Markku Heikkilä

584 total citations
21 papers, 368 citations indexed

About

Markku Heikkilä is a scholar working on Artificial Intelligence, Finance and Management Information Systems. According to data from OpenAlex, Markku Heikkilä has authored 21 papers receiving a total of 368 indexed citations (citations by other indexed papers that have themselves been cited), including 8 papers in Artificial Intelligence, 4 papers in Finance and 3 papers in Management Information Systems. Recurrent topics in Markku Heikkilä's work include Capital Investment and Risk Analysis (4 papers), Consumer Market Behavior and Pricing (3 papers) and FinTech, Crowdfunding, Digital Finance (3 papers). Markku Heikkilä is often cited by papers focused on Capital Investment and Risk Analysis (4 papers), Consumer Market Behavior and Pricing (3 papers) and FinTech, Crowdfunding, Digital Finance (3 papers). Markku Heikkilä collaborates with scholars based in Finland, Malaysia and Romania. Markku Heikkilä's co-authors include Christer Carlsson, József Mezei, Robert C. Fuller, Péter Majlender, Mikael Collan, Rita Remeikienė, Oana Geman, Ligita Gasparėnienė, Nurul Hashimah Ahamed Hassain Malim and Adrian Brezulianu and has published in prestigious journals such as Expert Systems with Applications, Journal of Systems and Software and International Journal of Approximate Reasoning.

In The Last Decade

Markku Heikkilä

20 papers receiving 336 citations

Peers

Markku Heikkilä

MSOR

MIS

ACCOU

FINAN

Rua‐Huan Tsaih Taiwan

Chun‐Ling Chuang Taiwan

Giacomo di Tollo Italy

Milad Jasemi Iran

Yakup Selvı Türkiye

Roger Stein United States

Arash Bahrammirzaee France

Weiguo Zhang China

Tiejun Ma United Kingdom

Rua‐Huan Tsaih Taiwan

Markku Heikkilä

188 ×1.4

MSOR

225 ×2.4

56 ×0.6

MIS

110 ×1.3

ACCOU

55 ×0.7

FINAN

Citations per year, relative to Markku Heikkilä Markku Heikkilä (= 1×) peers Rua‐Huan Tsaih

Countries citing papers authored by Markku Heikkilä

Since Specialization

Citations

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

Fields of papers citing papers by Markku Heikkilä

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Markku Heikkilä

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

All Works

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20 of 20 papers shown

Mezei, József, et al.. (2025). Aspect-based sentiment classification of user reviews to understand customer satisfaction of e-commerce platforms. Electronic Commerce Research.

Mezei, József, et al.. (2021). Data‐driven optimization of peer‐to‐peer lending portfolios based on the expected value framework. Intelligent systems in accounting, finance and management. 28(2). 119–129. 6 indexed citations

Malim, Nurul Hashimah Ahamed Hassain, et al.. (2020). The impact of big data market segmentation using data mining and clustering techniques. Journal of Intelligent & Fuzzy Systems. 38(5). 6159–6173. 30 indexed citations

Heikkilä, Markku, et al.. (2020). A new approach for association rules mining using computational and artificial intelligence. Journal of Intelligent & Fuzzy Systems. 39(5). 7233–7246. 2 indexed citations

Heikkilä, Markku. (2019). IF WE LOSE THE ARCTIC : Finland’s Arctic thinking from the 1980s to present day. 3 indexed citations

Heikkilä, Markku, et al.. (2019). A Clustering Approach for Outliers Detection in a Big Point-of-Sales Database. Åbo Akademi University Research Portal. 65–71. 4 indexed citations

Heikkilä, Markku, et al.. (2019). Outliers Identification Model in Point-of-Sales Data Using Enhanced Normal Distribution Method. Åbo Akademi University Research Portal. 72–78. 3 indexed citations

Mezei, József, et al.. (2018). Credit Risk Evaluation in Peer-to-peer Lending With Linguistic Data Transformation and Supervised Learning. Proceedings of the ... Annual Hawaii International Conference on System Sciences. 11 indexed citations

Heikkilä, Markku, et al.. (2018). Segmenting Retail Customers with an Enhanced RFM and a Hybrid Regression/Clustering Method. Åbo Akademi University Research Portal. 108–116. 14 indexed citations

10.

Carlsson, Christer, et al.. (2018). Fuzzy C-Means for Fraud Detection in Large Transaction Data Sets. Åbo Akademi University Research Portal. 12. 1–6. 1 indexed citations

11.

Heikkilä, Markku. (2016). It All Started in Rovaniemi. LaCRIS (University of Lapland). 1 indexed citations

12.

Gasparėnienė, Ligita, Rita Remeikienė, & Markku Heikkilä. (2016). Evaluation of the impact of shadow economy determinants: Ukrainian case. 10(2). 108–113. 16 indexed citations

13.

Heikkilä, Markku, et al.. (2015). Predicting Credit Risk in Peer-to-Peer Lending: A Neural Network Approach. Åbo Akademi University Research Portal. 719–725. 92 indexed citations

14.

Carlsson, Christer, Markku Heikkilä, & József Mezei. (2015). Fuzzy entropy used for predictive analytics. Åbo Akademi University Research Portal. 1–6. 5 indexed citations

15.

Carlsson, Christer, Markku Heikkilä, & József Mezei. (2014). Possibilistic Bayes modelling for predictive analytics. Åbo Akademi University Research Portal. 12. 15–20. 2 indexed citations

16.

Heikkilä, Markku. (2011). Full of space. 1 indexed citations

17.

Collan, Mikael & Markku Heikkilä. (2011). Enhancing Patent Valuation with the Pay-off Method. Åbo Akademi University Research Portal. 15 indexed citations

18.

Carlsson, Christer, Robert C. Fuller, Markku Heikkilä, & Péter Majlender. (2006). A fuzzy approach to R&D project portfolio selection. International Journal of Approximate Reasoning. 44(2). 93–105. 151 indexed citations

19.

Heikkilä, Markku, et al.. (2003). Improving Investment Decision Making by Expanding Key Knowledge with Real Option Tools. Journal of Decision System. 12(3-4). 345–368. 1 indexed citations

20.

Heikkilä, Markku, et al.. (1997). Enhancing maintainability of source programs through disabbreviation. Journal of Systems and Software. 37(2). 117–128. 9 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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