Antti Honkela

About Antti Honkela

Antti Honkela, With an exceptional h-index of 30 and a recent h-index of 21 (since 2020), a distinguished researcher at Helsingin yliopisto, specializes in the field of Machine Learning, Differential Privacy, Bayesian Inference, Bioinformatics, #UnivHelsinkiCS.

His recent articles reflect a diverse array of research interests and contributions to the field:

A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets

Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation

Noise-Aware Statistical Inference with Differentially Private Synthetic Data

Differentially Private Federated Few-shot Image Classification

Numerical accounting in the shuffle model of differential privacy

Privacy-Aware Document Visual Question Answering

On the efficacy of differentially private few-shot image classification

Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data

Antti Honkela Information

University

Position

Associate Professor

Citations(all)

3576

Citations(since 2020)

1748

Cited By

2727

hIndex(all)

30

hIndex(since 2020)

21

i10Index(all)

56

i10Index(since 2020)

39

Email

University Profile Page

Google Scholar

Antti Honkela Skills & Research Interests

Machine Learning

Differential Privacy

Bayesian Inference

Bioinformatics

#UnivHelsinkiCS

Top articles of Antti Honkela

Title

Journal

Author(s)

Publication Date

A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets

arXiv preprint arXiv:2402.03985

Ossi Räisä

Antti Honkela

2024/2/6

Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation

arXiv preprint arXiv:2402.03990

Ossi Räisä

Joonas Jälkö

Antti Honkela

2024/2/6

Noise-Aware Statistical Inference with Differentially Private Synthetic Data

Ossi Räisä

Joonas Jälkö

Samuel Kaski

Antti Honkela

2023/4/11

Differentially Private Federated Few-shot Image Classification

Aliaksandra Shysheya

Marlon Tobaben

John F Bronskill

Andrew Paverd

Shruti Tople

...

2023/3/4

Numerical accounting in the shuffle model of differential privacy

Transactions on Machine Learning Research

Antti Koskela

Mikko Heikkilä

Antti Honkela

2023/2

Privacy-Aware Document Visual Question Answering

arXiv preprint arXiv:2312.10108

Rubèn Tito

Khanh Nguyen

Marlon Tobaben

Raouf Kerkouche

Mohamed Ali Souibgui

...

2023/12/15

On the efficacy of differentially private few-shot image classification

arXiv preprint arXiv:2302.01190

Marlon Tobaben

Aliaksandra Shysheya

John Bronskill

Andrew Paverd

Shruti Tople

...

2023/2/2

Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data

arXiv preprint arXiv:2308.04755

Lukas Prediger

Joonas Jälkö

Antti Honkela

Samuel Kaski

2023/8/9

Digital public health leadership in the global fight for health security

BMJ global health

Bandar AlKnawy

Zisis Kozlakidis

Sasu Tarkoma

David Bates

Antti Honkela

...

2023/2/1

On Consistent Bayesian Inference from Synthetic Data

arXiv preprint arXiv:2305.16795

Ossi Räisä

Joonas Jälkö

Antti Honkela

2023/5/26

Tekoälystä tietoturvallista

Antti Honkela

2022

Strong pathogen competition in neonatal gut colonisation

Nature Communications

Tommi Mäklin

Harry A Thorpe

Anna K Pöntinen

Rebecca A Gladstone

Yan Shao

...

2022/12/1

Dpvim: Differentially private variational inference improved

arXiv preprint arXiv:2210.15961

Joonas Jälkö

Lukas Prediger

Antti Honkela

Samuel Kaski

2022/10/28

Individual privacy accounting with gaussian differential privacy

arXiv preprint arXiv:2209.15596

Antti Koskela

Marlon Tobaben

Antti Honkela

2022/9/30

Differentially private partitioned variational inference

arXiv preprint arXiv:2209.11595

Mikko A Heikkilä

Matthew Ashman

Siddharth Swaroop

Richard E Turner

Antti Honkela

2022/9/23

Tekoälyratkaisut tänään ja tulevaisuudessa

Heikki Ailisto

Petri Myllymäki

Sasu Tarkoma

Joni-Kristian Kämäräinen

Juha Röning

...

2022

Differentially private Bayesian inference for generalized linear models

Tejas Kulkarni

Joonas Jälkö

Antti Koskela

Samuel Kaski

Antti Honkela

2021/7/1

Computing differential privacy guarantees for heterogeneous compositions using FFT

arXiv preprint arXiv:2102.12412

Antti Koskela

Antti Honkela

2021/2/24

Closing Clostridium botulinum Group III Genomes Using Long-Read Sequencing

Microbiology resource announcements

Cedric Woudstra

Tommi Mäklin

Yagmur Derman

Luca Bano

Hanna Skarin

...

2021/6/3

A longitudinal genomic and functional analysis of Clostridium botulinum isolated from an infant botulism case

Toxicon

Francois P Douillard

Yagmur Derman

Cedric Woudstra

Katja Selby

Tommi Mäklin

...

2021/1

See List of Professors in Antti Honkela University(Helsingin yliopisto)

Co-Authors

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