Pekka Malo

3.1k total citations · 1 hit paper
59 papers, 1.8k citations indexed

About

Pekka Malo is a scholar working on Computational Theory and Mathematics, Artificial Intelligence and Economics and Econometrics. According to data from OpenAlex, Pekka Malo has authored 59 papers receiving a total of 1.8k indexed citations (citations by other indexed papers that have themselves been cited), including 18 papers in Computational Theory and Mathematics, 16 papers in Artificial Intelligence and 11 papers in Economics and Econometrics. Recurrent topics in Pekka Malo's work include Optimization and Variational Analysis (13 papers), Optimization and Mathematical Programming (9 papers) and Water resources management and optimization (8 papers). Pekka Malo is often cited by papers focused on Optimization and Variational Analysis (13 papers), Optimization and Mathematical Programming (9 papers) and Water resources management and optimization (8 papers). Pekka Malo collaborates with scholars based in Finland, United States and India. Pekka Malo's co-authors include Ankur Sinha, Kalyanmoy Deb, Jyrki Wallenius, Pekka Korhonen, Pyry Takala, Aleksandre Asatiani, Esko Penttinen, Tapani Rinta-Kahila, Antti Salovaara and Olli Tahvonen and has published in prestigious journals such as European Journal of Operational Research, Artificial Intelligence and IEEE Transactions on Evolutionary Computation.

In The Last Decade

Pekka Malo

58 papers receiving 1.8k 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.

A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications

2017 550 citations Ankur Sinha, Pekka Malo et al. profile →

Peers — A (Enhanced Table)

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

Name	h						Papers	Cites
Pekka Malo Finland	19	526	419	390	326	244	59	1.8k
Xiaoge Zhang China	29	438 0.8×	214 0.5×	385 1.0×	365 1.1×	146 0.6×	106	2.9k
Yu‐Wang Chen United Kingdom	30	1.2k 2.2×	516 1.2×	488 1.3×	1.0k 3.1×	117 0.5×	100	2.8k
Van‐Nam Huynh Japan	26	846 1.6×	404 1.0×	222 0.6×	664 2.0×	81 0.3×	171	2.2k
Ankur Sinha India	25	906 1.7×	1.0k 2.4×	610 1.6×	390 1.2×	283 1.2×	71	2.4k
Fouad Ben Abdelaziz France	23	192 0.4×	173 0.4×	375 1.0×	552 1.7×	301 1.2×	169	2.3k
Samarjit Kar India	32	613 1.2×	320 0.8×	691 1.8×	1.6k 5.0×	152 0.6×	154	3.1k
Ying-Ming Wang China	26	624 1.2×	382 0.9×	442 1.1×	1.3k 4.0×	103 0.4×	69	2.3k
Xiaobing Yu China	22	691 1.3×	343 0.8×	213 0.5×	192 0.6×	255 1.0×	96	1.8k
Thomas Hanne Switzerland	19	365 0.7×	275 0.7×	195 0.5×	373 1.1×	83 0.3×	134	1.4k
Hassan A. Alsattar Iraq	26	518 1.0×	225 0.5×	202 0.5×	542 1.7×	249 1.0×	53	1.9k

Countries citing papers authored by Pekka Malo

Since Specialization

Citations

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

Fields of papers citing papers by Pekka Malo

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Pekka Malo

This figure shows the co-authorship network connecting the top 25 collaborators of Pekka Malo. A scholar is included among the top collaborators of Pekka Malo 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 Pekka Malo. Pekka Malo 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

Kivikangas, J. Matias, Julian Blank, Ville Harjunen, et al.. (2024). Effects of many conflicting objectives on decision-makers’ cognitive burden and decision consistency. European Journal of Operational Research. 322(1). 182–197. 3 indexed citations

Tahvonen, Olli, et al.. (2024). Optimizing high-dimensional forestry for wood production and carbon sinks. Canadian Journal of Forest Research. 54(8). 877–894. 5 indexed citations

Liesiö, Juuso, et al.. (2024). Modeling project interactions in multiattribute portfolio decision analysis: Axiomatic foundations and practical implications. European Journal of Operational Research. 316(3). 988–1000. 3 indexed citations

Ojala, Hannu, Pekka Malo, & Esko Penttinen. (2023). Private firms’ tax aggressiveness and lightweight pre-tax-audit interventions by the tax administration. Journal of International Accounting Auditing and Taxation. 51. 100550–100550. 3 indexed citations

Malo, Pekka, et al.. (2023). Predicting Visit Cost of Obstructive Sleep Apnea Using Electronic Healthcare Records With Transformer. IEEE Journal of Translational Engineering in Health and Medicine. 11. 306–317. 3 indexed citations

Kuosmanen, Timo, et al.. (2021). Design Flaw of the Synthetic Control Method. Munich Personal RePEc Archive (Munich University). 5 indexed citations

Asatiani, Aleksandre, et al.. (2021). Sociotechnical Envelopment of Artificial Intelligence: An Approach to Organizational Deployment of Inscrutable Artificial Intelligence Systems. Journal of the Association for Information Systems. 22(2). 325–352. 107 indexed citations

Tikkanen, Henrikki, et al.. (2021). Online content match-making in B2B markets: Application of neural content modeling. Industrial Marketing Management. 93. 32–40. 11 indexed citations

Malo, Pekka, et al.. (2020). Towards sustainable forest management strategies with MOEAs. Työväentutkimus Vuosikirja. 1046–1054. 5 indexed citations

10.

Sinha, Ankur, Pekka Malo, & Kalyanmoy Deb. (2017). A Review on Bilevel Optimization: From Classical to Evolutionary\n Approaches and Applications. arXiv (Cornell University). 3 indexed citations

11.

Merikivi, Jani, et al.. (2017). Analyzing the ways IT has changed our TV consumption: Binge Watching and Marathon Watching. Journal of the Association for Information Systems. 1–16. 3 indexed citations

12.

Sinha, Ankur, Zhichao Lu, Kalyanmoy Deb, & Pekka Malo. (2017). Bilevel Optimization based on Iterative Approximation of Mappings. arXiv (Cornell University). 1 indexed citations

13.

Korhonen, Pekka, et al.. (2017). Context matters: The impact of product type, emotional attachment and information overload on choice quality. European Journal of Operational Research. 264(1). 270–279. 27 indexed citations

14.

Asatiani, Aleksandre, et al.. (2016). To Reach the Clouds: Application of Topic Models to the Meta-Review on Cloud Computing Literature. 31. 3979–3988. 7 indexed citations

15.

Takala, Pyry, et al.. (2014). Gold-standard for Topic-specific Sentiment Analysis of Economic Texts. Language Resources and Evaluation. 2152–2157. 20 indexed citations

16.

Sinha, Ankur, et al.. (2014). A bilevel optimization approach to automated parameter tuning. 847–854. 30 indexed citations

17.

Sinha, Ankur, et al.. (2013). Finding optimal strategies in a multi-period multi-leader–follower Stackelberg game using an evolutionary algorithm. Computers & Operations Research. 41. 374–385. 108 indexed citations

18.

Sinha, Ankur, Pekka Malo, & Timo Kuosmanen. (2012). A Multi-objective Procedure for Efficient Regression Modeling. arXiv (Cornell University). 1 indexed citations

19.

Malo, Pekka, et al.. (2012). Automated query learning with Wikipedia and genetic programming. Artificial Intelligence. 194. 86–110. 10 indexed citations

20.

Kanto, Antti, et al.. (2007). Computational Examples of a New Method for Distribution Selection in the Pearson System. Journal of Applied Statistics. 34(4). 487–506. 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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