Markus Goldstein

2.7k citations
21 papers · 1.9k · 2 hit papers · h-index 10

Impact in

    • Anomaly Detection Techniques and Applications
    • Data Stream Mining Techniques
    • Imbalanced Data Classification Techniques
    • Machine Learning and Data Classification
    • Time Series Analysis and Forecasting
    • Advanced Malware Detection Techniques

Papers in

Markus Goldstein

20 papers receiving 1.8k citations

Markus Goldstein's Hit Papers

A Comparative Evaluation of Unsupervised Anomaly Detection Algorithms for Multivariate Data 2016 · 607 citations
6070+13+27Years since publication200400600

Peers

Markus Goldstein
Comparison fields: 5 of 166
  • Artificial Intelligence 1.1k
  • Signal Processing 288
  • Computer Networks and Communications 564
  • Statistics and Probability 78
  • Control and Systems Engineering 210
Replace S.R. Safavian with:
S.R. Safavian United States
Rong Zhu China
Juan J. Rodríguez Spain
José C. Cabaleiro Spain
Bill Fulkerson United States
Tomás F. Pena Spain
Ajit Singh India
Eva Cernadas Spain
Alí­pio Jorge Portugal
Jiawei Luo China
Markus Goldstein relative to S.R. Safavian United States S.R. Safavian's profile →
Citations per field
00.5×
S.R. Safavian · 1×
Citations per year

Countries citing papers authored by Markus Goldstein

Since Specialization
Citations

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

Fields of papers citing papers by Markus Goldstein

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authors

The 20 scholars most cited alongside Markus Goldstein, 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 Markus Goldstein Line = papers co-authored together Markus Goldstein links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 21 papers — load more, or switch the sort, to bring in the rest.

#Work
1
A Comparative Evaluation of Unsupervised Anomaly Detection Algorithms for Multivariate Data
Hit paper breakdown →
2016607
2
Multivariate Analysis: Methods and Applications
Hit paper breakdown →
1985417
3 2013297
4
Histogram-based Outlier Score (HBOS): A fast Unsupervised Anomaly Detection Algorithm
2012271
5 201299
6 201333
7 197230
8 200822
9 200816
10
Gender, Power and Agricultural Investment in Ghana1
200312
11 20138
12 20087
13 20117
14 20236
15 20165
16 19865
17 20135
18 20094
19 19752
20 19751

About Markus Goldstein

Markus Goldstein is a scholar working on Artificial Intelligence, Computer Networks and Communications, Hardware and Architecture, Management Science and Operations Research and Biomedical Engineering, having authored 21 papers that have together received 1.9k indexed citations. Recurring topics across this work include Network Security and Intrusion Detection (10 papers), Anomaly Detection Techniques and Applications (7 papers), Network Packet Processing and Optimization (3 papers), Internet Traffic Analysis and Secure E-voting (3 papers), Artificial Immune Systems Applications (3 papers), Probability and Risk Models (2 papers), Imbalanced Data Classification Techniques (1 paper) and Point processes and geometric inequalities (1 paper). The work is most often cited by research in Artificial Intelligence (1.1k citations), Signal Processing (288 citations), Computer Networks and Communications (564 citations), Statistics and Probability (78 citations) and Control and Systems Engineering (210 citations). Markus Goldstein has collaborated with scholars based in Germany, United States and United Kingdom. Frequent co-authors include Seiichi Uchida, Andreas Dengel, William R. Dillon, Sangit Chätterjee, Slim Abdennadher, Matthias Reif, Thomas M. Breuel, Faisal Shafait, Armin Stahl and Christopher Udry. Their work appears in journals such as Journal of Applied Probability, Journal of the European Economic Association, Biometrics, Applied Sciences and PLoS ONE.

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.

Explore authors with similar magnitude of impact