Advanced Clustering Algorithms Research
Advanced Clustering Algorithms Research is a research topic within Artificial Intelligence. Science Explorer counts 13k research works in it since 1950. 20.6% of them reached the world's top 10% most cited for their field and year.
This cluster of papers encompasses advancements in data clustering techniques and algorithms, covering topics such as K-means, cluster validation, high-dimensional data clustering, density-based clustering, semi-supervised clustering, document clustering, fuzzy clustering, evolutionary algorithms for clustering, and stream data clustering.
- Clustering Algorithms
- K-means
- Cluster Validation
- High-dimensional Data
- Density-based Clustering
- Semi-supervised Clustering
- Document Clustering
- Fuzzy Clustering
- Evolutionary Algorithms
- Stream Data Clustering
- Research works
- 13k fractional, since 1950
- In the world top 10%
- 2.7k per year above
- Top-10% rate
- 20.6% share of its works in the world top 10%
- Growth, 2013–17 → 2018–22
- +8% the tick is no change
Which countries lead Advanced Clustering Algorithms Research research?
By volume, China and India publish the most (909 and 267 works in 2022–2025).
How concentrated that is
The same countries as shares of everything the list above accounts for. A node where two countries do two thirds of the work and one spread evenly across twelve read alike as a ranking and not at all alike here.
Shares of the rows listed above, not of the whole node.
Which institutions lead Advanced Clustering Algorithms Research research?
By volume in 2022–2025, Northwestern Polytechnical University publishes the most Advanced Clustering Algorithms Research research, followed by National University of Defense Technology and Xi’an University of Posts and Telecommunications.
By volume, 2022–2025
- 1 Northwestern Polytechnical University China 28 works
- 2 National University of Defense Technology China 25 works
- 3 Xi’an University of Posts and Telecommunications China 17 works
- 4 University of Electronic Science and Technology of China China 16 works
- 5 Xidian University China 15 works
- 6 Dalian University of Technology China 14 works
- 7 Shenzhen University China 11 works
- 8 Harbin Institute of Technology China 11 works
- 9 Guangdong University of Technology China 11 works
- 10 Sapienza University of Rome Italy 10 works
Who are the leading researchers in Advanced Clustering Algorithms Research?
The most-cited researchers publishing on Advanced Clustering Algorithms Research include Xiaogang Wang, Philip S. Yu and Anil K. Jain.
- 1 Xiaogang Wang 13k citations
- 2 Philip S. Yu 6.6k citations
- 3 Anil K. Jain 6.3k citations
- 4 Hans‐Peter Kriegel 5.7k citations
- 5 Witold Pedrycz 5.4k citations
- 6 Jiawei Han 5.2k citations
- 7 Adrian E. Raftery 5k citations
- 8 Michael I. Jordan 4.8k citations
Ranked by citations received across their whole record, among researchers with at least three works on this topic.
Where is Advanced Clustering Algorithms Research research done?
The largest centres of Advanced Clustering Algorithms Research research in 2022–2025 are Beijing (China), Xi'an (China), Chengdu (China) and Changsha (China). Among places with at least 20 works in it, it is an unusually large share of all research in Xi'an, Dalian and Changsha.
Largest cities, 2022–2025
Where it is the local speciality
- Xi'anCN · 89.4 works4.5×
- DalianCN · 23.8 works3.7×
- ChangshaCN · 44.0 works3.6×
Location quotient: how much more of its research is in Advanced Clustering Algorithms Research than the world average.
Where is the best place to study Advanced Clustering Algorithms Research?
Among universities, judged by research, Northwestern Polytechnical University, National University of Defense Technology and Shenzhen University score highest, combining excellence, specialisation, size, growth and international reach. Research strength is one signal when choosing where to study; it does not measure teaching.
One dot per university in the table below. The upper left is the interesting corner: small places doing unusually strong work.
| # | University | Score | Top 10% | Specialisation | Works | Growth |
|---|---|---|---|---|---|---|
| 1 | Northwestern Polytechnical University China | 93.6 | 54.1% | 9.6× | 28 | +303.8% |
| 2 | National University of Defense Technology China | 77.7 | 48.2% | 12.6× | 25 | +95.9% |
| 3 | Shenzhen University China | 54.5 | 26.9% | 6.0× | 11 | +363.2% |
| 4 | Chongqing University of Posts and Telecommunications China | 52.7 | 38.1% | 12.2× | 9 | +20.5% |
| 5 | Shanxi University China | 52.4 | 30.2% | 14.2× | 9 | +74.9% |
| 6 | University of Electronic Science and Technology of China China | 48.8 | 32.7% | 5.6× | 16 | +51.9% |
| 7 | Xidian University China | 48.1 | 24.6% | 8.2× | 15 | +18.3% |
| 8 | Guangdong University of Technology China | 47.1 | 31.4% | 7.7× | 11 | +33.0% |
| 9 | Xi’an University of Posts and Telecommunications China | 46.9 | 12.3% | 31.8× | 16 | +75.6% |
| 10 | Dalian University of Technology China | 38.8 | 26.4% | 5.8× | 14 | +0.9% |
Universities only. Score blends excellence (30%), specialisation (25%), size (20%), growth (15%) and international reach (10%), 2015–2022; growth compares 2010–14 with 2015–19.
Is Advanced Clustering Algorithms Research research growing?
Output in 2018–2022 was 8% higher than in 2013–2017, peaking in 2025. The fastest-growing topics are Advanced Clustering Algorithms Research.
The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.
Which topics inside it are moving
Growth and decline on one axis around a shared zero. Two lists side by side hide the thing that matters: whether the growth dwarfs the decline, or the other way round.