{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T21:32:38Z","timestamp":1757539958386,"version":"3.41.0"},"publisher-location":"Cham","reference-count":37,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319261539"},{"type":"electronic","value":"9783319261546"}],"license":[{"start":{"date-parts":[[2015,10,21]],"date-time":"2015-10-21T00:00:00Z","timestamp":1445385600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-26154-6_14","type":"book-chapter","created":{"date-parts":[[2015,10,22]],"date-time":"2015-10-22T07:25:56Z","timestamp":1445498756000},"page":"175-186","source":"Crossref","is-referenced-by-count":26,"title":["Modular Neural Network Preprocessing Procedure with Intuitionistic Fuzzy InterCriteria Analysis Method"],"prefix":"10.1007","author":[{"given":"Sotir","family":"Sotirov","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evdokia","family":"Sotirova","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Patricia","family":"Melin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oscar","family":"Castilo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Krassimir","family":"Atanassov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,10,21]]},"reference":[{"key":"14_CR1","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1038\/nrg2278","volume":"9","author":"M Pigliucci","year":"2008","unstructured":"Pigliucci, M.: Is evolvability evolvable? Nat. Rev. Genet. 9, 75\u201382 (2008)","journal-title":"Nat. Rev. Genet."},{"key":"14_CR2","doi-asserted-by":"crossref","DOI":"10.1201\/9781420011432","volume-title":"An introduction to systems biology: design principles of biological circuits","author":"U Alon","year":"2006","unstructured":"Alon, U.: An introduction to systems biology: design principles of biological circuits. CRC Press, Boca Raton (2006)"},{"key":"14_CR3","doi-asserted-by":"publisher","first-page":"1102","DOI":"10.1038\/35059227","volume":"409","author":"S Carroll","year":"2001","unstructured":"Carroll, S.: Chance and necessity: the evolution of morphological complexity and diversity. Nature 409, 1102\u20131109 (2001)","journal-title":"Nature"},{"key":"14_CR4","doi-asserted-by":"publisher","first-page":"921","DOI":"10.1038\/nrg2267","volume":"8","author":"GP Wagner","year":"2007","unstructured":"Wagner, G.P., Pavlicev, M., Cheverud, J.M.: The road to modularity. Nat. Rev. Genet. 8, 921\u2013931 (2007)","journal-title":"Nat. Rev. Genet."},{"key":"14_CR5","doi-asserted-by":"publisher","first-page":"e23","DOI":"10.1371\/journal.pcbi.0040023","volume":"4","author":"A Hintze","year":"2008","unstructured":"Hintze, A., Adami, C.: Evolution of complex modular biological networks. PLoS Comput. Biol. 4, e23 (2008)","journal-title":"PLoS Comput. Biol."},{"key":"14_CR6","doi-asserted-by":"publisher","first-page":"701","DOI":"10.1093\/brain\/120.4.701","volume":"120","author":"V Mountcastle","year":"1997","unstructured":"Mountcastle, V.: The columnar organization of the neocortex. Brain 120, 701\u2013722 (1997)","journal-title":"Brain"},{"key":"14_CR7","doi-asserted-by":"publisher","first-page":"895","DOI":"10.1038\/nature03288","volume":"433","author":"R Guimera","year":"2005","unstructured":"Guimera, R., Amaral, L.: Functional cartography of complex metabolic networks. Nature 433, 895\u2013900 (2005)","journal-title":"Nature"},{"key":"14_CR8","doi-asserted-by":"publisher","first-page":"125","DOI":"10.4024\/40701.jbpc.07.04","volume":"7","author":"H Lipson","year":"2007","unstructured":"Lipson, H.: Principles of modularity, regularity, and hierarchy for scalable systems. J. Biol. Phys. Chem. 7, 125\u2013128 (2007)","journal-title":"J. Biol. Phys. Chem."},{"key":"14_CR9","volume-title":"Principles of brain evolution","author":"G Striedter","year":"2005","unstructured":"Striedter, G.: Principles of brain evolution. Sinauer Associates, Sunderland (2005)"},{"key":"14_CR10","unstructured":"Wagner, G., Mezey, J., Calabretta, R.: Modularity: understanding the development and evolution of complex natural systems. Natural selection and the origin of modules. MIT Press, Cambridge (2001)"},{"issue":"3","key":"14_CR11","doi-asserted-by":"crossref","first-page":"e1000719","DOI":"10.1371\/journal.pcbi.1000719","volume":"6","author":"Carlos Espinosa-Soto","year":"2010","unstructured":"Espinosa-Soto, C., Wagner A.: Specialization can drive the evolution of modularity. PLoS Comput. Biol. 6 (2010)","journal-title":"PLoS Computational Biology"},{"key":"14_CR12","unstructured":"Suh, N.P.: The principles of design, vol. 226. Oxford University Press, Oxford. Kashtan, N., Alon, U.: Spontaneous evolution of modularity and network motifs. Proc. Natl. Acad. Sci. USA 102, 13 773\u201313 778 (2005)"},{"issue":"34","key":"14_CR13","doi-asserted-by":"crossref","first-page":"13711","DOI":"10.1073\/pnas.0611630104","volume":"104","author":"N. Kashtan","year":"2007","unstructured":"Kashtan, N., Noor, E., Alon, U.: Varying environments can speed up evolution. Proc. Natl. Acad. Sci. USA 104, 3 711\u201313 716 (2007)","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1","key":"14_CR14","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1186\/1471-2148-7-169","volume":"7","author":"Merav Parter","year":"2007","unstructured":"Parter, M., Kashtan, N., Alon, U.: Environmental variability and modularity of bacterial metabolic networks. BMC Evol. Biol. 7 (2007)","journal-title":"BMC Evolutionary Biology"},{"key":"14_CR15","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-319-10945-9","volume-title":"Index Matrices: Towards an Augmented Matrix Calculus","author":"K Atanassov","year":"2014","unstructured":"Atanassov, K.: Index Matrices: Towards an Augmented Matrix Calculus. Springer, Cham (2014)"},{"key":"14_CR16","first-page":"1","volume":"11","author":"K Atanassov","year":"2014","unstructured":"Atanassov, K., Mavrov, D., Atanassova, V.: InterCriteria decision making: A new approach for multicriteria decision making, based on index matrices and intuitionistic fuzzy sets. Issues in Intuitionistic Fuzzy Sets and Generalized Nets 11, 1\u20138 (2014)","journal-title":"Issues in Intuitionistic Fuzzy Sets and Generalized Nets"},{"key":"14_CR17","unstructured":"Atanassov, K.: Intuitionistic fuzzy sets. In: Proc. of VII ITKR\u2019s Session, Sofia, June 1983 (in Bulgarian)"},{"issue":"1","key":"14_CR18","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1016\/S0165-0114(86)80034-3","volume":"20","author":"K Atanassov","year":"1986","unstructured":"Atanassov, K.: Intuitionistic fuzzy sets. Fuzzy Sets and Systems, Elsevier 20(1), 87\u201396 (1986)","journal-title":"Fuzzy Sets and Systems, Elsevier"},{"key":"14_CR19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-7908-1870-3","volume-title":"Intuitionistic Fuzzy Sets: Theory and Applications","author":"K Atanassov","year":"1999","unstructured":"Atanassov, K.: Intuitionistic Fuzzy Sets: Theory and Applications. Physica, Heidelberg (1999)"},{"key":"14_CR20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-29127-2","volume-title":"On Intuitionistic Fuzzy Sets Theory","author":"K Atanassov","year":"2012","unstructured":"Atanassov, K.: On Intuitionistic Fuzzy Sets Theory. Springer, Berlin (2012)"},{"issue":"2","key":"14_CR21","first-page":"94","volume":"20","author":"V Atanassova","year":"2014","unstructured":"Atanassova, V., Mavrov, D., Doukovska, L., Atanassov, K.: Discussion on the threshold values in the InterCriteria Decision Making approach. Notes on Intuitionistic Fuzzy Sets 20(2), 94\u201399 (2014)","journal-title":"Notes on Intuitionistic Fuzzy Sets"},{"key":"14_CR22","doi-asserted-by":"crossref","unstructured":"Atanassova, V., Doukovska, K., Atanassov, D.: Mavrov \u2013 InterCriteria decision making approach to eu member states competitiveness analysis. In: Proc. of the International Symposium on Business Modeling and Software Design, BMSD 2014, June 24\u201326, Luxembourg, Grand Duchy of Luxembourg, pp. 289\u2013294 (2014)","DOI":"10.5220\/0005427302890294"},{"key":"14_CR23","unstructured":"Bellis, S., Razeeb, K.M., Saha, C., Delaney, K., O\u2019Mathuna, C., Pounds-Cornish, A., de Souza, G., Colley, M., Hagras, H., Clarke, G., Callaghan, V., Argyropoulos, C., Karistianos, C., Nikiforidis, G.: FPGA implementation of spiking neural networks - an initial step towards building tangible collaborative autonomous agents. In: Proc. of FPT 2004, Int. Conf. on Field-Programmable Technology, pp. 449\u201345. The University of Queensland, Brisbane, December 6\u22128, 2004"},{"key":"14_CR24","volume-title":"Neural Network Design","author":"M Hagan","year":"1996","unstructured":"Hagan, M., Demuth, H., Beale, M.: Neural Network Design. PWS Publishing, Boston (1996)"},{"key":"14_CR25","volume-title":"Neural Networks: A Comprehensive Foundation","author":"S Haykin","year":"1994","unstructured":"Haykin, S.: Neural Networks: A Comprehensive Foundation. Macmillan, NY (1994)"},{"issue":"3","key":"14_CR26","doi-asserted-by":"publisher","first-page":"880","DOI":"10.1109\/TNN.2007.891626","volume":"18","author":"S Himavathi","year":"2007","unstructured":"Himavathi, S., Anitha, D., Muthuramalingam, A.: Feedforward Neural Network Implementation in FPGA Using Layer Multiplexing for Effective Resource Utilization. IEEE Transactions on Neural Networks 18(3), 880\u2013888 (2007)","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"1","key":"14_CR27","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1109\/TITB.2005.856864","volume":"10","author":"DM Karantonis","year":"2006","unstructured":"Karantonis, D.M., Narayanan, M.R., Mathie, M., Lovell, N.H., Celler, B.G.: Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring. IEEE Trans. Inform. Technol. Biomed. 10(1), 156\u2013167 (2006)","journal-title":"IEEE Trans. Inform. Technol. Biomed."},{"issue":"1","key":"14_CR28","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1186\/1471-2105-7-125","volume":"7","author":"M Meissner","year":"2006","unstructured":"Meissner, M., Schmuker, M., Schneider, G.: Optimized Particle Swarm Optimization (OPSO) and its application to artificial neural network training. BMC Bioinformatics 7(1), 125 (2006)","journal-title":"BMC Bioinformatics"},{"key":"14_CR29","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1038\/323533a0","volume":"323","author":"D Rumelhart","year":"1986","unstructured":"Rumelhart, D., Hinton, G., Williams, R.: Training representation by back-propagation errors. Nature 323, 533\u2013536 (1986)","journal-title":"Nature"},{"key":"14_CR30","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1016\/S0019-9958(65)90241-X","volume":"8","author":"LA Zadeh","year":"1965","unstructured":"Zadeh, L.A.: Fuzzy Sets. Information and Control 8, 333\u2013353 (1965)","journal-title":"Information and Control"},{"issue":"4","key":"14_CR31","doi-asserted-by":"publisher","first-page":"1560","DOI":"10.1109\/TPWRD.2004.835281","volume":"19","author":"G Zwe-Lee","year":"2004","unstructured":"Zwe-Lee, G.: Wavelet-based neural network for power disturbance recognition and classification. IEEE Transactions on Power Delivery 19(4), 1560\u20131568 (2004)","journal-title":"IEEE Transactions on Power Delivery"},{"key":"14_CR32","doi-asserted-by":"crossref","unstructured":"Stratiev, D., Marinov, I., Dinkov, R., Shishkova, I., Velkov, I., Sharafutdinov, I., Nenov, S., et al.: Opportunity to improve diesel fuel cetane number prediction from easy available physical properties and application of the least squares method and the artificial neural networks. Energy & Fuels (2015)","DOI":"10.1021\/ef502638c"},{"key":"14_CR33","unstructured":"InterCriteria Research Portal. http:\/\/intercriteria.net\/"},{"issue":"1","key":"14_CR34","first-page":"81","volume":"21","author":"K Atanassov","year":"2015","unstructured":"Atanassov, K., Atanassova, V., Gluhchev, G.: InterCriteria Analysis: Ideas and problems. Notes on Intuitionistic Fuzzy Sets 21(1), 81\u201388 (2015). ISSN 1310\u20134926","journal-title":"Notes on Intuitionistic Fuzzy Sets"},{"key":"14_CR35","doi-asserted-by":"crossref","unstructured":"Nagata, S., Kimoto, T., Asakawa, K.: Control of mobile robots with neural networks. In: INNS, p. 349 (1988)","DOI":"10.1016\/0893-6080(88)90377-2"},{"key":"14_CR36","first-page":"81","volume":"11","author":"H Sawai","year":"1989","unstructured":"Sawai, H., Waibe, A., et al.: Parallelism, Hierarchy, Scaling in Time-Delay Neural Networks for Spotting Japanese Phonemes\/CV-Syllables. IJCNN 11, 81\u201388 (1989)","journal-title":"IJCNN"},{"key":"14_CR37","series-title":"Studies in Computational Intelligence","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-24139-0","volume-title":"Modular Neural Networks and Type-2 Fuzzy Systems for Pattern Recognition","author":"P Melin","year":"2012","unstructured":"Melin, P.: Modular Neural Networks and Type-2 Fuzzy Systems. SCI, vol. 389. Springer, Heidelberg (2012)"}],"container-title":["Advances in Intelligent Systems and Computing","Flexible Query Answering Systems 2015"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-26154-6_14","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T03:05:25Z","timestamp":1748660725000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-26154-6_14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,10,21]]},"ISBN":["9783319261539","9783319261546"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-26154-6_14","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2015,10,21]]}}}