Alexander Statnikov

6.9k citations
87 papers · 5.2k · 2 hit papers · h-index 32

Impact in

Papers in

    • Gene expression and cancer classification 18
    • Bioinformatics and Genomic Networks 11
    • Machine Learning in Bioinformatics 6
    • Bayesian Modeling and Causal Inference 17
    • Machine Learning and Algorithms 8
    • Machine Learning and Data Classification 8

Alexander Statnikov

84 papers receiving 5.0k citations

Alexander Statnikov's Hit Papers

A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification 2008 · 550 citations
5500+7+14Years since publication200400600

Peers

Alexander Statnikov
Comparison fields: 5 of 191
  • Artificial Intelligence 1.9k
  • Health Informatics 45
  • Molecular Biology 1.7k
  • Management Science and Operations Research 328
  • Health Information Management 100
Replace Ioannis Tsamardinos with:
Ioannis Tsamardinos Greece
Constantin Aliferis United States
Jesse Davis Belgium
Yoichi Hayashi Japan
Bernd Bischl Germany
Aidong Zhang United States
Jiuyong Li Australia
Jiayu Zhou United States
Paola Sebastiani United States
Amparo Alonso‐Betanzos Spain
Alexander Statnikov relative to Ioannis Tsamardinos Greece Ioannis Tsamardinos's profile →
Citations per field
00.5×1.6×
Ioannis Tsamardinos · 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 87 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 →
2004674
2
A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification
Hit paper breakdown →
2008550
3 2010347
4
Algorithms for Large Scale Markov Blanket Discovery
2003314
5 2003248
6 2010222
7
HITON: a novel Markov Blanket algorithm for optimal variable selection.
2003220
8 2013162
9 2005161
10 2014158
11 2015127
12 2010121
13 2017109
14 201596
15 201294
16
Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery.
200379
17 201179
18 201374
19 201572
20 201969

About Alexander Statnikov

Alexander Statnikov is a scholar working on Molecular Biology, Artificial Intelligence, Computational Theory and Mathematics, Management Science and Operations Research and Biophysics, having authored 87 papers that have together received 5.2k indexed citations. Recurring topics across this work include Gene expression and cancer classification (18 papers), Bayesian Modeling and Causal Inference (17 papers), Bioinformatics and Genomic Networks (11 papers), Machine Learning and Algorithms (8 papers), Machine Learning and Data Classification (8 papers), Advanced Multi-Objective Optimization Algorithms (7 papers), Data Quality and Management (6 papers) and Machine Learning in Bioinformatics (6 papers). The work is most often cited by research in Artificial Intelligence (1.9k citations), Health Informatics (45 citations), Molecular Biology (1.7k citations), Management Science and Operations Research (328 citations) and Health Information Management (100 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, Subramani Mani, Isaac R. Galatzer‐Levy, Xenofon Koutsoukos, Arieh Y. Shalev and Karen‐Inge Karstoft. Their work appears in journals such as PLoS ONE, Osteoarthritis and Cartilage, Journal of Machine Learning Research, Nonlinear Analysis and Scientific Reports.

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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