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Topic · Urban Studies

Advanced Computing and Algorithms

Advanced Computing and Algorithms is a research topic within Urban Studies. Science Explorer counts 10k research works in it since 1956. 9.9% of them reached the world's top 10% most cited for their field and year.

This cluster of papers explores the dynamics of urban structure through spatial network analysis, covering topics such as 3D visualization, internet of things, wireless sensor networks, remote sensing images, community detection, and traffic management in the context of smart cities.

  • Spatial Network Analysis
  • Urban Structure
  • Spatial Query
  • 3D Visualization
  • Internet of Things
  • Wireless Sensor Networks
  • Remote Sensing Images
  • Community Detection
  • Traffic Management
  • Smart Cities
Research works
10k
fractional, since 1956
In the world top 10%
1k
per year above
Top-10% rate
9.9%
share of its works in the world top 10%
Growth, 2018-21 → 2022-25
+97%
the tick is no change
Largest producer
China
76% of the 10 largest, 2022-now

Which countries lead Advanced Computing and Algorithms research?

By volume, China and India publish the most (2.8k and 343 works in 2022-now).

By volume, 2022-now

  1. 1 China 2.8k works
  2. 2 India 343 works
  3. 3 United States 133 works
  4. 4 Japan 79 works
  5. 5 South Korea 67 works
  6. 6 ?? 64 works
  7. 7 Indonesia 51 works
  8. 8 United Kingdom 44 works
  9. 9 Malaysia 36 works
  10. 10 Iraq 34 works

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.

China: 76.4%India: 9.5%United States: 3.7%Japan: 2.2%6 others listed: 8.2%76%largest
China2,753 · 76.4%India343 · 9.5%United States133 · 3.7%Japan79 · 2.2%6 others listed297 · 8.2%

Shares of the rows listed above, not of the whole node.

Which institutions lead Advanced Computing and Algorithms research?

By volume in 2022-now, Chinese Academy of Sciences publishes the most Advanced Computing and Algorithms research, followed by Beijing University of Posts and Telecommunications and Xi’an University of Posts and Telecommunications.

Who are the leading researchers in Advanced Computing and Algorithms?

The most-cited researchers publishing on Advanced Computing and Algorithms include Wei Huang, Ben Zhong Tang and Kai You Wang.

  1. 1 Wei Huang China 267k citations
  2. 2 Ben Zhong Tang China 261k citations
  3. 3 Kai You Wang China 224k citations
  4. 4 Philip S. Yu United States 141k citations

Ranked by citations received across their whole record, among researchers with at least three works on this topic.

What are the most cited papers in Advanced Computing and Algorithms?

The most cited paper in Advanced Computing and Algorithms is "Hypergraph Neural Networks" (Yifan Feng, Haoxuan You, Zizhao Zhang et al., 2019), with 1,743 citations. Next come "Nonnegative Matrix Factorization: A Comprehensive Review" (1,016) and "Image Analysis for MRI Based Brain Tumor Detection and Feature Extraction Using Biologically Inspired BWT and SVM" (616).

Most cited papers
#PaperReleasedCitations
1 Hypergraph Neural Networks Yifan Feng, Haoxuan You, Zizhao Zhang et al. · Proceedings of the AAAI Conference on Artificial Intelligence Conference paperOpen access 17 Jul 2019 1,743
2 Nonnegative Matrix Factorization: A Comprehensive Review Yu-Xiong Wang, Yu‐Jin Zhang · IEEE Transactions on Knowledge and Data Engineering 6 Mar 2012 1,016
3 Image Analysis for MRI Based Brain Tumor Detection and Feature Extraction Using Biologically Inspired BWT and SVM Nilesh Bhaskarrao Bahadure, Arun Kumar Ray, Har Pal Thethi · International Journal of Biomedical Imaging Open access 2017 616
4 MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation Xucong Zhang, Yusuke Sugano, Mario Fritz et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence 28 Nov 2017 606
5 Joint Embedding Learning and Sparse Regression: A Framework for Unsupervised Feature Selection Chenping Hou, Feiping Nie, Xuelong Li et al. · IEEE Transactions on Cybernetics Open access 22 Jul 2013 572
All 99 most cited papers, with filters and sorting

Where is Advanced Computing and Algorithms research done?

The largest centres of Advanced Computing and Algorithms research in 2022-now are Beijing (China), Xi'an (China), Shanghai (China) and Nanjing (China). Among places with at least 20 works in it, it is an unusually large share of all research in Guilin.

Largest cities, 2022-now

  1. 1 BeijingChina 396 works
  2. 2 Xi'anChina 155 works
  3. 3 ShanghaiChina 127 works
  4. 4 NanjingChina 123 works
  5. 5 WuhanChina 115 works
  6. 6 GuangzhouChina 113 works
  7. 7 ChengduChina 86 works
  8. 8 ChongqingChina 75 works
  9. 9 JinanChina 75 works
  10. 10 TianjinChina 72 works

Where it is the local speciality

  1. GuilinCN · 27.1 works8.4×
← less than its size predicts1×more →

Location quotient: how much more of its research is in Advanced Computing and Algorithms than the world average.

See Advanced Computing and Algorithms on the map

Where is the best place to study Advanced Computing and Algorithms?

Among universities, judged by research, Xidian University, Northwestern Polytechnical University and Southeast 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.

0%10%20%30%mean 18.13%fractional works in this field (log) →share of work in the world top 10% →Xidian UniversityNorthwestern Polytec…National University …Southeast University
above the meannear itbelow it

One dot per university in the first ten of the table below, at the default weights. The upper left is the interesting corner: small places doing unusually strong work.

Excellenceshare of its work in the world top 10%, 2022-now and all time averaged
40%
Specialisationhow much of its work is in this field, counted up to 10× the world share
10%
Sizeits output in this field, on a log scale
30%
Growthoutput growth, counted from -20% to +20%
10%
Internationalshare of its work with a co-author abroad
10%
Each slider sets a weight; the share it gets of the score is beside it.
#UniversityScoreTop 10%SpecialisationWorksGrowth
1Xidian UniversityChina 86.427.5%9.5×24 +100.9%
2Northwestern Polytechnical UniversityChina 84.627.2%6.1×24 +29.7%
3Southeast UniversityChina 67.617.3%4.0×20 +196.8%
4National University of Defense TechnologyChina 66.023.7%6.8×18 +40.7%
5Beijing University of Posts and TelecommunicationsChina 64.36.9%16.8×37 +25.4%
6Chongqing University of Posts and TelecommunicationsChina 62.615.1%21.2×21 +85.8%
7Southwest Jiaotong UniversityChina 61.815.2%7.4×20 +243.9%
8Fuzhou UniversityChina 59.416.3%8.5×16 +173.1%
9University of Electronic Science and Technology of ChinaChina 59.210.6%5.9×23 +76.6%
10Beihang UniversityChina 56.321.5%3.6×14 +115.9%

Universities only. The score blends excellence (40%), size (30%), specialisation (10%), growth (10%), international reach (10%), 2022-now; growth compares 2018-21 with 2022-25 and counts up to +20%, since a jump from a small base is mostly noise.

Every institution in Advanced Computing and Algorithms, country by country

Is Advanced Computing and Algorithms research growing?

Output in 2022-2025 was 97% higher than in 2018-2021, peaking in 2024. The fastest-growing topics are Advanced Computing and Algorithms.

still counting19801990200020102020
grewheldshrank

The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.

Its share of all research

Growing output can still be a shrinking share: all of science grows. This is Advanced Computing and Algorithms as a percentage of every work published that year, 0.023% in 2024.

still counting0.010%0.020%0.030%Advanced Computing and Algorithms0.018% in 202519801990200020102020

Fractional works of Advanced Computing and Algorithms over all fractional works that year. How the balance of science has shifted.

How much of it reaches the world top 10%

Year by year.

still counting5%10%15%Advanced Computing and Algorithms9.8% in 202520102020

Of each year's works in it, the share that reached the world's 10% most cited for their field and year. A field is the world for its own topics, so there is no other line to hold it against.

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.

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