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by Karl T Vasko
http://www.cs.helsinki.fi/u/myllymak/Teaching/2001/Spring/Seminar/vasko.ps
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Abstract:
We outline a generic Bayesian mixture response model for regression problems. It is supposed that response variables are counting data. Statistical nature of other attributes may be practically arbitrary. We demonstrate the use of the model by applying it to a paleoecological reconstruction problem.
Citations
|
1120
|
Equation of state calculations by fast computing machines
– Metropolis, Rosenbluth, et al.
- 1953
|
|
398
|
Reversible jump Markov chain Monte Carlo computation and Bayesian model determination
– Green
- 1995
|
|
83
|
Probability, frequency and reasonable expectation
– Cox
- 1946
|
|
82
|
The lack of a priori distinctions between learning algorithms
– Wolpert
- 1996
|
|
48
|
Markov Chain Monte Carlo: Stochastic Simulation For Bayesian Inference
– Gamerman
- 1997
|
|
19
|
A characterization of the dirichlet distribution through global and local parameter independence. The Annals of Statistics
– Geiger, Heckerman
- 1997
|
|
16
|
Mathematical Statistics
– Arnold
- 1990
|
|
11
|
Probability theory: the logic of science', http:// bayes.wustl.edu/etj/prob.html
– Jaynes
- 1996
|
|
9
|
Weighted averaging partial least squares regression (WA-PLS): definition and comparison with other methods for species-environment calibration
– Braak, E, et al.
- 1993
|
|
7
|
Quantitative palaeoenvironmental reconstructions
– BIRKS
- 1995
|
|
6
|
Non-linear methods for multivariate statistical calibration and their use in palaeoecology: a comparison of inverse (k-nearest neighbours, partial least squares and weighted averaging partial least squares) and classical approaches
– Braak, F
- 1995
|
|
4
|
A new micropaleontological method for quantitative paleoclimatology: Application to a late pleistocene caribbean core
– Imbrie, Kipp
- 1971
|
|
3
|
Applying Bayesian statistics to organism-based environmental reconstruction
– Toivonen, Mannila, et al.
- 2001
|
|
2
|
A Bayesian multinomial Gaussian response model for organism-based environmental reconstruction, Journal of Paleolimnology (rapid communications
– Vasko, Toivonen
- 2000
|
|
1
|
An expanded calibration model for inferring lake water and air temperatures from fossil chironomid assemblages in northern Fennoscandia, The Holocene
– Olander, Birks, et al.
- 1999
|
|
1
|
Bayesian modeling in paleoenvironmental reconstruction
– Toivonen, Vasko, et al.
|
|
1
|
Mathematical Statistics, Wiley (2nd print
– Wilks
- 1963
|
