Dan Feldman

发表

Turning big data into tiny data: Constant-size coresets for k-means, PCA and projective clustering pdf

Dan Feldman, Christian Sohler, Melanie Schmidt, 2013, SODA.

Coresets for Weighted Facilities and Their Applications

Dan Feldman, 2006 .

Private coresets

Haim Kaplan, Amos Fiat, Dan Feldman, 2009, STOC '09.

Training Mixture Models at Scale via Coresets

Andreas Krause, Mario Lucic, Dan Feldman, 2017 .

A unified framework for approximating and clustering data pdf

Michael Langberg, Dan Feldman, Dan Feldman, 2011, STOC.

Open Problems in Data Streams, Property Testing, and Related Topics

David P. Woodruff, T. S. Jayram, Michael W. Mahoney, 2011 .

Coresets for visual summarization with applications to loop closure

John W. Fisher, Dan Feldman, Guy Rosman, 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

Trajectory clustering for motion prediction

Dan Feldman, Daniela Rus, Cynthia R. Sung, 2012, 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems.

Scalable Training of Mixture Models via Coresets

Andreas Krause, Matthew Faulkner, Dan Feldman, 2011, NIPS.

Provable Filter Pruning for Efficient Neural Networks pdf

Dan Feldman, Cenk Baykal, Daniela Rus, 2019, ICLR.

Autonomous $\$20$ Drone via Pose Estimation Core-sets

Dan Feldman, S. Nasser, Ibrahim Jubran, 2015 .

Coresets and Their Applications

Dan Feldman, 2012 .

Introduction to Coresets: Approximated Mean pdf

Alaa Maalouf, Dan Feldman, Ibrahim Jubran, 2021, ArXiv.

Coresets for Decision Trees of Signals pdf

Ibrahim Jubran, Dan Feldman, Ilan Newman, 2021, NeurIPS.

On Coresets for Support Vector Machines

Murad Tukan, Dan Feldman, Cenk Baykal, 2020, TAMC.

Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition pdf

Alaa Maalouf, Dan Feldman, Lucas Liebenwein, 2021, NeurIPS.

Deep Learning Meets Projective Clustering pdf

Alaa Maalouf, Dan Feldman, Daniela Rus, 2020, ICLR.

Data-Independent Neural Pruning via Coresets

Margarita Osadchy, V. Braverman, Dan Feldman, 2019, ICLR.

Provable Filter Pruning for Efficient Neural Networks

D. Rus, Dan Feldman, Cenk Baykal, 2019, ICLR.

Coresets for Gaussian Mixture Models of Any Shape pdf

Dan Feldman, Xuan Wu, Zahi Kfir, 2019, ArXiv.

k-Means Clustering of Lines for Big Data

Dan Feldman, Yair Marom, Dan Feldman, 2019, NeurIPS.

Visual precis generation using coresets

Paul Newman, Dan Feldman, Daniela Rus, 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

K-robots clustering of moving sensors using coresets

Ross A. Knepper, Dan Feldman, Daniela Rus, 2013, 2013 IEEE International Conference on Robotics and Automation.

Communication coverage for independently moving robots

Dan Feldman, Daniela Rus, Stephanie Gil, 2012, 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems.

Secure Search on the Cloud via Coresets and Sketches pdf

Dan Feldman, Hayim Shaul, Adi Akavia, 2017, ArXiv.

Autonomous Toy Drone via Coresets for Pose Estimation

Ibrahim Jubran, Dan Feldman, Soliman Nasser, 2020, Sensors.

Dimensionality Reduction of Massive Sparse Datasets Using Coresets

Dan Feldman, Daniela Rus, Mikhail Volkov, 2015, NIPS.

Coresets for Kinematic Data: From Theorems to Real-Time Systems

Ibrahim Jubran, Dan Feldman, Soliman Nasser, 2015 .

Low-cost and Faster Tracking Systems Using Core-sets for Pose-Estimation pdf

Ibrahim Jubran, Dan Feldman, Soliman Nasser, 2015, ArXiv.

Coresets for Vector Summarization with Applications to Network Graphs pdf

Dan Feldman, Daniela Rus, Sedat Ozer, 2017, ICML.

Data reduction for weighted and outlier-resistant clustering

Dan Feldman, Leonard J. Schulman, Dan Feldman, 2012, SODA.

Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds pdf

Dan Feldman, Igor Gilitschenski, Daniela Rus, 2018, ICLR.

Fast and Accurate Least-Mean-Squares Solvers for High Dimensional Data

Ibrahim Jubran, Alaa Maalouf, Dan Feldman, 2019, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Tight Sensitivity Bounds For Smaller Coresets

Alaa Maalouf, Dan Feldman, Adiel Statman, 2019, KDD.

Fleye on the car: big data meets the internet of things

Dan Feldman, Guy Rosman, Marek Doniec, 2015, IPSN.

Generic Coreset for Scalable Learning of Monotonic Kernels: Logistic Regression, Sigmoid and more

Dan Feldman, Elad Tolochinsky, Dan Feldman, 2018, ICML.

Coresets For Monotonic Functions with Applications to Deep Learning pdf

Dan Feldman, Elad Tolochinsky, Dan Feldman, 2018, ArXiv.

Turning Big Data Into Tiny Data: Constant-Size Coresets for k-Means, PCA, and Projective Clustering

Dan Feldman, Christian Sohler, Melanie Schmidt, 2020, SIAM J. Comput..

Training Gaussian Mixture Models at Scale via Coresets

Andreas Krause, Matthew Faulkner, Dan Feldman, 2017, J. Mach. Learn. Res..

Introduction to Core-sets: an Updated Survey pdf

Dan Feldman, Dan Feldman, 2020, ArXiv.

Coresets forWeighted Facilities and Their Applications

Amos Fiat, Micha Sharir, Dan Feldman, 2006, 2006 47th Annual IEEE Symposium on Foundations of Computer Science (FOCS'06).

Coresets for Weighted Facilities and Their Applications

Dan Feldman, 2006 .

AI and Phronesis

Dan Feldman, Nir Eisikovits, 2021, Moral Philosophy and Politics.

Newton-PnP: Real-time Visual Navigation for Autonomous Toy-Drones

Dan Feldman, Ibrahim Jubran, Yuval Alfassi, 2022, 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

Coresets for Near-Convex Functions pdf

Murad Tukan, Alaa Maalouf, Dan Feldman, 2020, NeurIPS.

Provable Data Subset Selection For Efficient Neural Network Training

V. Braverman, Dan Feldman, D. Rus, 2023, arXiv.org.

New Coresets for Projective Clustering and Applications

V. Braverman, Dan Feldman, Samson Zhou, 2022, AISTATS.

Coresets for Data Discretization and Sine Wave Fitting

Dan Feldman, Alaa Maalouf, M. Tukan, 2022, AISTATS.

A Unified Approach to Coreset Learning pdf

Alaa Maalouf, Dan Feldman, Margarita Osadchy, 2021, IEEE transactions on neural networks and learning systems.

Coresets for the Average Case Error for Finite Query Sets

Murad Tukan, Alaa Maalouf, Dan Feldman, 2021, Sensors.

Sets Clustering

Ibrahim Jubran, Murad Tukan, Alaa Maalouf, 2020, ICML.

On Coresets for Support Vector Machines pdf

Murad Tukan, Dan Feldman, Cenk Baykal, 2020, TAMC.

Introduction to Coresets: Accurate Coresets pdf

Ibrahim Jubran, Alaa Maalouf, Dan Feldman, 2019, ArXiv.

New Frameworks for Offline and Streaming Coreset Constructions pdf

Vladimir Braverman, Dan Feldman, Harry Lang, 2016, ArXiv.

Sensitivity-Informed Provable Pruning of Neural Networks

Dan Feldman, Cenk Baykal, Igor Gilitschenski, 2022, SIAM J. Math. Data Sci..

Core‐sets: An updated survey

Dan Feldman, Dan Feldman, 2019, WIREs Data Mining Knowl. Discov..

Sphere Fitting with Applications to Machine Tracking

Dan Feldman, Dror Epstein, Dan Feldman, 2020, Algorithms.

Quadcopter Tracks Quadcopter via Real-Time Shape Fitting

Dan Feldman, Dror Epstein, Dan Feldman, 2018, IEEE Robotics and Automation Letters.

Provable Approximations for Constrained $\ell_p$ Regression pdf

Ibrahim Jubran, Dan Feldman, David Cohn, 2019, ArXiv.

Secure Search on Encrypted Data via Multi-Ring Sketch

Dan Feldman, Hayim Shaul, Adi Akavia, 2018, CCS.

Faster Projective Clustering Approximation of Big Data pdf

Dan Feldman, Adiel Statman, Liat Rozenberg, 2020, ArXiv.

Coresets and their applications

Dan Feldman, 2010 .

Coresets for Differentially Private K-Means Clustering and Applications to Privacy in Mobile Sensor Networks

Dan Feldman, Daniela Rus, Ruihao Zhu, 2017, 2017 16th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN).

No Fine-Tuning, No Cry: Robust SVD for Compressing Deep Networks

Murad Tukan, Alaa Maalouf, Dan Feldman, 2021, Sensors.

Provably Approximated Point Cloud Registration

R. Kimmel, Dan Feldman, Alaa Maalouf, 2021, 2021 IEEE/CVF International Conference on Computer Vision (ICCV).

Provably Approximated ICP pdf

Ibrahim Jubran, Alaa Maalouf, Dan Feldman, 2021, ArXiv.

Position Estimation of Moving Objects: Practical Provable Approximation

Dan Feldman, Jeryes Danial, Ariel Hutterer, 2019, IEEE Robotics and Automation Letters.

Data-Independent Structured Pruning of Neural Networks via Coresets pdf

Vladimir Braverman, Margarita Osadchy, Ben Mussay, 2020, IEEE Transactions on Neural Networks and Learning Systems.

Compressed Deep Networks: Goodbye SVD, Hello Robust Low-Rank Approximation pdf

Murad Tukan, Alaa Maalouf, Dan Feldman, 2020, ArXiv.

A PTAS for k-means clustering based on weak coresets

Dan Feldman, Christian Sohler, Morteza Monemizadeh, 2007, SCG '07.

Obstacle Aware Sampling for Path Planning

Dan Feldman, Alaa Maalouf, M. Tukan, 2022, 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

Coreset for Line-Sets Clustering

Ernesto Evgeniy Sanches Shayda, Dan Feldman, Sagi Lotan, 2022, Neural Information Processing Systems.

k-Means: Outliers-Resistant Clustering+++

Dan Feldman, Adiel Statman, Liat Rozenberg, 2020, Algorithms.

Deterministic Coresets for k-Means of Big Sparse Data †

Artem Barger, Dan Feldman, Dan Feldman, 2020, Algorithms.

Coresets for k-Segmentation of Streaming Data

John W. Fisher, Dan Feldman, Guy Rosman, 2014, NIPS.

k-Means for Streaming and Distributed Big Sparse Data pdf

Artem Barger, Dan Feldman, Dan Feldman, 2015, SDM.

Learning Big (Image) Data via Coresets for Dictionaries

N. Sochen, Dan Feldman, Micha Feigin-Almon, 2013, Journal of Mathematical Imaging and Vision.

Streaming Coreset Constructions for M-Estimators

Vladimir Braverman, Dan Feldman, Daniela Rus, 2019, APPROX-RANDOM.

More Constraints, Smaller Coresets: Constrained Matrix Approximation of Sparse Big Data

Tamir Tassa, Dan Feldman, Tamir Tassa, 2015, KDD.

Least-Mean-Squares Coresets for Infinite Streams

V. Braverman, Dan Feldman, D. Rus, 2023, IEEE Transactions on Knowledge and Data Engineering.

Secure Data Retrieval On The Cloud Homomorphic Encryption Meets Coresets

Dan Feldman, Hayim Shaul, Adi Akavia, 2019, IACR Cryptol. ePrint Arch..

Secure k-ish Nearest Neighbors Classifier

Dan Feldman, Daniela Rus, Hayim Shaul, 2018, IACR Cryptol. ePrint Arch..

Scalable Secure Computation of Statistical Functions with Applications to k-Nearest Neighbors pdf

Dan Feldman, Daniela Rus, Hayim Shaul, 2018, ArXiv.

Coresets and sketches for high dimensional subspace approximation problems

David P. Woodruff, Dan Feldman, Christian Sohler, 2010, SODA '10.

Smallest enclosing ball for probabilistic data

Dan Feldman, Christian Sohler, Alexander Munteanu, 2014, SoCG.

Deep Learning on Home Drone: Searching for the Optimal Architecture

Dan Feldman, D. Rus, O. Gal, 2022, 2023 IEEE International Conference on Robotics and Automation (ICRA).

On Activation Function Coresets for Network Pruning pdf

Vladimir Braverman, Dan Feldman, Ben Mussay, 2019, ArXiv.

An effective coreset compression algorithm for large scale sensor networks

Dan Feldman, Daniela Rus, Andrew Sugaya, 2012, 2012 ACM/IEEE 11th International Conference on Information Processing in Sensor Networks (IPSN).

Low-Regret Active learning

D. Rus, Dan Feldman, Cenk Baykal, 2021, ArXiv.

Secure Search via Multi-Ring Fully Homomorphic Encryption

Dan Feldman, Hayim Shaul, Adi Akavia, 2018, IACR Cryptol. ePrint Arch..

Faster PAC Learning and Smaller Coresets via Smoothed Analysis pdf

Ibrahim Jubran, Murad Tukan, Alaa Maalouf, 2020, ArXiv.

Deterministic Coresets for Stochastic Matrices with Applications to Scalable Sparse PageRank

Dan Feldman, Daniela Rus, Cenk Baykal, 2019, TAMC.

Real-Time EEG Classification via Coresets for BCI Applications pdf

Dan Feldman, Alex Frid, Eitan Netzer, 2019, Eng. Appl. Artif. Intell..

SiPPing Neural Networks: Sensitivity-informed Provable Pruning of Neural Networks pdf

Dan Feldman, Igor Gilitschenski, Cenk Baykal, 2019, ArXiv.