?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Visualization+of+Data+by+Method+of+Elastic+Maps+and+Its+Applications+in+Genomics%2C+Economics+and+Sociology+&rft.creator=Gorban%2C+Prof.+Alexander.+N.&rft.creator=Zinovyev%2C+Dr.+Andrei+Yu.&rft.subject=Neural+Nets&rft.description=Technology+of+data+visualization+and+data+modeling+is+suggested.+The+basic+of+the+technology+is+original+idea+of+elastic+net+and+methods+of+its+construction+and+application.+A+short+review+of+relevant+methods+has+been+made.+The+methods+proposed+are+illustrated+by+applying+them+to+the+real+economical%2C+sociological+and+biological+datasets+and+to+some+model+data+distributions.%0A%0AThe+basic+of+the+technology+is+original+idea+of+elastic+net+-+regular+point+approximation+of+some+manifold+that+is+put+into+the+multidimensional+space+and+has+in+a+certain+sense+minimal+energy.+This+manifold+is+an+analogue+of+principal+surface+and+serves+as+non-linear+screen+on+what+multidimensional+data+are+projected.%0A%0ARemarkable+feature+of+the+technology+is+its+ability+to+work+with+and+to+fill+gaps+in+data+tables.+Gaps+are+unknown+or+unreliable+values+of+some+features.+It+gives+a+possibility+to+predict+plausibly+values+of+unknown+features+by+values+of+other+ones.+So+it+provides+technology+of+constructing+different+prognosis+systems+and+non-linear+regressions.%0AThe+technology+can+be+used+by+specialists+in+different+fields.+There+are+several+examples+of+applying+the+method+presented+in+the+end+of+this+paper.%0A&rft.date=2001-08&rft.type=Preprint&rft.type=NonPeerReviewed&rft.format=application%2Fpdf&rft.identifier=http%3A%2F%2Fcogprints.org%2F3082%2F1%2FV1OUK1FN.pdf&rft.identifier=++Gorban%2C+Prof.+Alexander.+N.+and+Zinovyev%2C+Dr.+Andrei+Yu.++(2001)+Visualization+of+Data+by+Method+of+Elastic+Maps+and+Its+Applications+in+Genomics%2C+Economics+and+Sociology.++%5BPreprint%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F3082%2F