Sotabase

Career

· Research Assistant (Social Dynamics and Networks), University of Southern California2022–
· Strategic Advisor (Data Science), Yappa World Inc2020–2020
· Research Assistant (Semantic Web; Knowledge Engineering), Freelance2018–2021
· Data Engineering Fellow, Insight Data Science2017–2017
· Independent Technical Venture, Self-employed2017–2018
· Volunteer (Software/Deep Learning engineer at Spatial Sciences Institute), USC Viterbi School of Engineering2017–2017
· Earth Staff Scientist, Lawrence Berkeley National Lab2011–
· Guest Lecturer, University of California, Berkeley2010–
· Postdoctoral Researcher, UC Berkeley2008–2011
· Graduate Student, California Institute of Technology2002–2008
· Former Postdoc, California Institute of Technology
· Post-doctoral Fellow, California Institute of Technology
· Post-doctoral Fellow, MIT
· PhD Student, University of Tel-Aviv

Publications (36)

A unified framework for approximating and clustering data
Symposium on the Theory of Computing · 2011
476
cited
Provable Filter Pruning for Efficient Neural Networks
International Conference on Learning Representations · 2019
159
cited
Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds
International Conference on Learning Representations · 2018
83
cited
Data reduction for weighted and outlier-resistant clustering
ACM-SIAM Symposium on Discrete Algorithms · 2012
76
cited
Trajectory clustering for motion prediction
2012 IEEE/RSJ International Conference on Intelligent Robots and Systems · 2012
69
cited
An Empirical Template Library of Stellar Spectra for a Wide Range of Spectral Classes, Luminosity Classes, and Metallicities Using SDSS BOSS Spectra
2017
64
cited
Dimensionality Reduction of Massive Sparse Datasets Using Coresets
Neural Information Processing Systems · 2015
55
cited
Coresets for Differentially Private K-Means Clustering and Applications to Privacy in Mobile Sensor Networks
International Symposium on Information Processing in Sensor Networks · 2017
54
cited
Coresets for k-Segmentation of Streaming Data
Neural Information Processing Systems · 2014
50
cited
iDiary: from GPS signals to a text-searchable diary
ACM International Conference on Embedded Networked Sensor Systems · 2013
42
cited
On Coresets for Support Vector Machines
Theory and Applications of Models of Computation · 2020
34
cited
An effective coreset compression algorithm for large scale sensor networks
International Symposium on Information Processing in Sensor Networks · 2012
32
cited
Visual precis generation using coresets
IEEE International Conference on Robotics and Automation · 2014
25
cited
The single pixel GPS: learning big data signals from tiny coresets
SIGSPATIAL/GIS · 2012
24
cited
Communication coverage for independently moving robots
2012 IEEE/RSJ International Conference on Intelligent Robots and Systems · 2012
23
cited
Secure k-ish Nearest Neighbors Classifier
IACR Cryptology ePrint Archive · 2020
23
cited
Open Problems in Data Streams, Property Testing, and Related Topics
2011
22
cited
Coresets for visual summarization with applications to loop closure
IEEE International Conference on Robotics and Automation · 2015
21
cited
SiPPing Neural Networks: Sensitivity-informed Provable Pruning of Neural Networks
arXiv.org · 2019
21
cited
Streaming Coreset Constructions for M-Estimators
International Workshop and International Workshop on Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques · 2019
18
cited
Sotabase
Dan Feldman | Researcher Profile | Sotabase | Sotabase