrez, J., Ortega-Garcia, J., Ramos, D., Gonzalez-Rodriguez, J. HMM\u2013based on-line signature verification: Feature extraction and signature modeling, Pattern Recognition Letters, vol. 28, pp. 2325\u20132334 (2007)10.1016\/j.patrec.2007.07.012","DOI":"10.1016\/j.patrec.2007.07.012"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_011_w2aab3b7b1b1b6b1ab1ac11Aa","unstructured":"[11] Homepage of Association BioSecure. [Online] Available from: http:\/\/biosecure.it-sudparis.eu [Accessed: 13 May 2019]"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_012_w2aab3b7b1b1b6b1ab1ac12Aa","doi-asserted-by":"crossref","unstructured":"[12] Houmani, N., Mayoue, A., Garcia-Salicetti, S., Dorizzi B., Khalil M.I., Moustafa, M.N., Abbas, H., Muramatsu, D., Yanikoglu, B., Kholmatov, A., Martinez-Diaz, M., Fierrez, J., Ortega-Garcia, J., Roure Alcobe, J., Fabregas, J., Faundez-Zanuy, M., Pascual-Gaspar, J.M., Cardenoso-Payo, V., Vivaracho-Pascual, C. BioSecure signature evaluation campaign (BSEC\u20192009): Evaluating online signature algorithms depending on the quality of signatures, Pattern Recognition, vol. 45, pp. 993-1003 (2012)10.1016\/j.patcog.2011.08.008","DOI":"10.1016\/j.patcog.2011.08.008"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_013_w2aab3b7b1b1b6b1ab1ac13Aa","doi-asserted-by":"crossref","unstructured":"[13] Ibrahim, M.T., Khan, M.A., Alimgeer, K.S., Khan, M.K., Taj, I.A., Guan, L. Velocity and pressure-based partitions of horizontal and vertical trajectories for on-line signature verification. Pattern Recogn. 43, 2817-2832 (2010)10.1016\/j.patcog.2010.02.011","DOI":"10.1016\/j.patcog.2010.02.011"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_014_w2aab3b7b1b1b6b1ab1ac14Aa","doi-asserted-by":"crossref","unstructured":"[14] Jain, A.K., Ross, A. Introduction to Biometrics. In A.K. Jain, P. Flynn, A.A. Ross (Eds.), Handbook of Biometrics, Springer, Berlin-Heidelberg (2008)10.1007\/978-0-387-71041-9","DOI":"10.1007\/978-0-387-71041-9"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_015_w2aab3b7b1b1b6b1ab1ac15Aa","doi-asserted-by":"crossref","unstructured":"[15] Kazikova, A., Pluhacek, M., Senkerik, R., Viktorin, A. Proposal of a new swarm optimization method inspired in bison behavior. In 23rd International Conference on Soft Computing, pp. 146-156, Springer, Cham (2017)10.1007\/978-3-319-97888-8_13","DOI":"10.1007\/978-3-319-97888-8_13"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_016_w2aab3b7b1b1b6b1ab1ac16Aa","doi-asserted-by":"crossref","unstructured":"[16] Linden, J., Marquis, R., Bozza, S., Taroni, F. Dynamic signatures: A review of dynamic feature variation and forensic methodology, Forensic Science International, vol. 291, pp. 216-229 (2018)10.1016\/j.forsciint.2018.08.02130241096","DOI":"10.1016\/j.forsciint.2018.08.021"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_017_w2aab3b7b1b1b6b1ab1ac17Aa","doi-asserted-by":"crossref","unstructured":"[17] \u0141apa, K. Meta-optimization of multi-objective population-based algorithms using multi-objective performance metrics, Information Sciences, vol. 489, pp. 193-204 (2019)10.1016\/j.ins.2019.03.054","DOI":"10.1016\/j.ins.2019.03.054"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_018_w2aab3b7b1b1b6b1ab1ac18Aa","doi-asserted-by":"crossref","unstructured":"[18] Mirjalili, S., Mirjalili, S.M., Lewis, A. Grey wolf optimizer. Advances in engineering software, vol. 69, pp. 46-61 (2014)10.1016\/j.advengsoft.2013.12.007","DOI":"10.1016\/j.advengsoft.2013.12.007"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_019_w2aab3b7b1b1b6b1ab1ac19Aa","doi-asserted-by":"crossref","unstructured":"[19] Nanni, L., Maiorana, E., Lumini, A. and Campisi, P. Combining local, regional and global matchers for a template protected on-line signature verification system. Expert Systems with Applications, 37, 3676-3684 (2010)10.1016\/j.eswa.2009.10.023","DOI":"10.1016\/j.eswa.2009.10.023"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_020_w2aab3b7b1b1b6b1ab1ac20Aa","unstructured":"[20] Pedersen, M.E.H. Good parameters for differential evolution. Hvass Laboratories Technical Report, vol. HL1002 (2010)"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_021_w2aab3b7b1b1b6b1ab1ac21Aa","doi-asserted-by":"crossref","unstructured":"[21] Prasad, M., Liu, Y.T., Li, D.L., Lin, Ch.T., Shah, R.R., Kaiwartya, O.P. A New Mechanism for Data Visualization with TSK-type Preprocessed Collaborative Fuzzy Rule based System, Journal of Artificial Intelligence and Soft Computing Research, vol. 7, 33\u201346 (2017)10.1515\/jaiscr-2017-0003","DOI":"10.1515\/jaiscr-2017-0003"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_022_w2aab3b7b1b1b6b1ab1ac22Aa","doi-asserted-by":"crossref","unstructured":"[22] Riid, A., Preden, J.S. Design of fuzzy rule-based classifiers through granulation and consolidation, Journal of Artificial Intelligence and Soft Computing Research, vol. 7, pp. 137-147 (2017)10.1515\/jaiscr-2017-0010","DOI":"10.1515\/jaiscr-2017-0010"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_023_w2aab3b7b1b1b6b1ab1ac23Aa","doi-asserted-by":"crossref","unstructured":"[23] Zalasin\u015bki, M., \u0141apa, K., Cpa\u0142ka, K. Prediction of values of the dynamic signature features, Expert Systems with Appications, vol. 104, pp. 86-96 (2018)10.1016\/j.eswa.2018.03.028","DOI":"10.1016\/j.eswa.2018.03.028"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_024_w2aab3b7b1b1b6b1ab1ac24Aa","doi-asserted-by":"crossref","unstructured":"[24] Zalasin\u015bki, M., Cpa\u0142ka, K. A Method for Genetic Selection of the Dynamic Signature Global Features\u2019 Subset, Advances in Intelligent Systems and Computing, vol. 655, pp. 73-82 (2018)10.1007\/978-3-319-67220-5_7","DOI":"10.1007\/978-3-319-67220-5_7"},{"key":"2026042812101260887_j_jaiscr-2020-0001_ref_025_w2aab3b7b1b1b6b1ab1ac25Aa","doi-asserted-by":"crossref","unstructured":"[25] Zois, E.N., Alexandridis, A., Economou, G. Writer independent offline signature verification based on a symmetric pixel relations and unrelated training-testing data sets, Expert Systems With Applications, vol. 125, pp. 14-32 (2019)10.1016\/j.eswa.2019.01.058","DOI":"10.1016\/j.eswa.2019.01.058"}],"container-title":["Journal of Artificial Intelligence and Soft Computing Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/content.sciendo.com\/view\/journals\/jaiscr\/10\/1\/article-p5.xml","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/reference-global.com\/pdf\/10.2478\/jaiscr-2020-0001","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T19:12:57Z","timestamp":1777403577000},"score":1,"resource":{"primary":{"URL":"https:\/\/reference-global.com\/article\/10.2478\/jaiscr-2020-0001"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12,11]]},"references-count":25,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2019,12,11]]},"published-print":{"date-parts":[[2020,1,1]]}},"alternative-id":["10.2478\/jaiscr-2020-0001"],"URL":"https:\/\/doi.org\/10.2478\/jaiscr-2020-0001","relation":{},"ISSN":["2083-2567"],"issn-type":[{"value":"2083-2567","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,12,11]]}}}