EfronandAmaripresentedaRiemanniangeometricframeworkforqurvedexponentialfamiliesandstudiedtheinformationlossandthevarianceoftheestimateusingthisframilies.InthispapproposearelativelyrumplegeometricframeworkinEuclideanspace.Basedonthisnewframework,westudyeonfidenceregiodsforcurvedexponentialfamilieswhichhavenotbeenstudiedbyEfronandAmari.TheresultsobtainedbyHamiltonetal.areextendedtocurvedexponentialfamilies.
