Alexander Statnikov

6.8k citations
83 papers · 4.6k indexed · 2 hit papers · h-index 30

Impact in

    • Bayesian Modeling and Causal Inference
    • Machine Learning and Data Classification
    • Gene expression and cancer classification
    • Bioinformatics and Genomic Networks
    • Machine Learning in Bioinformatics

Papers in

    • Gene expression and cancer classification 23
    • Bioinformatics and Genomic Networks 17
    • Machine Learning in Bioinformatics 8
    • Bayesian Modeling and Causal Inference 17
    • Machine Learning and Data Classification 7
    • Machine Learning and Algorithms 7

Alexander Statnikov

80 papers receiving 4.4k citations

Hit Papers

A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification 2008 · 515 citations
5152004202620112018100200300400500

Peers

Alexander Statnikov
Comparison fields: 5 of 195
  • Artificial Intelligence 1.6k
  • Molecular Biology 1.8k
  • Management Science and Operations Research 287
  • Computational Theory and Mathematics 363
  • Health Informatics 30
Replace Constantin Aliferis with:
Constantin Aliferis United States
Doheon Lee South Korea
Concha Bielza Spain
Yoichi Hayashi Japan
Ioannis Tsamardinos Greece
Paola Sebastiani United States
Francisco Azuaje United Kingdom
Matthias Schmid Germany
Edward H. Herskovits United States
Michael Cantor United States
Alexander Statnikov relative to Constantin Aliferis United States Constantin Aliferis's profile →
Citations per field
00.5×1.5×
Constantin Aliferis · 1×
Citations per year

Countries citing papers authored by Alexander Statnikov

Since Specialization
Citations

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

Fields of papers citing papers by Alexander Statnikov

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authors

The 25 scholars most cited alongside Alexander Statnikov, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Alexander Statnikov Line = papers co-authored together Alexander Statnikov links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 83 papers — load more, or switch the sort, to bring in the rest.

#Work
1
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis
Hit paper breakdown →
2004588
2
A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification
Hit paper breakdown →
2008515
3 2010309
4
Algorithms for Large Scale Markov Blanket Discovery
2003275
5 2003215
6 2010214
7
HITON: a novel Markov Blanket algorithm for optimal variable selection.
2003198
8 2005153
9 2013152
10 2014151
11 2015117
12 2010106
13 2017100
14 201291
15 201591
16 201373
17
Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery.
200369
18 201169
19 201360
20 201559

About Alexander Statnikov

Alexander Statnikov is a scholar working on Molecular Biology, Artificial Intelligence, Computational Theory and Mathematics, Management Science and Operations Research and Rheumatology, having authored 83 papers that have together received 4.6k indexed citations. Recurring topics across this work include Gene expression and cancer classification (23 papers), Bayesian Modeling and Causal Inference (17 papers), Bioinformatics and Genomic Networks (17 papers), Machine Learning in Bioinformatics (8 papers), Machine Learning and Data Classification (7 papers), Advanced Multi-Objective Optimization Algorithms (7 papers), Machine Learning and Algorithms (7 papers) and Data Quality and Management (6 papers). The work is most often cited by research in Artificial Intelligence (1.6k citations), Molecular Biology (1.8k citations), Management Science and Operations Research (287 citations), Computational Theory and Mathematics (363 citations) and Health Informatics (30 citations). Alexander Statnikov has collaborated with scholars based in United States, Russia and France. Frequent co-authors include Constantin Aliferis, Ioannis Tsamardinos, Lily Wang, Douglas P. Hardin, Shawn Levy, Isaac R. Galatzer‐Levy, Subramani Mani, Xenofon Koutsoukos, Arieh Y. Shalev and Karen‐Inge Karstoft. Their work appears in journals such as PLoS ONE, Scientific Reports, Osteoarthritis and Cartilage, Nonlinear Analysis and Journal of Machine Learning Research.

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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