Antti Honkela

1. Differentially Private Bayesian Learning on Distributed Data
   2017/03/03 by Mikko Heikkilä, Eemil Lagerspetz, Heikkilä, Mikko +9 · 6 citations
   Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Distributed Sensor Networks and Detection Algorithms #Data Quality and Management
2. Privacy-Aware Document Visual Question Answering
   2023/12/15 by Tito Rubèn, Tito, Rubèn, Khanh Nguyen +24 · 5 citations
   Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Mobile Crowdsensing and Crowdsourcing
3. Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation
   2024/02/06 by Ossi Räisä, Räisä, Ossi, Joonas Jälkö +3 · 4 citations
   Decision Sciences · Computer Science · Economics, Econometrics and Finance · #Auction Theory and Applications #Optimization and Search Problems #Economic and Environmental Valuation
4. Impact of Dataset Properties on Membership Inference Vulnerability of Deep Transfer Learning
   2024/02/07 by Marlon Tobaben, Tobaben, Marlon, Ito, Hibiki +6 · 4 citations
   Computer Science · #Privacy-Preserving Technologies in Data
5. Differentially Private Variational Inference for Non-conjugate Models
   2016/10/27 by Joonas Jälkö, Jälkö, Joonas, Onur Dikmen +3 · 2 citations
   Computer Science · Mathematics · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Privacy-Preserving Technologies in Data #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
6. Gaussian process test for high-throughput sequencing time series:\n application to experimental evolution
   2014/03/17 by Hande Topa, Ágnes Jónás, Topa, Hande +7 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Environmental Science · #Applications (stat.AP) #Evolution and Genetic Dynamics #FOS: Biological sciences #FOS: Computer and information sciences #Genetic Mapping and Diversity in Plants and Animals #Genetic diversity and population structure #Genomics (q-bio.GN) #Populations and Evolution (q-bio.PE) #Quantitative Methods (q-bio.QM) #Species Distribution and Climate Change
7. Gaussian Processes with Differential Privacy
   2021/06/01 by Antti Honkela, Honkela, Antti, Melkas, Laila · 1 citation
   Computer Science · #Cryptography and Security (cs.CR) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
8. Noise-Aware Statistical Inference with Differentially Private Synthetic Data
   2022/05/28 by Ossi Räisä, Räisä, Ossi, Joonas Jälkö +5 · 1 citation
   Computer Science · Engineering · Decision Sciences · #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques #Data Quality and Management
9. A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets
   2024/02/06 by Ossi Räisä, Räisä, Ossi, Antti Honkela +1 · 1 citation
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Time Series Analysis and Forecasting
10. Hyperparameters in Score-Based Membership Inference Attacks
    2025/02/10 by Gauri Pradhan, Pradhan, Gauri, Joonas Jälkö +5 · 2 citations
    Computer Science · #Network Security and Intrusion Detection #Information and Cyber Security