Dan Feldman

发表

Sets Clustering

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

Editorial overview: Systems neuroscience

Dan Feldman, Kristin Scott, D. Feldman, 2020, Current Opinion in Neurobiology.

On Activation Function Coresets for Network Pruning pdf

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

A PTAS for k-means clustering based on weak coresets

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

Networks, circuits and computation

Peter Dayan, Dan Feldman, Marla Feller, 2011, Current Opinion in Neurobiology.

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).

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).

Aligning Points to Lines: Provable Approximations

Ibrahim Jubran, Dan Feldman, 2018 .

Faster PAC Learning and Smaller Coresets via Smoothed Analysis pdf

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

Introduction to Core-sets: an Updated Survey pdf

Dan Feldman, Dan Feldman, 2020, ArXiv.

An intelligent interface for integrating climate, hydrology, agriculture, and socioeconomic models

Suzanne A. Pierce, Scott D. Peckham, Vipin Kumar, 2019, IUI Companion.

Provable Filter Pruning for Efficient Neural Networks pdf

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

Coresets and sketches for high dimensional subspace approximation problems

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

Learning Big (Image) Data via Coresets for Dictionaries

Dan Feldman, Nir A. Sochen, Micha Feigin, 2013, Journal of Mathematical Imaging and Vision.

Data reduction for weighted and outlier-resistant clustering

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

Visual precis generation using coresets

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

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

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

Provably Approximated ICP pdf

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

iDiary: From GPS Signals to a Text- Searchable Diary

Dan Feldman, Daniela Rus, Andrew Sugaya, 2015, ACM Trans. Sens. Networks.

Secure Search on Encrypted Data via Multi-Ring Sketch

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

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

Ibrahim Jubran, Dan Feldman, Soliman Nasser, 2015 .

Scalable Training of Mixture Models via Coresets

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

Measuring and Protecting Privacy in the Always-On Era

Dan Feldman, Eldar Haber, 2019 .

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

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

Training Gaussian Mixture Models at Scale via Coresets

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

Coresets For Monotonic Functions with Applications to Deep Learning pdf

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

Core-Sets: Updated Survey

Dan Feldman, 2020 .

Streaming Coreset Constructions for M-Estimators

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

Real-Time EEG Classification via Coresets for BCI Applications pdf

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

Dimensionality Reduction of Massive Sparse Datasets Using Coresets

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

Sphere Fitting with Applications to Machine Tracking

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

k-Means: Outliers-Resistant Clustering+++

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

Secure k-ish Nearest Neighbors Classifier

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

Autonomous Toy Drone via Coresets for Pose Estimation

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

Using All Sky Cameras to determine cloud statistics for the Thirty Meter Telescope candidate sites

Brooke Gregory, Edison Bustos, Dan Feldman, 2008, Astronomical Telescopes + Instrumentation.

iDiary: from GPS signals to a text-searchable diary

Dan Feldman, Daniela Rus, Andrew Sugaya, 2013, SenSys '13.

Small Coresets to Represent Large Training Data for Support Vector Machines

Murad Tukan, Dan Feldman, Daniela Rus, 2018 .

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.

Tight Sensitivity Bounds For Smaller Coresets

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

Data-Independent Neural Pruning via Coresets

Vladimir Braverman, Dan Feldman, Margarita Osadchy, 2020, ICLR.

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).

The single pixel GPS: learning big data signals from tiny coresets

Dan Feldman, Daniela Rus, Cynthia R. Sung, 2012, SIGSPATIAL/GIS.

k-Means Clustering of Lines for Big Data

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

Deterministic Coresets for k-Means of Big Sparse Data †

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

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

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

Introduction to Coresets: Accurate Coresets pdf

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

Coresets for Vector Summarization with Applications to Network Graphs pdf

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

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).

Core‐sets: An updated survey

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

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

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

Coresets for Gaussian Mixture Models of Any Shape pdf

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

Quadcopter Tracks Quadcopter via Real-Time Shape Fitting

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

Trajectory clustering for motion prediction

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

k-Means for Streaming and Distributed Big Sparse Data pdf

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

Communication coverage for independently moving robots

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

New Frameworks for Offline and Streaming Coreset Constructions pdf

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

Sparse Coresets for SVD on Infinite Streams pdf

Vladimir Braverman, Dan Feldman, Daniela Rus, 2020, ArXiv.

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

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

Secure Search on the Cloud via Coresets and Sketches pdf

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

Finding Patterns in Signals Using Lossy Text Compression

Dan Feldman, Liat Rozenberg, Sagi Lotan, 2019, Algorithms.

Secure Search via Multi-Ring Fully Homomorphic Encryption

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

Deterministic Coresets for Stochastic Matrices with Applications to Scalable Sparse PageRank

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

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

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

Coresets for k-Segmentation of Streaming Data

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

Minimizing Sum of Non-Convex but Piecewise log-Lipschitz Functions using Coresets pdf

Ibrahim Jubran, Dan Feldman, 2018, ArXiv.

From High Definition Image to Low Space Optimization

Dan Feldman, Nir A. Sochen, Micha Feigin, 2011, SSVM.

Bi-criteria linear-time approximations for generalized k-mean/median/center

Amos Fiat, Micha Sharir, Dan Feldman, 2007, SCG '07.

Automatic alignment of geographic features in contemporary vector data and historical maps

Craig A. Knoblock, Dan Feldman, Yao-Yi Chiang, 2017, GeoAI@SIGSPATIAL.

K-robots clustering of moving sensors using coresets

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

Faster Projective Clustering Approximation of Big Data pdf

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

On Coresets for Support Vector Machines pdf

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

A unified framework for approximating and clustering data pdf

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

Secure Data Retrieval On The Cloud Homomorphic Encryption Meets Coresets

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

Position Estimation of Moving Objects: Practical Provable Approximation

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

Deep Learning Meets Projective Clustering pdf

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

Provable Approximations for Constrained $\ell_p$ Regression pdf

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

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

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

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

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

Private coresets

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

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.

Coresets for Near-Convex Functions pdf

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

Smallest enclosing ball for probabilistic data

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

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.

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

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

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.

Coresets for Decision Trees of Signals pdf

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

Introduction to Coresets: Approximated Mean pdf

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

Low-Regret Active learning pdf

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