?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Types+of+cost+in+inductive+concept+learning&rft.creator=Turney%2C+Peter&rft.subject=Artificial+Intelligence&rft.subject=Machine+Learning&rft.subject=Statistical+Models&rft.description=Inductive+concept+learning+is+the+task+of+learning+to+assign+cases+to+a+discrete+set+of+classes.+In+real-world+applications+of+concept+learning%2C+there+are+many+different+types+of+cost+involved.+The+majority+of+the+machine+learning+literature+ignores+all+types+of+cost+(unless+accuracy+is+interpreted+as+a+type+of+cost+measure).+A+few+papers+have+investigated+the+cost+of+misclassification+errors.+Very+few+papers+have+examined+the+many+other+types+of+cost.+In+this+paper%2C+we+attempt+to+create+a+taxonomy+of+the+different+types+of+cost+that+are+involved+in+inductive+concept+learning.+This+taxonomy+may+help+to+organize+the+literature+on+cost-sensitive+learning.+We+hope+that+it+will+inspire+researchers+to+investigate+all+types+of+cost+in+inductive+concept+learning+in+more+depth.+&rft.date=2000&rft.type=Conference+Paper&rft.type=NonPeerReviewed&rft.format=application%2Fpostscript&rft.identifier=http%3A%2F%2Fcogprints.org%2F1804%2F1%2Fcost-sensitive.ps&rft.format=application%2Fpdf&rft.identifier=http%3A%2F%2Fcogprints.org%2F1804%2F5%2Fcost-sensitive.pdf&rft.identifier=++Turney%2C+Peter++(2000)+Types+of+cost+in+inductive+concept+learning.++%5BConference+Paper%5D++++(Unpublished)++&rft.relation=http%3A%2F%2Fcogprints.org%2F1804%2F