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Topic · Information Systems

Information Retrieval and Data Mining

Information Retrieval and Data Mining is a research topic within Information Systems. Science Explorer counts 20k research works in it since 1970. 9.8% of them reached the world's top 10% most cited for their field and year.

This cluster of papers focuses on information retrieval, data mining techniques, and their applications in various domains such as e-commerce, privacy protection, internet of things, and digital transformation. It covers topics like social network extraction, machine learning, knowledge acceleration, and the use of big data for analysis.

  • Information Retrieval
  • Data Mining
  • Social Network Extraction
  • E-Commerce
  • Privacy Protection
  • Internet of Things
  • Machine Learning
  • Knowledge Acceleration
  • Digital Transformation
  • Big Data
Research works
20k
fractional, since 1970
In the world top 10%
2k
per year above
Top-10% rate
9.8%
share of its works in the world top 10%
Growth, 2018-21 → 2022-25
+32%
the tick is no change
Largest producer
Indonesia
89% of the 10 largest, 2022-now
Information Retrieval and Data Mining

Which countries lead Information Retrieval and Data Mining research?

By volume, Indonesia and ?? publish the most (9k and 391 works in 2022-now).

By volume, 2022-now

  1. 1 Indonesia 9k works
  2. 2 ?? 391 works
  3. 3 India 221 works
  4. 4 Malaysia 111 works
  5. 5 United States 103 works
  6. 6 Russia 72 works
  7. 7 Philippines 54 works
  8. 8 China 54 works
  9. 9 Canada 29 works
  10. 10 Nigeria 21 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.

Indonesia: 89.5%??: 3.9%India: 2.2%Malaysia: 1.1%6 others listed: 3.3%89%largest
Indonesia8,979 · 89.5%??391 · 3.9%India221 · 2.2%Malaysia111 · 1.1%6 others listed332 · 3.3%

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

Which institutions lead Information Retrieval and Data Mining research?

By volume in 2022-now, Telkom University publishes the most Information Retrieval and Data Mining research, followed by Universitas Informatika dan Bisnis Indonesia and Binus University.

By volume, 2022-now

  1. 1 Telkom UniversityIndonesia 224 works
  2. 2 Universitas Informatika dan Bisnis IndonesiaIndonesia 201 works
  3. 3 Binus UniversityIndonesia 169 works
  4. 4 University of Pembangunan Nasional Veteran Jawa TimurIndonesia 159 works
  5. 5 Universitas Nusa BangsaIndonesia 149 works
  6. 6 Universitas Islam Negeri Sumatera UtaraIndonesia 148 works
  7. 7 Universitas Katolik Widya MandiraIndonesia 127 works
  8. 8 Universitas Bina DarmaIndonesia 118 works
  9. 9 Gunadarma UniversityIndonesia 112 works
  10. 10 Udayana UniversityIndonesia 105 works

What are the most cited papers in Information Retrieval and Data Mining?

The most cited paper in Information Retrieval and Data Mining is "Effects of COVID-19 in E-learning on higher education institution students: the group comparison between male and female" (Arfan Shahzad, Rohail Hassan, Adejare Yusuff Aremu et al., 2020), with 596 citations. Next come "Metode Systematic Literature Review untuk Identifikasi Platform dan Metode Pengembangan Sistem Informasi di Indonesia" (514) and "IMPLEMENTASI GENETIC FUZZY SYSTEM UNTUK MENGIDENTIFIKASI HASIL CURIAN KENDARAAN BERMOTOR DI POLDA LAMPUNG" (452).

Most cited papers
#PaperReleasedCitations
1 Effects of COVID-19 in E-learning on higher education institution students: the group comparison between male and female Arfan Shahzad, Rohail Hassan, Adejare Yusuff Aremu et al. · Quality & Quantity Open access 4 Aug 2020 596
2 Metode Systematic Literature Review untuk Identifikasi Platform dan Metode Pengembangan Sistem Informasi di Indonesia Evi Triandini, Sadu Jayanatha, Arie Indrawan et al. · Indonesian Journal of Information Systems ReviewOpen access 23 Feb 2019 514
3 IMPLEMENTASI GENETIC FUZZY SYSTEM UNTUK MENGIDENTIFIKASI HASIL CURIAN KENDARAAN BERMOTOR DI POLDA LAMPUNG Arie Setya Putra, Ochi Marshella Febriani, Bobby Bachry · Jurnal SIMADA (Sistem Informasi dan Manajemen Basis Data) Open access 9 Mar 2018 452
4 Social network analysis: An overview Shazia Tabassum, Fabíola S. F. Pereira, Sofia Fernandes et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery 17 Apr 2018 419
5 Artificial intelligence—a modern approach by Stuart Russell and Peter Norvig, Prentice Hall. Series in Artificial Intelligence, Englewood Cliffs, NJ. Gerd Brewka · The Knowledge Engineering Review Mar 1996 354
All 101 most cited papers, with filters and sorting

Where is Information Retrieval and Data Mining research done?

The largest centres of Information Retrieval and Data Mining research in 2022-now are Jakarta (Indonesia), Bandung (Indonesia), Surabaya (Indonesia) and Medan (Indonesia). Among places with at least 20 works in it, it is an unusually large share of all research in Semarang, Blitar and Salatiga.

Largest cities, 2022-now

  1. 1 JakartaIndonesia 1.2k works
  2. 2 BandungIndonesia 889 works
  3. 3 SurabayaIndonesia 517 works
  4. 4 MedanIndonesia 451 works
  5. 5 YogyakartaIndonesia 340 works
  6. 6 SemarangIndonesia 316 works
  7. 7 MalangIndonesia 309 works
  8. 8 MakassarIndonesia 269 works
  9. 9 PalembangIndonesia 248 works
  10. 10 BogorIndonesia 244 works

Where it is the local speciality

  1. Semarang33.4 works52×
  2. BlitarID · 20.9 works46×
  3. SalatigaID · 91.4 works39×
  4. SyktyvkarRU · 29.0 works39×
← less than its size predicts1×more →

Location quotient: how much more of its research is in Information Retrieval and Data Mining than the world average.

See Information Retrieval and Data Mining on the map

Where is the best place to study Information Retrieval and Data Mining?

Among universities, judged by research, Binus University, Universitas Tama Jagakarsa and Universitas Informatika dan Bisnis Indonesia 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%20%40%mean 14.7%fractional works in this field (log) →share of work in the world top 10% →Universitas Tama Jag…Institut Teknologi T…Binus UniversityUniversitas Informat…
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
1Binus UniversityIndonesia 63.414.5%35.6×169 +73.6%
2Universitas Tama JagakarsaIndonesia 57.644.9%55.0×10 -
3Universitas Informatika dan Bisnis IndonesiaIndonesia 57.47.0%65.8×202 +25.4%
4Institut Teknologi Telkom PurwokertoIndonesia 56.416.4%175.8×75 +115.8%
5University of Singaperbangsa KarawangIndonesia 55.112.3%29.8×104 +137.5%
6Universitas Islam Negeri Sultan Syarif Kasim RiauIndonesia 54.916.4%23.7×62 +68.9%
7Universitas Nusa BangsaIndonesia 54.76.9%38.7×149 +350.8%
8Satya Wacana Christian UniversityIndonesia 54.512.2%41.5×91 +19.6%
9Universitas Katolik Widya MandiraIndonesia 54.38.1%93.0×127 +187.8%
10Universitas Islam Negeri Sumatera UtaraIndonesia 54.18.3%16.9×148 +601.4%

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 Information Retrieval and Data Mining, country by country

Is Information Retrieval and Data Mining research growing?

Output in 2022-2025 was 32% higher than in 2018-2021, peaking in 2023. The fastest-growing topics are Information Retrieval and Data Mining.

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 Information Retrieval and Data Mining as a percentage of every work published that year, 0.035% in 2024.

still counting0.025%0.050%0.075%Information Retrieval and Data Mining0.028% in 202519801990200020102020

Fractional works of Information Retrieval and Data Mining 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%Information Retrieval and Data Mining9.6% in 20252020

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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