| Preface | |
| Acknowledgments | |
| List of Participants | |
| 1 | Pre and Post Least Squares: The Emergence of Robust Estimation | 3 |
| 2 | Some Recent Developments in Bayesian Analysis, with Astronomical Illustrations | 15 |
| 3 | Bayesian Analysis of Lunar Laser Ranging Data | 49 |
| 4 | Modern Statistical Methods for Cosmological Testing | 67 |
| 5 | Comparing Censoring and Random Truncation via Nonparametric Estimation of a Distribution Function | 83 |
| 6 | Astronomical (Heteroscedastic) Measurement Errors: Statistical Issues and Problems | 105 |
| 7 | New Problems and Approaches Related to Large Databases in Astronomy | 123 |
| 8 | Object Classification in Astronomical Images | 135 |
| 9 | Recent Advances in Large-scale Structure Statistics | 153 |
| 10 | Wavelet Transform and Multiscale Vision Models | 173 |
| 11 | Statistical Software, Siftware and Astronomy | 185 |
| 12 | Statistical Issues in the MACHO Project | 209 |
| 13 | LIGO: Identifying Gravitational Waves | 225 |
| 14 | AXAF Data Analysis Challenges | 241 |
| 15 | Statistical Aspects of the Hipparcos Photometric Data | 259 |
| 16 | Application of Wavelet Analysis to the Study of Time-dependent Spectra | 283 |
| 17 | Nonparametric Methods for Time Series and Dynamical Systems | 303 |
| 18 | Quantifying Rapid Variability in Accreting Compact Objects | 321 |
| 19 | Wavelet and Other Multi-resolution Methods for Time Series Analysis | 333 |
| 20 | An Overview of "SCMA II" | 351 |
| 21 | Late-Night Thoughts of a Classical Astronomer | 365 |
| 22 | Algorithms for the Detection of Monochromatic and Stochastic Gravitational Waves | 389 |
| 23 | Statistical Tests for Changing Periods in Sparsely Sampled Data | 391 |
| 24 | Analyzing X-ray Variability by Linear State Space Models | 393 |
| 25 | The Time Interferometer: Spectral Analysis of the Gapped Time Series from the Stand Point of Interferometry | 395 |
| 26 | Structures in Random Fields | 397 |
| 27 | The New [gamma]-CFAR Detector For Astronomical Image Processing | 401 |
| 28 | Bayesian Image Reconstruction with Noise Suppression | 403 |
| 29 | Astronomical Images Restoration by the Multiscale Maximum Entropy Method | 405 |
| 30 | Nested Test for Point Sources | 407 |
| 31 | Segmenting Chromospheric Images with Markov Random Fields | 409 |
| 32 | Analysis of Hipparcos Data in the Orthonormal Wavelet Representation | 413 |
| 33 | Statistical Properties of Wavelet Transforms Applied to X-Ray Source Detection | 417 |
| 34 | Wavelet Based X-Ray Spatial Analysis: Statistical Issues | 419 |
| 35 | Wavelet and Multifractal Analyses of Spatial and Temporal Solar Activity Variations | 421 |
| 36 | Wavelets in Unevenly Spaced Data: OJ 287 light curve | 423 |
| 37 | Wavelet Based Analysis of Cosmic Gamma-Ray Burst Time Series | 427 |
| 38 | Smoothed Nonparametic: Density Estimation for Censored or Truncated Samples | 429 |
| 39 | Luminosity and Kinematics: A Maximum Likelihood Algorithm for Exploitation of the Hipparcos Data | 433 |
| 40 | Assessing Statistical Accuracy to the Orbital Elements of Visual Double Stars by Means of Bootstrap | 437 |
| 41 | A Poisson Parable: Bias in Linear Least Squares Estimation | 441 |
| 42 | Neural Network Classification of Stellar Spectra | 445 |
| 43 | Multidimensional Index for Highly Clustered Data with Large Density Contrasts | 447 |
| 44 | Quantitative Morphology of Moderate Redshift Peculiar Galaxies | 449 |
| 45 | Bayesian Inference on Mixed Luminosity Functions | 451 |
| 46 | Stochastic Solutions for the Hipparcos Astrometric Data Merging | 455 |
| 47 | Identification of Nonlinear Factors in Cosmic Gamma-ray Bursts | 457 |
| 48 | Statistical Challenges in Asteroid Dynamics | 459 |
| 49 | Brief Annotated Bibliography on Point Processes | 461 |
| 50 | Testing the Hubble Law from Magnitude-Redshift Data of Field Galaxies: The Effect of the Shape of the Luminosity Function | 463 |
| Index | 465 |