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Article #741Estimation of spline join points? References, suggestions?
From: Gyan P. Sinha
Date: Tue, 15 Dec 1992 21:42
Date: Tue, 15 Dec 1992 21:42
41 lines
1857 bytes
1857 bytes
Hello all: I am estimating the parameters of a censored regression model (panel tobit), and one of the variables has a non-linear effect on the dependent variable. I am trying to use a spline to model this, and its defined as: V1 = THETA + MIN(DIFF-THETA,0) V2 = MAX(DIFF-THETA,0) so that if DIFF is less than THETA, then the effect on the dependent variable is different than when it is larger, and V1 and V2 are the two secondary independent variables created from the DIFF variable. Instead of imposing a value on THETA, I'd like to be able to estimate it from the data itself. My questions are: (1) OPTIMIZATION STRATEGY: ML estimation will require some type of non-gradient technique (?), so how do I get the asymtotic t-stats and such? (2) MEANING OF T-STATS: If I am estimating the join point from the data itself, does that require some special tweaking on the t-ratios to get legitimate tests of significance? (3) REFERENCES: Can anyone suggest references that I can explore on this problem? (4) ALTERNATIVES: Can anyone suggest alternatives that would allow for similar effects, other than introducing a polynomial in DIFF, of which I'm already aware of. Thanks for any assistance. Seasons Greetings! Gyan P. Sinha UBC, Vancouver.
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Path: arc1-ca.pugleaf.net!sparky!uunet!zaphod.mps.ohio-state.edu!swrinde!cs.utexas.edu!qt.cs.utexas.edu!yale.edu!yale!gumby!destroyer!cs.ubc.ca!unixg.ubc.ca!unixg.ubc.ca!gyan From: gyan@unixg.ubc.ca (Gyan P. Sinha) Newsgroups: sci.math.stat Subject: Estimation of spline join points? References, suggestions? Date: 15 Dec 92 21:42:39 GMT Organization: The University of British Columbia Lines: 41 Message-ID: <gyan.724455759@unixg.ubc.ca> NNTP-Posting-Host: unixg.ubc.ca Summary: Estimating Spline join points Keywords: Splines, join points, Maximum-Likelihood