Ingrid Winkler

907 total citations · 1 hit paper
55 papers, 426 citations indexed

About

Ingrid Winkler is a scholar working on Human-Computer Interaction, Computer Vision and Pattern Recognition and Social Psychology. According to data from OpenAlex, Ingrid Winkler has authored 55 papers receiving a total of 426 indexed citations (citations by other indexed papers that have themselves been cited), including 25 papers in Human-Computer Interaction, 20 papers in Computer Vision and Pattern Recognition and 9 papers in Social Psychology. Recurrent topics in Ingrid Winkler's work include Virtual Reality Applications and Impacts (25 papers), Augmented Reality Applications (19 papers) and Educational Games and Gamification (8 papers). Ingrid Winkler is often cited by papers focused on Virtual Reality Applications and Impacts (25 papers), Augmented Reality Applications (19 papers) and Educational Games and Gamification (8 papers). Ingrid Winkler collaborates with scholars based in Brazil, United Kingdom and Mexico. Ingrid Winkler's co-authors include Erick Giovani Sperandio Nascimento, Bruna Aparecida Souza Machado, Alex Álisson Bandeira Santos, Eduardo Oyama Lins Fonseca, Frank Kirchner, Roberto Badaró, Yiyu Cai, Lihui Huang, Lynn Rosalina Gama Alves and Qi Cao and has published in prestigious journals such as SHILAP Revista de lepidopterología, PLoS ONE and Expert Systems with Applications.

In The Last Decade

Ingrid Winkler

44 papers receiving 394 citations

Hit Papers

Bias and Unfairness in Machine Learning Models: A Systema... 2023 2026 2024 2025 2023 25 50 75 100
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. Bias and Unfairness in Machine Learning Models: A Systematic Review on Datasets, Tools, Fairness Metrics, and Identification and Mitigation Methods
    2023 116 citations Ingrid Winkler, Erick Giovani Sperandio Nascimento et al. Big Data and Cognitive Computing profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Ingrid Winkler Brazil 10 95 86 64 52 42 55 426
Ali Hussain South Korea 10 41 0.4× 49 0.6× 81 1.3× 19 0.4× 12 0.3× 31 381
Marc Hesenius Germany 12 41 0.4× 65 0.8× 71 1.1× 18 0.3× 6 0.1× 45 498
Charles Martín Australia 8 66 0.7× 55 0.6× 43 0.7× 15 0.3× 15 0.4× 47 267
Md Ariful Islam Mozumder South Korea 10 59 0.6× 123 1.4× 93 1.5× 26 0.5× 12 0.3× 33 399
Mladjan Jovanovic Serbia 10 44 0.5× 27 0.3× 168 2.6× 9 0.2× 28 0.7× 36 461
Narayan Hegde United States 8 34 0.4× 9 0.1× 134 2.1× 13 0.3× 46 1.1× 30 364
Graham Dove United States 10 158 1.7× 242 2.8× 97 1.5× 9 0.2× 93 2.2× 32 574
Michael Cowling Australia 13 214 2.3× 160 1.9× 86 1.3× 20 0.4× 16 0.4× 57 730
Vivian Liu United States 12 157 1.7× 103 1.2× 188 2.9× 2 0.0× 38 0.9× 20 662
Benjamim Fonseca Portugal 13 76 0.8× 123 1.4× 59 0.9× 5 0.1× 19 0.5× 64 519

Countries citing papers authored by Ingrid Winkler

Since Specialization
Citations

This map shows the geographic impact of Ingrid Winkler's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Ingrid Winkler with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Ingrid Winkler more than expected).

Fields of papers citing papers by Ingrid Winkler

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Ingrid Winkler. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Ingrid Winkler. The network helps show where Ingrid Winkler may publish in the future.

Co-authorship network of co-authors of Ingrid Winkler

This figure shows the co-authorship network connecting the top 25 collaborators of Ingrid Winkler. A scholar is included among the top collaborators of Ingrid Winkler based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Ingrid Winkler. Ingrid Winkler is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Winkler, Ingrid, et al.. (2025). Correlation-based methods for representative fairness metric selection: An empirical study on efficiency and caveats in model evaluation. Expert Systems with Applications. 268. 126344–126344.
2.
Winkler, Ingrid, et al.. (2025). Corporate foresight and intellectual capital robustness: a literature review. Future Studies Research Journal Trends and Strategies. 17. e932–e932.
3.
Winkler, Ingrid, et al.. (2024). Optimizing Automotive Product Development: Integration of Electronic Control Units and Virtual Prototypes Using Virtual Reality. SAE technical papers on CD-ROM/SAE technical paper series. 1. 1 indexed citations
4.
Winkler, Ingrid, et al.. (2024). Virtual Reality and Biofeedback for Automotive Experience Assessment in Industry 5.0. 31–32. 1 indexed citations
5.
Huang, Lihui, S Li, Nanying Liang, et al.. (2024). Designing an Educational Metaverse: A Case Study of NTUniverse. Applied Sciences. 14(6). 2559–2559. 10 indexed citations
6.
Filho, Arlindo Rodrigues Galvão, et al.. (2024). The Generative AI Revolution in Immersive Technologies. 82–84.
7.
8.
9.
Winkler, Ingrid, et al.. (2023). Bias and Unfairness in Machine Learning Models: A Systematic Review on Datasets, Tools, Fairness Metrics, and Identification and Mitigation Methods. Big Data and Cognitive Computing. 7(1). 15–15. 116 indexed citations breakdown →
10.
Winkler, Ingrid, et al.. (2023). Advanced and sustainable technologies for automotive industry innovation. 2 indexed citations
11.
Winkler, Ingrid, et al.. (2023). Plataforma tecnológica como suporte para translação do conhecimento em saúde. SHILAP Revista de lepidopterología. 17(3). 1 indexed citations
12.
Winkler, Ingrid, et al.. (2023). Machine Learning for Object and Action Recognition in Augmented and Mixed Reality: A Literature Review. Preprints.org. 2 indexed citations
13.
Winkler, Ingrid, et al.. (2023). Towards Sustainable Virtual Reality: Gathering Design Guidelines for Intuitive Authoring Tools. Sustainability. 15(4). 2924–2924. 10 indexed citations
14.
Winkler, Ingrid, et al.. (2023). Analysis of the Feasibility of Immersive Virtualization in Technical Training. International Journal of Professional Business Review. 8(4). e01815–e01815. 3 indexed citations
15.
Alves, Lynn Rosalina Gama, et al.. (2023). Augmented reality in education for industry 4.0: What are the barriers to adoption?. Cuadernos de Educación y Desarrollo. 15(1). 481–505. 4 indexed citations
16.
Winkler, Ingrid, et al.. (2023). Innovating Industrial Training with Immersive Metaverses: A Method for Developing Cross-Platform Virtual Reality Environments. Applied Sciences. 13(15). 8915–8915. 9 indexed citations
17.
Winkler, Ingrid, et al.. (2023). Sobreviventes do Covid e do AVC, têm em comum uma jornada de reabilitação: reflexões sobre a afasia e tecnologia. Cuadernos de Educación y Desarrollo. 15(1). 434–451. 1 indexed citations
18.
Santos, Alexandre Rosa dos, et al.. (2022). Remote Heart Rate Prediction in Virtual Reality Head-Mounted Displays Using Machine Learning Techniques. Sensors. 22(23). 9486–9486. 6 indexed citations
19.
Pinho, José Antônio Gomes de, et al.. (2019). Democracia digital na área de administração: um levantamento da construção do campo no Brasil. SHILAP Revista de lepidopterología. 24(78). 2 indexed citations
20.
Santos, Alex Álisson Bandeira, Ingrid Winkler, Bruna Aparecida Souza Machado, et al.. (2019). Application of convolutional neural networks for classification of adult mosquitoes in the field. PLoS ONE. 14(1). e0210829–e0210829. 86 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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