Kolaczyk: Publications

Publications

My publications have been collected into a list below, separated according to recent manuscripts, journal articles, proceedings papers, book chapters, discussion papers, and unpublished reports. An electronic version of my PhD thesis is available as well.

Preprints of materials awaiting publication are available in PDF formats by clicking on the active links below. For most materials that already have been published, please consult the appropriate journal, book, etc.

Recent Manuscripts

Peer-Reviewed Journal Articles

Kramer, M.A., Kolaczyk, E.D., and Kirsch, H.E. (2008). Emergent network topology at seizure onset in humans. Epilepsy Research, (to appear).
Nariai, N., Kolaczyk, E.D., and Kasif, S. (2007). Probabilistic model for protein function prediction from multiple types of genome-wide data. PLoS ONE, 2:3, e337.
Viger, F., Barrat, A., Dall'Asta, L., Zhang, C-H., and Kolaczyk, E.D. (2007). What is the real size of a sampled network? The case of the Internet. Physical Review E,75, 056111.
Chua, D.B., Kolaczyk, E.D., and Crovella, M. (2006). Network Kriging. Journal of Selected Areas in Communications, Special Issue on Sampling the Internet, 24:12, 2263-2272.
Louie, M.M. and Kolaczyk, E.D. (2006). A multiscale method for disease mapping in spatial epidemiology. Statistics in Medicine, 25:8, 1287-1308.
Louie, M.M. and Kolaczyk, E.D. (2006). Multiscale detection of localized anomalous structure in aggregate disease incidence data. Statistics in Medicine, 25:5, 787-810.
Kolaczyk, E.D., Ju, J., and Gopal, S. (2005). Multiscale, multigranular statistical image segmentation. Journal of the American Statistical Association, 100, 1358-1369.
Ju, J., Gopal, S., and Kolaczyk, E.D. (2005). On the choice of spatial and categorical scale in remote sensing land cover characterization. Remote Sensing of Environment, 96(1):62-77..
Kolaczyk, E.D. and Nowak, R.D. (2005). Multiscale generalized linear models for nonparametric function estimation. Biometrika, 92:1, 119-133.
Kolaczyk, E.D. and Nowak, R.D. (2004). Multiscale likelihood analysis and complexity penalized estimation. Annals of Statistics,32, 500-527.
Louie, M.M. and Kolaczyk, E.D. (2004). On the covariance properties of certain multiscale spatial processes. Statistics and Probability Letters,66:4, 407-416.
Kolaczyk, E.D. (2003). On the use of prior and posterior information in the sub-pixel proportion problem. IEEE Transactions on Geoscience and Remote Sensing, 41(11), 2687-2691.
Ju, J., Kolaczyk, E.D., and Gopal, S. (2003). Gaussian mixture discriminant analysis and sub-pixel land cover classification in remote sensing. Remote Sensing of Environment, 84(4),550-560.
Morales, C.J. and Kolaczyk, E.D. (2002). Wavelets-based fractal analysis of human balance. Annals of Biomedical Engineering, 30, 588-597.
Kolaczyk, E.D. and Huang, H. (2001). Multiscale statistical models for hierarchical spatial aggregation. Geographical Analysis, 33:2, 95-118.
Nowak, R.D. and Kolaczyk, E.D. (2000). A Bayesian multiscale framework for Poisson inverse problems. IEEE Transactions on Information Theory, 46:5, 1811-1825.
Kolaczyk, E.D. and Dixon, D.D. (2000). Nonparametric estimation of intensity maps using Haar wavelets and Poisson noise characteristics. The Astrophysical Journal, 534:1, 490-505.
Kolaczyk, E.D. (1999). Bayesian Multi-Scale Models for Poisson Processes. Journal of the American Statistical Association, 94, 920-933.
Dixon, D.D, Harmann, D.H., Kolaczyk, E.D., Samimi, J., Diehl, R., Kanbach, G., Mayer-Hasselwander, H., and Strong, A.W. (1998) Evidence for a gamma-ray halo. New Astronomy, 3:7, 539-561.
Kolaczyk, E.D. (1998) Wavelet Shrinkage Estimation of Certain Poisson Intensity Signals Using Corrected Thresholds. Statistica Sinica, 9, 119-135.
Chipman, H.A., Kolaczyk, E.D., and McCulloch, R.E. (1997) Adaptive Bayesian Wavelet Shrinkage. Journal of the American Statistical Association, 92, 1413-1421.
Kolaczyk, E.D. (1997) Non-Parametric Estimation of Gamma-Ray Burst Intensities Using Haar Wavelets. The Astrophysical Journal, Vol. 483, 340-349.
Kolaczyk, E.D. (1996) A Wavelet Shrinkage Approach to Tomographic Image Reconstruction. Journal of the American Statistical Association, 91, 1079-1090.
Kolaczyk, E.D. (1994) Empirical Likelihood and Generalized Linear Models. Statistica Sinica, 4, 199-218.

Peer-Reviewed Proceedings Papers and Abstracts

Chhabra, P., Scott, C., Kolaczyk, E.D., and Crovella, M. (2008). Distributed Spatial Anomaly Detection. Proceedings of the IEEE Infocom 2008.
Scott, C.D. and Kolaczyk, E.D. (2007). Annotated minimum volume sets for nonparametric anomaly discovery. Proceedings of the IEEE Statistical Signal Processing Workshop 2007.
Chua, D.B., Kolaczyk, E.D., and Crovella, M. (2005). A statistical framework for efficient monitoring of end-to-end network properties. Proceedings of the Sigmetrics 2005.
(Accompanying technical report may be found here.)
Chua, D.B., Kolaczyk, E.D., and Crovella, M. (2005). Efficient monitoring of end-to-end network properties. Proceedings of the IEEE Infocom 2005.
Lakhina, A., Papagiannaki, K., Crovella, M., Diot, C., Kolaczyk, E.D., and Taft, N. (2004). Structural analysis of network traffic flows. Proceedings of the Sigmetrics/Performance 2004.
Crovella, M. and Kolaczyk, E.D. (2003). Graph wavelets for spatial traffic analysis. Proceedings of the IEEE Infocom 2003.
Nowak, R.D. and Kolaczyk, E.D (2002). Multiscale maximum penalized likelihood. Proceedings of the 2002 IEEE International Symposium on Information Theory.
Ju, J., Kolaczyk, E.D., and Gopal, S. (2002). Gaussian mixture discriminant analysis and sub-pixel land cover classification in remote sensing. Proceedings of the 34^th Annual Conference on the Interface of Computing Science and Statistics, Montreal, Canada.
Kolaczyk, E.D. and Nowak, R.D. (2000). Reconstruction in emission tomography via a Bayesian multiscale statistical framework. Proceedings of 45^th Annual SPIE Conference, San Diego, CA.
Nowak, R.D., Kolaczyk, E.D., Lalush, D. and Tsui, B. (2000). A Bayesian multiscale framework for SPECT. Proceedings of the IEEE Medical Imaging Conference, Seattle, WA.
Kolaczyk, E.D. and Nowak, R.D. (1999). Deconvolution of Poisson-Limited Data Using a Baysian Multiscale Model. Bulletin of the American Astronomical Society, 31:1.
Nowak, R.D. and Kolaczyk, E.D. (1999). A Bayesian multiscale framework for Poisson inverse problems. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing.
Nowak, R.D. and Kolaczyk, E.D. (1999). Multiscale methods for Poisson inverse problems. Proceedings of the IEEE Information Theory Workshop on Detection, Estimation, Classification, and Imaging.
Nowak, R.D. and Kolaczyk, E.D. (1998). A multiscale MAP estimation method for Poisson inverse problems. Proceedings of the 32^nd Asilomar Conference on Signals, Systems, and Computers.
Kolaczyk, E.D. (1997) Methods for Analyzing Certain Poisson Signals and Images in Astronomy. Proceedings of the 31^st Asilomar Conference on Signals, Systems, and Computers.
Hartmann, D.H., Dixon, D.D., Kolaczyk, E.D., and Samimi, J. (1997) Evidence for GeV emissions from the Galactic Center Fountain. Proceedings of the 4^th Compton Symposium: AIP Conference Proceedings.
Dixon, D.D., Kolaczyk, E.D., Samimi, J. and Saunder, M.A. (1997) Non-parametric estimates of high energy gamma-ray source distributions. Proceedings of the 4^th Compton Symposium:AIP Conference Proceedings.
Kolaczyk, E.D. (1996) Signal De-Noising Using Adaptive Bayesian Wavelet Shrinkage. Proceedings of the 3^rd IEEE-SP International Symposium on Time-Frequency Time-Scale Analysis.
Kolaczyk, E.D. (1994) Wavelet Shrinkage in Tomography. Proceedings of the 16^th Annual International Conference of the IEEE-EMBS.

Invited Book Chapters

Kolaczyk, E.D. and Nowak, R.D. (2003). Multiscale statistical models. In Nonlinear Estimation and Classification, Denison et al. (eds.). Springer-Verlag: New York.
Kolaczyk, E.D. (2003). Bayesian multiscale methods for Poisson count data. In Statistical Challenges in Modern Astronomy III, Babu and Feigelson (eds.). Springer-Verlag: New York.
Kolaczyk, E.D. (1999). Some observations on the tractability of certain multiscale models. In Bayesian Inference in Wavelet-Based Models, Muller and Vidakovic (eds). Springer-Verlag: New York.
Kolaczyk, E.D. (1996) An Application of Wavelet Shrinkage to Tomography. In Wavelets in Medicine and Biology. Aldroubi and Unser (eds):CRC Press.

Invited Discussion Papers

Kolaczyk, E.D. (2003). Comment on "Wavelet-based nonparametric modeling of hierarchical functions in colon carcinogenesis." Journal of the American Statistical Association, 98, 585-587.
Kolaczyk, E.D. (1995) Comment on "Wavelet Shrinkage: Asymptopia?" Journal of the Royal Statistical Society, Series B, 57, 356.

PhD Thesis

Kolaczyk, E.D. (1994) Wavelet Methods for the Inversion of Certain Homogeneous Linear Operators in the Presence of Noisy Data. Ph.D. Thesis, Department of Statistics, Stanford University.

Unpublished Reports

Kolaczyk, E.D. and Nowak, R.D. (2000). A multiresolution analysis for likelihoods: theory and methods.
(Note: Much of the material in this manuscript was condensed and incorporated into the Kolaczyk and Nowak (2004) Annals paper above.)
Kolaczyk, E.D. (1995) An Information Criterion for Empirical Likelihood with General Estimating Equations, Technical Report 417, Department of Statistics, The University of Chicago.