?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Towards+comprehensive+foundations+of+computational+intelligence&rft.creator=Duch%2C+Prof+Wlodzislaw&rft.subject=Language&rft.subject=Machine+Learning&rft.subject=Artificial+Intelligence&rft.subject=Neural+Nets&rft.description=Although+computational+intelligence+(CI)+covers+a+vast+variety+of+different+methods+it+still+lacks+an+integrative+theory.+Several+proposals+for+CI+foundations+are+discussed%3A+computing+and+cognition+as+compression%2C+meta-learning+as+search+in+the+space+of+data+models%2C+(dis)similarity+based+methods+providing+a+framework+for+such+meta-learning%2C+and+a+more+general+approach+based+on+chains+of+transformations.+Many+useful+transformations+that+extract+information+from+features+are+discussed.+Heterogeneous+adaptive+systems+are+presented+as+particular+example+of+transformation-based+systems%2C+and+the+goal+of+learning+is+redefined+to+facilitate+creation+of+simpler+data+models.+The+need+to+understand+data+structures+leads+to+techniques+for+logical+and+prototype-based+rule+extraction%2C+and+to+generation+of+multiple+alternative+models%2C+while+the+need+to+increase+predictive+power+of+adaptive+models+leads+to+committees+of+competent+models.+Learning+from+partial+observations+is+a+natural+extension+towards+reasoning+based+on+perceptions%2C+and+an+approach+to+intuitive+solving+of+such+problems+is+presented.+Throughout+the+paper+neurocognitive+inspirations+are+frequently+used+and+are+especially+important+in+modeling+of+the+higher+cognitive+functions.+Promising+directions+such+as+liquid+and+laminar+computing+are+identified+and+many+open+problems+presented.+%0D%0A%0D%0A&rft.publisher=Springer&rft.contributor=Duch%2C+Prof+W&rft.contributor=Mandziuk%2C+Prof+J&rft.date=2007&rft.type=Book+Chapter&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.identifier=http%3A%2F%2Fcogprints.org%2F5891%2F1%2F06-CI-foundations.pdf&rft.identifier=++Duch%2C+Prof+Wlodzislaw++(2007)+Towards+comprehensive+foundations+of+computational+intelligence.++%5BBook+Chapter%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F5891%2F