Iain Brown

1.0k total citations · 1 hit paper
6 papers, 666 citations indexed

About

Iain Brown is a scholar working on Finance, Artificial Intelligence and Accounting. According to data from OpenAlex, Iain Brown has authored 6 papers receiving a total of 666 indexed citations (citations by other indexed papers that have themselves been cited), including 4 papers in Finance, 4 papers in Artificial Intelligence and 3 papers in Accounting. Recurrent topics in Iain Brown's work include Credit Risk and Financial Regulations (4 papers), Imbalanced Data Classification Techniques (3 papers) and Financial Distress and Bankruptcy Prediction (3 papers). Iain Brown is often cited by papers focused on Credit Risk and Financial Regulations (4 papers), Imbalanced Data Classification Techniques (3 papers) and Financial Distress and Bankruptcy Prediction (3 papers). Iain Brown collaborates with scholars based in United Kingdom, United States and Belgium. Iain Brown's co-authors include Christophe Mues, Bart Baesens, David Martens, Edward Tong, Lyn C. Thomas and Raffaella Calabrese and has published in prestigious journals such as European Journal of Operational Research, Expert Systems with Applications and International Journal of Forecasting.

In The Last Decade

Iain Brown

6 papers receiving 635 citations

Hit Papers

align trajectories

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.

An experimental comparison of classification algorithms for imbalanced credit scoring data sets

2011 485 citations Iain Brown, Christophe Mues Expert Systems with Applications profile →

Peers

Countries citing papers authored by Iain Brown

Since Specialization

Citations

This map shows the geographic impact of Iain Brown'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 Iain Brown with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Iain Brown more than expected).

Fields of papers citing papers by Iain Brown

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Iain Brown. 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 Iain Brown. The network helps show where Iain Brown may publish in the future.

Co-authorship network of co-authors of Iain Brown

This figure shows the co-authorship network connecting the top 25 collaborators of Iain Brown. A scholar is included among the top collaborators of Iain Brown 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 Iain Brown. Iain Brown is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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6 of 6 papers shown

#	Work	Indexed citations
1	Machine learning interpretability for a stress scenario generation in credit scoring based on counterfactuals 2022 ·Expert Systems with Applications ·(unknown), (unknown), Raffaella Calabrese, (unknown), (unknown), (unknown), Iain Brown	22
2	Exposure at default models with and without the credit conversion factor 2016 ·European Journal of Operational Research ·Edward Tong, Christophe Mues, Iain Brown, Lyn C. Thomas	23
3	Developing Credit Risk Models Using SAS Enterprise Miner and SAS/STAT: Theory and Applications 2014 ·Iain Brown	2
4	Benchmarking regression algorithms for loss given default modeling 2011 ·International Journal of Forecasting ·(unknown), Iain Brown, David Martens, Christophe Mues, Bart Baesens	133
5	An experimental comparison of classification algorithms for imbalanced credit scoring data sets breakdown → 2011 ·Expert Systems with Applications ·Iain Brown, Christophe Mues	485
6	Benchmarking state-of-the-art regression algorithms for loss given default modelling 2009 ·ePrints Soton (University of Southampton) ·(unknown), Iain Brown, David Martens, Christophe Mues, Bart Baesens	1

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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