Petri Kontkanen

956 total citations
32 papers, 462 citations indexed

About

Petri Kontkanen is a scholar working on Artificial Intelligence, Statistics and Probability and Signal Processing. According to data from OpenAlex, Petri Kontkanen has authored 32 papers receiving a total of 462 indexed citations (citations by other indexed papers that have themselves been cited), including 28 papers in Artificial Intelligence, 8 papers in Statistics and Probability and 5 papers in Signal Processing. Recurrent topics in Petri Kontkanen's work include Bayesian Methods and Mixture Models (14 papers), Bayesian Modeling and Causal Inference (14 papers) and Statistical Methods and Inference (4 papers). Petri Kontkanen is often cited by papers focused on Bayesian Methods and Mixture Models (14 papers), Bayesian Modeling and Causal Inference (14 papers) and Statistical Methods and Inference (4 papers). Petri Kontkanen collaborates with scholars based in Finland, South Korea and United States. Petri Kontkanen's co-authors include Petri Myllymäki, Tomi Silander, Kirsi Tirri, Teemu Roos, Peter Grünwald, Wray Buntine, Karin Autio, Juho Rousu, Laura Flander and J. Rissanen and has published in prestigious journals such as SHILAP Revista de lepidopterología, Journal of Food Engineering and Value in Health.

In The Last Decade

Petri Kontkanen

31 papers receiving 377 citations

Peers — A (Enhanced Table)

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

Name	h						Papers	Cites
Petri Kontkanen Finland	12	318	81	71	58	52	32	462
Joe Suzuki Japan	8	349 1.1×	25 0.3×	35 0.5×	50 0.9×	18 0.3×	52	449
Jan Lemeire Belgium	9	172 0.5×	37 0.5×	31 0.4×	42 0.7×	30 0.6×	43	387
M. Carmen Garrido Spain	9	227 0.7×	26 0.3×	25 0.4×	35 0.6×	14 0.3×	34	402
Rolf Haenni Switzerland	12	406 1.3×	31 0.4×	40 0.6×	162 2.8×	10 0.2×	45	548
Robert W. Gunderson United States	8	248 0.8×	72 0.9×	48 0.7×	35 0.6×	24 0.5×	21	488
Alexandra A. Vagis Ukraine	3	183 0.6×	26 0.3×	12 0.2×	48 0.8×	10 0.2×	11	342
Cheul Hwang South Korea	6	378 1.2×	49 0.6×	111 1.6×	98 1.7×	9 0.2×	11	523
Debrup Chakraborty India	10	398 1.3×	30 0.4×	16 0.2×	40 0.7×	16 0.3×	27	505
T. Krishnan India	8	109 0.3×	35 0.4×	64 0.9×	16 0.3×	32 0.6×	28	301
Lifang Gu Australia	8	229 0.7×	55 0.7×	35 0.5×	137 2.4×	6 0.1×	11	379

Countries citing papers authored by Petri Kontkanen

Since Specialization

Citations

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

Fields of papers citing papers by Petri Kontkanen

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Petri Kontkanen

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

Kontkanen, Petri, Petri Myllymäki, Tomi Silander, & Kirsi Tirri. (2013). On Supervised Selection of Bayesian Networks. arXiv (Cornell University). 334–342. 9 indexed citations

Kontkanen, Petri, Petri Myllymäki, & Kirsi Tirri. (2013). Classifier Learning with Supervised Marginal Likelihood. arXiv (Cornell University). 277–284. 2 indexed citations

Kontkanen, Petri, et al.. (2012). Construction of irregular histograms by penalized maximum likelihood: A comparative study. 297–301. 2 indexed citations

Silander, Tomi, Teemu Roos, Petri Kontkanen, & Petri Myllymäki. (2008). Factorized normalized maximum likelihood criterion for learning Bayesian network structures. 257–272. 31 indexed citations

Kontkanen, Petri & Petri Myllymäki. (2007). MDL Histogram Density Estimation. International Conference on Artificial Intelligence and Statistics. 219–226. 33 indexed citations

Kontkanen, Petri, et al.. (2007). Calculating the Normalized Maximum Likelihood Distribution for Bayesian Forests. 56(3). 369–84. 5 indexed citations

Kontkanen, Petri, et al.. (2007). NML Computation Algorithms for Tree-Structured Multinomial Bayesian Networks. SHILAP Revista de lepidopterología. 2007. 1–11. 7 indexed citations

Kontkanen, Petri. (2006). Information-Theoretically Optimal Histogram Density Estimation. 3 indexed citations

Soini, Erkki, et al.. (2006). PMC2 EFFICIENT DATA MINING AND PROBABILISTIC INFERENCE WITH P-COURSE: A BAYESIAN METHOD WITH MULTILEVEL PRIORS FOR MEDICAL APPLICATIONS. Value in Health. 9(6). A270–A270. 3 indexed citations

10.

Kontkanen, Petri & Petri Myllymäki. (2005). A fast normalized maximum likelihood algorithm for multinomial data. International Joint Conference on Artificial Intelligence. 1613–1615. 10 indexed citations

11.

Kontkanen, Petri. (2005). COMPUTING THE REGRET TABLE FOR MULTINOMIAL DATA. 5 indexed citations

12.

Kontkanen, Petri, Wray Buntine, Petri Myllymäki, J. Rissanen, & Kirsi Tirri. (2003). Efficient Computing of Stochastic Complexity.. International Conference on Artificial Intelligence and Statistics. 171–178. 14 indexed citations

13.

Rousu, Juho, et al.. (2002). Novel computational tools in bakery process data analysis: a comparative study. Journal of Food Engineering. 57(1). 45–56. 20 indexed citations

14.

Kontkanen, Petri, Petri Myllymäki, & Kirsi Tirri. (2001). Comparing Prequential Model Selection Criteria in Supervised Learning of Mixture Models. International Conference on Artificial Intelligence and Statistics. 156–161. 7 indexed citations

15.

Kontkanen, Petri, Petri Myllymäki, Tomi Silander, Kirsi Tirri, & Peter Grünwald. (2000). On predictive distributions and Bayesian networks. Statistics and Computing. 10(1). 39–54. 34 indexed citations

16.

Kontkanen, Petri, et al.. (2000). Unsupervised Bayesian visualization of high-dimensional data. 325–329. 8 indexed citations

17.

Kontkanen, Petri, Petri Myllymäki, Tomi Silander, & Kirsi Tirri. (1999). Exploring the robustness of Bayesian and information-theoretic methods for predictive inference.. International Conference on Artificial Intelligence and Statistics. 2 indexed citations

18.

Kontkanen, Petri, Petri Myllymäki, Tomi Silander, & Kirsi Tirri. (1998). BAYDA: software for Bayesian classification and feature selection. Knowledge Discovery and Data Mining. 254–258. 10 indexed citations

19.

Kontkanen, Petri, Petri Myllymäki, & Kirsi Tirri. (1996). Predictive data mining with finite mixtures. Knowledge Discovery and Data Mining. 176–182. 12 indexed citations

20.

Tirri, Kirsi, Petri Kontkanen, & Petri Myllymäki. (1996). Prababilistic Instance-Based Learning.. International Conference on Machine Learning. 507–515. 2 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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