Saharon Rosset

发表

Tracking Curved Regularized Optimization Solution Paths

Saharon Rosset, S. Rosset, Saharon Rosset, 2004, NIPS 2004.

Using Stochastic Approximation Techniques to Efficiently Construct Confidence Intervals for Heritability

Eran Halperin, Saharon Rosset, Regev Schweiger, 2017, RECOMB.

Mixed Models for Case-Control Genome-Wide Association Studies: Major Challenges and Partial Solutions

Saharon Rosset, David E. Golan, Dan-Yu Lin, 2018, Handbook of Statistical Methods for Case-Control Studies.

Sparse, Flexible and Efficient Modeling using L 1 Regularization

Ji Zhu, Saharon Rosset, Ji Zhu, 2006, Feature Extraction.

Boosting and Support Vector Machines as Optimal Separators

Ji Zhu, Trevor J. Hastie, Saharon Rosset, 2003, IS&T/SPIE Electronic Imaging.

Grouped graphical Granger modeling for gene expression regulatory networks discovery

Naoki Abe, Yan Liu, Saharon Rosset, 2009, Bioinform..

A Method for Inferring Label Sampling Mechanisms in Semi-Supervised Learning

Ji Zhu, Hui Zou, Trevor J. Hastie, 2004, NIPS.

Isotonic Recursive Partitioning pdf

Ronny Luss, Saharon Rosset, Shimon Shahar, 2011, ArXiv.

Exclusive Row Biclustering for Gene Expression Using a Combinatorial Auction Approach

Saharon Rosset, Amichai Painsky, Amichai Painsky, 2012, 2012 IEEE 12th International Conference on Data Mining.

Discussion of Boosting Papers

Trevor Hastie, Robert Tibshirani, Ji Zhu, 2003 .

Integrating customer value considerations into predictive modeling

Saharon Rosset, Einat Neumann, 2003, Third IEEE International Conference on Data Mining.

High-quantile modeling for customer wallet estimation and other applications

Bianca Zadrozny, Saharon Rosset, Claudia Perlich, 2007, KDD '07.

Inferring Common Origins from mtDNA

Ajay K. Royyuru, Gabriela Alexe, Gyan Bhanot, 2006, RECOMB.

Analyzing system logs: a new view of what's important

Saharon Rosset, Aviad Tsherniak, Sivan Sabato, 2007 .

Evaluation of prediction models for marketing campaigns

Yizhak Idan, Saharon Rosset, Einat Neumann, 2001, KDD '01.

Grouped graphical Granger modeling methods for temporal causal modeling

Naoki Abe, Yan Liu, Saharon Rosset, 2009, KDD.

Efficient regularized isotonic regression with application to gene--gene interaction search

Ronny Luss, Saharon Rosset, Moni Shahar, 2011, 1102.5496.

Model selection via the AUC

Saharon Rosset, S. Rosset, Saharon Rosset, 2004, ICML.

Isotonic Modeling with Non-Differentiable Loss Functions with Application to Lasso Regularization

Saharon Rosset, Amichai Painsky, 2016, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Generalized Independent Component Analysis Over Finite Alphabets

Saharon Rosset, Meir Feder, Amichai Painsky, 2016, IEEE Trans. Inf. Theory.

Robust boosting and its relation to bagging

Saharon Rosset, Saharon Rosset, 2005, KDD '05.

Rescaling and other forms of unsupervised preprocessing introduce bias into cross-validation pdf

Saharon Rosset, Amit Moscovich, Amit Moscovich, 2019, ArXiv.

The Quality Preserving Database: A Computational Framework for Encouraging Collaboration, Enhancing Power and Controlling False Discovery

Saharon Rosset, Ehud Aharoni, Hani Neuvirth, 2011, IEEE/ACM Transactions on Computational Biology and Bioinformatics.

Compressing Random Forests

Saharon Rosset, Amichai Painsky, S. Rosset, 2016, 2016 IEEE 16th International Conference on Data Mining (ICDM).

Weighted pooling—practical and cost-effective techniques for pooled high-throughput sequencing

Yaniv Erlich, Saharon Rosset, David Golan, 2012, Bioinform..

l1 Regularization in Infinite Dimensional Feature Spaces

Ji Zhu, Nathan Srebro, Saharon Rosset, 2007, COLT.

Novel Statistical Tools for Management of Public Databases Facilitate Community‐Wide Replicability and Control of False Discovery

Saharon Rosset, Ehud Aharoni, Hani Neuvirth, 2014, Genetic epidemiology.

Margin Maximizing Loss Functions

Ji Zhu, Trevor J. Hastie, Saharon Rosset, 2003, NIPS.

Statistical modeling of coverage in high-throughput data.

Saharon Rosset, David Golan, S. Rosset, 2013, Methods in molecular biology.

Leakage in data mining: formulation, detection, and avoidance

Saharon Rosset, Claudia Perlich, Shachar Kaufman, 2011, TKDD.

KDD-cup 99: knowledge discovery in a charitable organization's donor database

Saharon Rosset, Aron Inger, 2000, SKDD.

A/B Testing at SweetIM: The Importance of Proper Statistical Analysis

Saharon Rosset, Slava Borodovsky, S. Rosset, 2011, 2011 IEEE 11th International Conference on Data Mining Workshops.

Accurate estimation of heritability in genome wide studies using random effects models

Saharon Rosset, David Golan, S. Rosset, 2011, Bioinform..

Ranking-based evaluation of regression models

Bianca Zadrozny, Saharon Rosset, Claudia Perlich, 2005, Fifth IEEE International Conference on Data Mining (ICDM'05).

Lossless Compression of Random Forests

Saharon Rosset, Amichai Painsky, 2019, Journal of Computer Science and Technology.

Maximum likelihood estimation of locus-specific mutation rates in Y-chromosome short tandem repeats

Saharon Rosset, Osnat Ravid-Amir, S. Rosset, 2010, Bioinform..

KDD-Cup 2000: question 5 winnner's report Amdocs

Saharon Rosset, Einat Neumann, Nurit Vatnik, 2000, SKDD.

Boosting Density Estimation

Saharon Rosset, Eran Segal, 2002, NIPS.

The Entire Regularization Path for the Support Vector Machine

Robert Tibshirani, Ji Zhu, Trevor J. Hastie, 2004, J. Mach. Learn. Res..

lobSTR: A Short Tandem Repeat Profiler for Personal Genomes

Yaniv Erlich, Saharon Rosset, Melissa Gymrek, 2012, RECOMB.

Semi-Supervised Empirical Risk Minimization: When can unlabeled data improve prediction pdf

Saharon Rosset, Yuval Oren, S. Rosset, 2020, ArXiv.

Customer Lifetime Value Models for Decision Support

Saharon Rosset, Einat Neumann, Uri Eick, 2003, Data Mining and Knowledge Discovery.

Optimal control of false discovery criteria in the two‐group model

Saharon Rosset, Ruth Heller, S. Rosset, 2019, Journal of the Royal Statistical Society: Series B (Statistical Methodology).

Generalized binary independent component analysis

Meir Feder, Saharon Rosset, Amichai Painsky, 2014, 2014 IEEE International Symposium on Information Theory.

Universal Compression of Memoryless Sources over Large Alphabets via Independent Component Analysis

Meir Feder, Saharon Rosset, Amichai Painsky, 2015, 2015 Data Compression Conference.

Efficient inference on known phylogenetic trees using Poisson regression

Saharon Rosset, S. Rosset, Saharon Rosset, 2007, Bioinform..

A Simple and Efficient Approach for Adaptive Entropy Coding over Large Alphabets

Meir Feder, Saharon Rosset, Amichai Painsky, 2016, 2016 Data Compression Conference (DCC).

Bi-level path following for cross validated solution of kernel quantile regression

Saharon Rosset, 2008, ICML '08.

The Everlasting Database: Statistical Validity at a Fair Price

Vitaly Feldman, Nathan Srebro, Saharon Rosset, 2018, NeurIPS.

Making the most of your data: KDD Cup 2007 "How Many Ratings" winner's report

Yan Liu, Saharon Rosset, Claudia Perlich, 2007, SKDD.

Breast cancer identification: KDD CUP winner's report

Yan Liu, Saharon Rosset, Grzegorz Swirszcz, 2008, SKDD.

Prediction-based regularization using data augmented regression

Giles Hooker, Saharon Rosset, 2012, Stat. Comput..

Discovery of fraud rules for telecommunications—challenges and solutions

Yizhak Idan, Gadi Pinkas, Saharon Rosset, 1999, KDD '99.

Large Alphabet Source Coding Using Independent Component Analysis

Meir Feder, Saharon Rosset, Amichai Painsky, 2016, IEEE Transactions on Information Theory.

Surprises in High-Dimensional Ridgeless Least Squares Interpolation pdf

Andrea Montanari, Trevor J. Hastie, Saharon Rosset, 2019, Annals of statistics.

KDD-Cup 2000: question 1 winner's report

Saharon Rosset, Einat Neumann, Nurit Vatnik, 2000, SKDD.

Data-Enhanced Predictive Modeling for Sales Targeting

Saharon Rosset, Richard D. Lawrence, 2006, SDM.

Resolution considerations in imaging of the cortical layers

Saharon Rosset, Yaniv Assaf, Galia Tsarfaty, 2018, NeuroImage.

Lossless (and Lossy) Compression of Random Forests pdf

Saharon Rosset, Amichai Painsky, Amichai Painsky, 2018, ArXiv.

ModelTeller: model selection for optimal phylogenetic reconstruction using machine learning

Itay Mayrose, Tal Pupko, Saharon Rosset, 2020, bioRxiv.

Maximum Likelihood for Gaussian Process Classification and Generalized Linear Mixed Models under Case-Control Sampling

Saharon Rosset, Omer Weissbrod, David Golan, 2018, J. Mach. Learn. Res..

Looking for great ideas: analyzing the innovation jam

Mary E. Helander, Yan Liu, Chandan Reddy, 2007, WebKDD/SNA-KDD '07.

Medical data mining: insights from winning two competitions

Yan Liu, Saharon Rosset, Grzegorz Swirszcz, 2010, Data Mining and Knowledge Discovery.

Ranking - Methods for Flexible Evaluation and Efficient Comparison of Classification Performance

Saharon Rosset, 1998, KDD.

Following Curved Regularized Optimization Solution Paths

Saharon Rosset, S. Rosset, Saharon Rosset, 2004, NIPS.

Decomposing Isotonic Regression for Efficiently Solving Large Problems

Ronny Luss, Saharon Rosset, Shimon Shahar, 2010, NIPS.

Bi-level path following for cross validated solution of kernel quantile regression

Saharon Rosset, Saharon Rosset, 2008, ICML '08.

Cell-type-specific resolution epigenetics without the need for cell sorting or single-cell biology

Eleazar Eskin, Saharon Rosset, Eran Halperin, 2018, Nature Communications.

Linear Independent Component Analysis Over Finite Fields: Algorithms and Bounds

Meir Feder, Saharon Rosset, Amichai Painsky, 2018, IEEE Transactions on Signal Processing.

Using Stochastic Approximation Techniques to Efficiently Construct Confidence Intervals for Heritability

Eran Halperin, Saharon Rosset, Regev Schweiger, 2017, RECOMB.

ROC confidence bands: an empirical evaluation

Foster J. Provost, Saharon Rosset, Sofus A. Macskassy, 2005, ICML.

Understanding Genetic Disease Similarity Without Compromising Privacy Of Genetic Data

Saharon Rosset, Omer Weissbrod, 2018 .

Ranking-based evaluation of regression models

Bianca Zadrozny, Saharon Rosset, Claudia Perlich, 2006, Knowledge and Information Systems.

Modeling Quantiles

Bianca Zadrozny, Saharon Rosset, Claudia Perlich, 2009, Encyclopedia of Data Warehousing and Mining.

Multi-class AdaBoost ∗

Trevor Hastie, Ji Zhu, Hui Zou, 2009 .

Customer targeting models using actively-selected web content

Saharon Rosset, Prem Melville, Richard D. Lawrence, 2008, KDD.

Association testing of bisulfite-sequencing methylation data via a Laplace approximation

Eran Halperin, Saharon Rosset, Regev Schweiger, 2017, Bioinform..

Customer lifetime value modeling and its use for customer retention planning

Yizhak Idan, Saharon Rosset, Einat Neumann, 2002, KDD.

Innovation Representation of Stochastic Processes With Application to Causal Inference

Meir Feder, Saharon Rosset, Amichai Painsky, 2018, IEEE Transactions on Information Theory.

Boosting as a Regularized Path to a Maximum Margin Classifier

Ji Zhu, Trevor J. Hastie, Saharon Rosset, 2004, J. Mach. Learn. Res..

Memoryless representation of Markov processes

Meir Feder, Saharon Rosset, Amichai Painsky, 2013, 2013 IEEE International Symposium on Information Theory.

Analytics-driven solutions for customer targeting and sales-force allocation

Sholom M. Weiss, Alexey Ershov, Saharon Rosset, 2007, IBM Syst. J..

Identifying Bundles of Product Options using Mutual Information Clustering

Saharon Rosset, Claudia Perlich, S. Rosset, 2007, SDM.

Binary independent component analysis: Theory, bounds and algorithms

Meir Feder, Saharon Rosset, Amichai Painsky, 2016, 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP).

Operations Research Improves Sales Force Productivity at IBM

Sholom M. Weiss, Alexey Ershov, Shiva Kumar, 2010, Interfaces.

Cross-Validated Variable Selection in Tree-Based Methods Improves Predictive Performance

Saharon Rosset, Amichai Painsky, S. Rosset, 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

1-norm Support Vector Machines

Robert Tibshirani, Ji Zhu, Trevor J. Hastie, 2003, NIPS.

A new multi-view regression approach with an application to customer wallet estimation

Saharon Rosset, Srujana Merugu, Claudia Perlich, 2006, KDD '06.

On data-driven analysis of user-generated content

Mary E. Helander, Yan Liu, Saharon Rosset, 2010 .

Optimal Set Cover Formulation for Exclusive Row Biclustering of Gene Expression

Saharon Rosset, Amichai Painsky, Amichai Painsky, 2014, Journal of Computer Science and Technology.

Tree-Based Models for Correlated Data

Saharon Rosset, Assaf Rabinowicz, S. Rosset, 2021, J. Mach. Learn. Res..

Resampling Methods for Detecting Anisotropic Correlation Structure

Saharon Rosset, Assaf Rabinowicz, S. Rosset, 2021, 2105.01654.

Optimal multiple testing and design in clinical trials.

Saharon Rosset, Ruth Heller, Abba Krieger, 2021, Biometrics.

Cross-Validated Variable Selection in Tree-Based Methods Improves Predictive Performance.

Saharon Rosset, Amichai Painsky, 2016, IEEE transactions on pattern analysis and machine intelligence.

RL-SKAT: An Exact and Efficient Score Test for Heritability and Set Tests

Christian Gieger, Eran Halperin, Saharon Rosset, 2017, Genetics.

When does more regularization imply fewer degrees of freedom? Sufficient conditions and counterexamples

Saharon Rosset, Shachar Kaufman, S. Rosset, 2014 .

The dawn of human matrilineal diversity.

Jaume Bertranpetit, Saharon Rosset, David Comas, 2008, American journal of human genetics.

From Fixed-X to Random-X Regression: Bias-Variance Decompositions, Covariance Penalties, and Prediction Error Estimation

Saharon Rosset, Ryan J. Tibshirani, S. Rosset, 2017, Journal of the American Statistical Association.

Optimal and maximin procedures for multiple testing problems

Saharon Rosset, Ruth Heller, Amichai Painsky, 2018, Journal of the Royal Statistical Society: Series B (Statistical Methodology).

Optimal Procedures for Multiple Testing Problems

Saharon Rosset, Ruth Heller, Amichai Painsky, 2018 .

Cell-type-specific resolution epigenetics without the need for cell sorting or single-cell biology

Eran Halperin, Eleazar Eskin, Saharon Rosset, 2018 .

A "Copernican" reassessment of the human mitochondrial DNA tree from its root.

Saharon Rosset, Mannis van Oven, Mait Metspalu, 2012, American journal of human genetics.

Correction: The Genographic Project Public Participation Mitochondrial DNA Database

Saharon Rosset, David Comas, Jason Blue-Smith, 2007, PLoS genetics.

Inversion symmetry of DNA k-mer counts: validity and deviations

Saharon Rosset, David Horn, Benny Chor, 2016, BMC Genomics.

Generalized Isotonic Regression

Ronny Luss, Saharon Rosset, S. Rosset, 2011, 1104.1779.

Effective genetic-risk prediction using mixed models.

Saharon Rosset, David Golan, S. Rosset, 2014, American journal of human genetics.

Narrowing the gap on heritability of common disease by direct estimation in case-control GWAS

Saharon Rosset, David Golan, S. Rosset, 2013, 1305.5363.

Excess Optimism: How Biased is the Apparent Error of an Estimator Tuned by SURE?

Saharon Rosset, Ryan J. Tibshirani, S. Rosset, 2016, Journal of the American Statistical Association.

Fast and Accurate Construction of Confidence Intervals for Heritability.

Eran Halperin, Eleazar Eskin, Saharon Rosset, 2016, American journal of human genetics.

Multikernel linear mixed models for complex phenotype prediction

Dan Geiger, Saharon Rosset, Omer Weissbrod, 2016, Genome research.

Winner's Report: KDD CUP Breast Cancer Identification

Yan Liu, Saharon Rosset, Prem Melville, 2008 .

The genome-wide structure of the Jewish people

Saharon Rosset, David Comas, Michael F. Hammer, 2010, Nature.

Discussion of "Least angle regression" by Efron et al

Saharon Rosset, Ji Zhu, 2004 .