Concepedia

Natalia Ponomareva

NP

7

Publications

290

Citations

7

H-Index

2007

Active since

Affiliations

Google (United States)(Current)

University of Wolverhampton

Natalia Ponomareva is an author at Google (United States) specializing in machine learning, engineering, and data science.

Top concepts

EngineeringData ScienceMachine LearningComputer ScienceKnowledge DiscoveryText MiningGraph TheoryDeep LearningGraph ProcessingSemi-supervised Learning

Publications per year

2007–2023

7

Publications

7

How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy

Natalia Ponomareva, Hussein Hazimeh, Zheng Xu et al. · Journal of Artificial Intelligence Research · 2023 · 123 citations · Full text

Do Neighbours Help? An Exploration of Graph-based Algorithms for Cross-domain Sentiment Classification

Natalia Ponomareva, Mike Thelwall · 2012 · 61 citations

Conditional Random Fields vs. Hidden Markov Models in a biomedical Named Entity Recognition task

Natalia Ponomareva, Paolo Rosso, Ferran Plà et al. · 2007 · 29 citations

Structured Prediction, Engineering, Machine Learning +21

Semi-supervised vs. Cross-domain Graphs for Sentiment Analysis

Natalia Ponomareva, Mike Thelwall · Recent Advances in Natural Language Processing · 2013 · 27 citations

Engineering, Machine Learning, Graph-based Algorithms +17

Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data

Qi Zhu, Natalia Ponomareva, Jiawei Han et al. · arXiv (Cornell University) · 2021 · 22 citations · Full text

Geometric Learning, Engineering, Machine Learning +16

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