Anna Sergeevna Bosman

Anna Sergeevna Bosman

University of Pretoria

H-index: 15

Africa-South Africa

About Anna Sergeevna Bosman

Anna Sergeevna Bosman, With an exceptional h-index of 15 and a recent h-index of 12 (since 2020), a distinguished researcher at University of Pretoria, specializes in the field of neural networks, swarm intelligence, fitness landscape analysis, loss landscapes, deep learning.

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

Hilbert Curves for Efficient Exploratory Landscape Analysis Neighbourhood Sampling

Distal Interference: Exploring the Limits of Model-Based Continual Learning

Quantifying and Visualizing the Sharpness of Attraction Basins in Neural Network Error Landscapes

Empirical Loss Landscape Analysis of Neural Network Activation Functions

Comparison of Adversarial and Non-Adversarial LSTM Music Generative Models

Training Feedforward Neural Networks with Bayesian Hyper-Heuristics

Training Graph Neural Networks with Particle Swarm Optimisation

Denoising Diffusion Post-Processing for Low-Light Image Enhancement

Anna Sergeevna Bosman Information

University

Position

Senior Lecturer

Citations(all)

620

Citations(since 2020)

494

Cited By

268

hIndex(all)

15

hIndex(since 2020)

12

i10Index(all)

18

i10Index(since 2020)

16

Email

University Profile Page

University of Pretoria

Google Scholar

View Google Scholar Profile

Anna Sergeevna Bosman Skills & Research Interests

neural networks

swarm intelligence

fitness landscape analysis

loss landscapes

deep learning

Top articles of Anna Sergeevna Bosman

Title

Journal

Author(s)

Publication Date

Hilbert Curves for Efficient Exploratory Landscape Analysis Neighbourhood Sampling

Johannes J Pienaar

Anna S Boman

Katherine M Malan

2024/3/3

Distal Interference: Exploring the Limits of Model-Based Continual Learning

arXiv preprint arXiv:2402.08255

Heinrich van Deventer

Anna Sergeevna Bosman

2024/2/13

Quantifying and Visualizing the Sharpness of Attraction Basins in Neural Network Error Landscapes

Isobel Bosman

Anna Sergeevna Bosman

Katherine Mary Malan

2023/7/15

Empirical Loss Landscape Analysis of Neural Network Activation Functions

Anna Sergeevna Bosman

Andries Engelbrecht

Marde Helbig

2023/7/15

Comparison of Adversarial and Non-Adversarial LSTM Music Generative Models

Moseli Mots’ oehli

Anna Sergeevna Bosman

Johan Pieter De Villiers

2023/7/13

Training Feedforward Neural Networks with Bayesian Hyper-Heuristics

arXiv preprint arXiv:2303.16912

Arné Schreuder

Anna Bosman

Andries Engelbrecht

Christopher Cleghorn

2023/3/29

Training Graph Neural Networks with Particle Swarm Optimisation

Sacair 2023

Regan Shen

Anna Sergeevna Bosman

Arné Schreuder

Maciej Krzywda

Szymon Łukasik

2023/12

Denoising Diffusion Post-Processing for Low-Light Image Enhancement

arXiv preprint arXiv:2303.09627

Savvas Panagiotou

Anna S Bosman

2023/3/16

KASAM: Spline Additive Models for Function Approximation

arXiv preprint arXiv:2205.06376

Heinrich van Deventer

Pieter Janse van Rensburg

Anna Bosman

2022/5/12

Convolutional neural networks for crack detection on flexible road pavements

Hermann Tapamo

Anna Bosman

James Maina

Emile Horak

2022/12/14

Cauchy loss function: Robustness under gaussian and Cauchy noise

Thamsanqa Mlotshwa

Heinrich van Deventer

Anna Sergeevna Bosman

2022/11/28

ATLAS: Universal Function Approximator for Memory Retention

arXiv preprint arXiv:2208.05388

Heinrich van Deventer

Anna Bosman

2022/8/10

Genetic Micro-Programs for Automated Software Testing with Large Path Coverage

Jarrod Goschen

Anna S Bosman

Stefan Gruner

2022/7/18

A Local Optima Network Analysis of the Feedforward Neural Architecture Space

Isak Potgieter

Christopher W Cleghorn

Anna S Bosman

2022/7/18

Hybridised loss functions for improved neural network generalisation

Matthew C Dickson

Anna S Bosman

Katherine M Malan

2021/9/6

Characterisation of environment type and difficulty for streamed data classification problems

Information Sciences

Mathys Ellis

Anna S Bosman

Andries P Engelbrecht

2021/8/1

Analysing the loss landscape features of generative adversarial networks

Jarrod Moses

Katherine M Malan

Anna S Bosman

2021/7/7

Black-box saliency map generation using bayesian optimisation

Mamuku Mokuwe

Michael Burke

Anna Sergeevna Bosman

2020/7/19

Loss surface modality of feed-forward neural network architectures

Anna Sergeevna Bosman

Andries Petrus Engelbrecht

Mardé Helbig

2020/7/19

Visualising basins of attraction for the cross-entropy and the squared error neural network loss functions

Neurocomputing

Anna Sergeevna Bosman

Andries Engelbrecht

Mardé Helbig

2020/8/4

See List of Professors in Anna Sergeevna Bosman University(University of Pretoria)

Co-Authors

H-index: 34
Oleg Reva

Oleg Reva

University of Pretoria

H-index: 19
J. Pieter de Villiers

J. Pieter de Villiers

University of Pretoria

H-index: 15
James Maina

James Maina

University of Pretoria

H-index: 13
Christopher W Cleghorn

Christopher W Cleghorn

University of the Witwatersrand

H-index: 1
Eduan Bekker

Eduan Bekker

University of Pretoria

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