Probal Chaudhuri
Indian mathematician and statistician
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Mathematics
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(Suggest an Edit or Addition)According to Wikipedia, Probal Chaudhuri is an Indian statistician. He is a professor of theoretical statistics and mathematics in the Indian Statistical Institute, Kolkata. Chaudhuri obtained his BStat and MStat degrees from the Indian Statistical Institute, Kolkata, and PhD from University of California, Berkeley. He then joined University of Wisconsin, Madison as an assistant professor in 1988. After two years he returned to India in 1990 and joined the Indian Statistical Institute, Kolkata, as a lecturer. He was promoted to full professorship in 1997. Some of the widely used statistical techniques and concepts that he has invented and developed include: local polynomial nonparametric quantile regression, a geometric notion of quantiles for multivariate data, adaptive transformation and re-transformation technique for the construction of affine invariant distribution-free tests and robust estimates from multivariate data and the scale-space approach in function estimation and smoothing.
Probal Chaudhuri's Published Works
Published Works
- SiZer for Exploration of Structures in Curves (1999) (615)
- On a geometric notion of quantiles for multivariate data (1996) (397)
- Nonparametric Estimates of Regression Quantiles and Their Local Bahadur Representation (1991) (323)
- On average derivative quantile regression (1997) (247)
- SCALE SPACE VIEW OF CURVE ESTIMATION (2000) (247)
- Piecewise polynomial regression trees (1994) (158)
- Global nonparametric estimation of conditional quantile functions and their derivatives (1991) (135)
- On Maximum Depth and Related Classifiers (2005) (135)
- Thresholding in edge detection: a statistical approach (2004) (131)
- Generalized regression trees (1995) (120)
- Significance in Scale Space for Bivariate Density Estimation (2002) (112)
- Nonlinear Experiments: Optimal Design and Inference Based on Likelihood (1993) (108)
- Multivariate location estimation using extension of R-estimates through U-statistics type approach (1992) (103)
- OPERATING TRANSFORMATION RETRANSFORMATION ON SPATIAL MEDIAN AND ANGLE TEST (1998) (87)
- On a transformation and re-transformation technique for constructing an affine equivariant multivariate median (1996) (80)
- Nonparametric estimation of conditional quantiles using quantile regression trees (2002) (77)
- Sign Tests in Multidimension: Inference Based on the Geometry of the Data Cloud (1993) (70)
- The spatial distribution in infinite dimensional spaces and related quantiles and depths (2014) (69)
- On visualization and aggregation of nearest neighbor classifiers (2005) (64)
- On data depth and distribution-free discriminant analysis using separating surfaces (2005) (63)
- On data depth in infinite dimensional spaces (2014) (59)
- Some intriguing properties of Tukey's half-space depth (2012) (59)
- Visualizable and interpretable regression models with good prediction power (2007) (48)
- Classification Using Kernel Density Estimates (2006) (47)
- On The Use of Genetic Algorithm with Elitism in Robust and Nonparametric Multivariate Analysis (2003) (45)
- Comparison of multivariate distributions using quantile-quantile plots and related tests (2014) (37)
- Statistical significance of features in digital images (2004) (36)
- Classification Based on Hybridization of Parametric and Nonparametric Classifiers (2009) (36)
- On efficient designing of nonlinear experiments (1995) (33)
- An efficient design for model discrimination and parameter estimation in linear models (2002) (30)
- Tests for high dimensional data based on means, spatial signs and spatial ranks (2015) (28)
- A Wilcoxon–Mann–Whitney-type test for infinite-dimensional data (2014) (27)
- OPTIMAL SMOOTHING IN KERNEL DISCRIMINANT ANALYSIS (2004) (26)
- On detection and assessment of statistical significance of Genomic Islands (2008) (25)
- A note on the robustness of multivariate medians (1999) (24)
- Nonparametric depth and quantile regression for functional data (2016) (23)
- Multiscale spectral analysis for detecting short and long range change points in time series (2008) (22)
- Multiscale Classification Using Nearest Neighbor Density Estimates (2006) (21)
- When is a feature really there: the SiZer approach (1998) (17)
- On a Hybrid Approach to Parametric and Nonparametric Regression (2011) (17)
- On an Optimization Problem in Robust Statistics (2008) (16)
- Words in DNA sequences: some case studies based on their frequency statistics (2003) (14)
- On the dispersion of multivariate median (1993) (13)
- BioSuite: a comprehensive bioinformatics software package (A unique industry-academia collaboration) (2007) (13)
- SWORDS: A statistical tool for analysing large DNA sequences (2002) (13)
- Statistical analysis of large DNA sequences using distribution of DNA words (2001) (13)
- On a likelihood-based approach in nonparametric smoothing and cross-validation☆ (1995) (11)
- On multivariate rank regression (1997) (11)
- The deepest point for distributions in infinite dimensional spaces (2014) (10)
- Signi…cance in Scale Space for Density Estimation (1999) (9)
- Convergence rates for kernel regression in infinite-dimensional spaces (2016) (7)
- Unsupervised statistical identification of genomic islands using oligonucleotide distributions with application toVibrio genomes (2006) (7)
- ON THE DERIVATIVES OF THE TRIMMED MEAN (2012) (7)
- A comparison of robust estimators based on two types of trimming (2009) (5)
- Multi-scale Kernel discrminant analysis (2003) (4)
- Asymptotic consistency of median regression trees (2000) (4)
- Curvature vs. Slope Inference for Features in Nonparametric Curve Estimates (2002) (4)
- Identification of polymorphic motifs using probabilistic search algorithms. (2005) (4)
- On Fractile Transformation of Covariates in Regression (2012) (4)
- Stationarity and mixing properties of replicating character strings (2006) (3)
- Nonparametric Quantile Regression for Banach-Valued Response (2017) (3)
- On the statistical efficiency of robust estimators of multivariate location (2011) (2)
- Computation of half-space depth using simulated annealing (2003) (2)
- Mahalanobis's Fractile Graphs: Some History and New Developments (2011) (2)
- Linear discriminant analysis of character sequences using occurrences of words (2014) (2)
- A note on robust estimation of location (1993) (1)
- On some stochastic models for replication of character strings (2005) (1)
- A Post-Mortem Analysis of Opinion and Exit Polls in West Bengal in May 2001 (2001) (1)
- Nonparametric Estimation of Global Functionals of Conditional Quantiles (1996) (1)
- ON SINGLE INDEX REGRESSION MODELS FOR MULTIVARIATE SURVIVAL TIMES (2007) (1)
- C R Rao and Mahalanobis’ distance (2020) (1)
- Regression estimators based on conditional quantiles (1994) (1)
- Multivariate quantile-quantile plots and related tests using spatial quantiles (2010) (1)
- Multi-sample comparison using spatial signs for infinite dimensional data (2022) (0)
- Convergence rates for kernel regression in infinite-dimensional spaces (2018) (0)
- Supplementary Material: Convergence Rates for Kernel Regression in Infinite Dimensional Spaces (2018) (0)
- Generalized Regression Trees ( Statistica Sinica 1995 , v . (1995) (0)
- On Fractile Regression (2007) (0)
- DISCOVER WILEY'S LEADING STATISTICS JOURNALS (2014) (0)
- Shape of the Earth, Motion of the Planets and the Method of Least Squares (2015) (0)
- Semiparametric discriminant analysis for mixture populations (2012) (0)
- Depth based inference on conditional distribution with infinite dimensional data. (2019) (0)
- On Nonparametric Regression using Data Depth (2017) (0)
- Paired sample tests in infinite dimensional spaces (2014) (0)
- Identification of polymorphic motifs using probabilistic search data (2004) (0)
- Depth Regression with Application to Functional Data (2017) (0)
- Identification of polymorphic motifs using probabilistic search Material Supplemental (2004) (0)
- Performance assessment of genomic island prediction tools with an improved version of Design-Island (2022) (0)
- On data depth in infinite dimensional spaces (2013) (0)
- C R Rao and Mahalanobis’ distance (2020) (0)
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