N. Ponomareva

Most-cited papers

How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy
N. Ponomareva, Hussein Hazimeh, Alexey Kurakin, Zheng Xu +5 more
2023Journal of Artificial Intelligence Research324 citations Open access
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Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training data
Qi Zhu, N. Ponomareva, Jiawei Han, B. Perozzi
2021Neural Information Processing Systems155 citations
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The Tree Ensemble Layer: Differentiability meets Conditional Computation
Hussein Hazimeh, N. Ponomareva, R. Mazumder, Zhenyu Tan +1 more
2020International Conference on Machine Learning100 citations
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Harnessing large-language models to generate private synthetic text
Alexey Kurakin, N. Ponomareva, Umar Syed, Liam MacDermed +1 more
2023arXiv.org80 citations Open access
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Biographies or Blenders: Which Resource Is Best for Cross-Domain Sentiment Analysis?
N. Ponomareva, M. Thelwall
2012Conference on Intelligent Text Processing and Computational Linguistics60 citations
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Fast as CHITA: Neural Network Pruning with Combinatorial Optimization
Riade Benbaki, Wenyu Chen, X. Meng, Hussein Hazimeh +3 more
2023International Conference on Machine Learning50 citations Open access
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Do Neighbours Help? An Exploration of Graph-based Algorithms for Cross-domain Sentiment Classification
N. Ponomareva, M. Thelwall
2012Conference on Empirical Methods in Natural Language Processing45 citations
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Training Text-to-Text Transformers with Privacy Guarantees
N. Ponomareva, Jasmijn Bastings, S. Vassilvitskii
2022PRIVATENLP43 citations Open access
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Does the version of the Penn World Tables matter? An analysis of the relationship between growth and volatility
N. Ponomareva, H. Katayama
201041 citations
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Conditional Random Fields vs. Hidden Markov Models in a biomedical Named Entity Recognition task
N. Ponomareva, Paolo Rosso, Ferran Plà, Antonio Molina
200740 citations
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Accelerating Gradient Boosting Machines
Haihao Lu, Sai Praneeth Karimireddy, N. Ponomareva, V. Mirrokni
2020International Conference on Artificial Intelligence and Statistics38 citations
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How to DP-fy ML: A Practical Tutorial to Machine Learning with Differential Privacy
N. Ponomareva, S. Vassilvitskii, Zheng Xu, B. McMahan +2 more
2023Knowledge Discovery and Data Mining32 citations Open access
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Biomedical Named Entity Recognition: A Poor Knowledge HMM-Based Approach
N. Ponomareva, Ferran Plà, Antonio Molina, Paolo Rosso
2007International Conference on Applications of Natural Language to Data Bases30 citations Open access
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Semi-supervised vs. Cross-domain Graphs for Sentiment Analysis
N. Ponomareva, M. Thelwall
2013Recent Advances in Natural Language Processing29 citations
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Newer is not always better: Rethinking transferability metrics, their peculiarities, stability and performance
Shibal Ibrahim, N. Ponomareva, R. Mazumder
2021ECML/PKDD28 citations Open access
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TF Boosted Trees: A Scalable TensorFlow Based Framework for Gradient Boosting
N. Ponomareva, Soroush Radpour, Gilbert Hendry, S. Haykal +3 more
2017ECML/PKDD25 citations Open access
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Compact multi-class boosted trees
N. Ponomareva, Thomas Colthurst, Gilbert Hendry, S. Haykal +1 more
20172017 IEEE International Conference on Big Data (Big Data)24 citations Open access
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Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems using Differentially Private Language Models
Aldo G. Carranza, Rezsa Farahani, N. Ponomareva, Alexey Kurakin +2 more
2023North American Chapter of the Association for Computational Linguistics20 citations Open access
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Agent Prioritization for Autonomous Navigation
Khaled S. Refaat, Kai Ding, N. Ponomareva, S. Ross
2019IEEE/RJS International Conference on Intelligent RObots and Systems17 citations Open access
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Explaining and Adapting Graph Conditional Shift
Qi Zhu, Yi-Zhu Jiao, N. Ponomareva, Jia-Wei Han +1 more
2023arXiv.org16 citations Open access
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A Multiple Break Panel Approach to Estimating United States Phillips Curves
B. Russell, A. Banerjee, Issam Malki, N. Ponomareva
201115 citations
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Cyclical Flows in Australian Labour Markets
N. Ponomareva, Jeffrey Sheen
201013 citations Open access
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Accelerating Gradient Boosting Machine
Haihao Lu, Sai Praneeth Karimireddy, N. Ponomareva, V. Mirrokni
2019arXiv.org12 citations
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Commodity currencies and commodity prices: modelling static and time-varying dependence
Katja Ignatieva, N. Ponomareva
201712 citations Open access
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Forecasting exchange rates using principal components
N. Ponomareva, Jeffrey Sheen, B. Wang
2019Journal of international financial markets, institutions, and money9 citations
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Constructing Empirical Models for Automatic Dialog Parameterization
M. Alexandrov, Xavier Blanco, N. Ponomareva, Paolo Rosso
2007International Conference on Text, Speech and Dialogue9 citations Open access
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What Determines the Sacrifice Ratio? A Bayesian Model Averaging Approach
H. Katayama, N. Ponomareva, Malvin Sharma
2019Oxford Bulletin of Economics and Statistics8 citations
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Australian labor market dynamics across the ages
N. Ponomareva, Jeffrey Sheen
20137 citations
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COMET: Learning Cardinality Constrained Mixture of Experts with Trees and Local Search
Shibal Ibrahim, Wenyu Chen, Hussein Hazimeh, N. Ponomareva +2 more
2023Knowledge Discovery and Data Mining6 citations Open access
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Does Monetary Policy Respond to Uncertainty? Evidence from Australia
N. Ponomareva, Jeffrey Sheen, B. Wang
2019Australian Economic Review6 citations
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A Survey of the Perceived Text Adaptation Needs of Adults with Autism
Victoria Yaneva, Constantin Orasan, An-Ha Le, N. Ponomareva
2019Recent Advances in Natural Language Processing6 citations Open access
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AIR: A Semi-Automatic System for Archiving Institutional Repositories
N. Ponomareva, José M. Gómez, Viktor Pekar
2009International Conference on Applications of Natural Language to Data Bases6 citations
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Mind the (optimality) Gap: A Gap-Aware Learning Rate Scheduler for Adversarial Nets
Hussein Hazimeh, N. Ponomareva
2023International Conference on Artificial Intelligence and Statistics5 citations Open access
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Regression Model for Politeness Estimation Trained on Examples
M. Alexandrov, N. Ponomareva, Xavier Blanco
20095 citations
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The common component of bilateral US exchange rates: to what is it related?
N. Ponomareva, Jeffrey Sheen, B. Wang
20194 citations
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Central Bank Independence, Political Regimes, and the Sacrifice Ratio: A Replication Study of Caporale and Caporale (2008)
H. Katayama, N. Ponomareva, Malvin Sharma
20114 citations
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Text based user comments as a signal for automatic language identification of online videos
A. Seza Doğruöz, N. Ponomareva, Sertan Girgin, Reshu Jain +1 more
2017International Conference on Multimodal Interaction3 citations Open access
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A Classifier for the Latency-CPU Behaviors of Serving Jobs in Distributed Environments
Christophe Restif, N. Ponomareva, Krzysztof Ostrowski
20152015 IEEE 7th International Conference on Cloud Computing Technology and Science (CloudCom)3 citations
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Extending and Evaluating Agent-Based Models of Algorithmic Trading Strategies
N. Ponomareva, A. Calinescu
2012IEEE International Conference on Engineering of Complex Computer Systems3 citations
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Inductive Modeling in Subjectivity/Sentiment Analysis(case study: dialog processing)
M. Rodulfo, M. Alexandrov, N. Ponomareva
20093 citations
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QALL-ME needs AIR: a portability study
Constantin Orasan, Iustin Dornescu, N. Ponomareva
20093 citations
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Forecasting models for the Chinese macroeconomy: the simpler the better?
C. Heaton, N. Ponomareva, Qin Zhang
2020Empirical Economics2 citations Open access
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A package of fast tools for genomic sequence analysis
B. Steinberg, J. Abu-Khalil, Mikhail G. Adigeyev, A. Bout +8 more
20162 citations
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Graph-based approaches for semi-supervised and cross-domain sentiment analysis
N. Ponomareva
20142 citations
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Performance of Inductive Method of Model Self-Organization with Incomplete Model and Noisy Data
N. Ponomareva, M. Alexandrov, Alexander Gelbukh
20082008 Seventh Mexican International Conference on Artificial Intelligence2 citations
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Search Without Looking
Alexander Matros, N. Ponomareva, V. Smirnov, A. Wait
2021Social Science Research Network1 citations Open access
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Search without observability
Alexander Matros, N. Ponomareva, V. Smirnov, A. Wait
20191 citations
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Revisiting Agent-Based Models of Algorithmic Trading Strategies
N. Ponomareva, A. Calinescu
2014Transactions on Computational Collective Intelligence1 citations Open access
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Australian Labour Market Dynamics Across the Ages
N. Ponomareva, Jeffrey Sheen
20131 citations Open access
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Towards an optimal ontology construction
N. Ponomareva, Paolo Rosso
20081 citations
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