Concepedia

Uncertain Frequent Pattern Mining

Uncertain Frequent Pattern Mining is a subfield of frequent pattern mining that specifically addresses the discovery of frequently occurring itemsets in transactional databases where the presence or absence of items in transactions is governed by probabilistic or uncertain data representations, thereby distinguishing it from traditional frequent pattern mining which assumes deterministic data.

85

Publications

3.8K

Citations

194

Authors

97

Institutions

Publications per year

2017–2026

23

Variants

Probabilistic Frequent Pattern Mining

Parents

Publications

85

Frequent pattern mining with uncertain data

Charų C. Aggarwal, Yan Li, Jianyong Wang et al. · 2009 · 296 citations

, , +13

Probabilistic frequent itemset mining in uncertain databases

Thomas Bernecker, Hans‐Peter Kriegel, Matthias Renz et al. · 2009 · 262 citations

, , +13

A survey of itemset mining

Philippe Fournier‐Viger, Jerry Chun‐Wei Lin, Bay Vo et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 2017 · 228 citations

, , +11

Mining frequent itemsets over uncertain databases

Yongxin Tong, Lei Chen, Yurong Cheng et al. · Proceedings of the VLDB Endowment · 2012 · 157 citations

, , +8

Mining Frequent Subgraph Patterns from Uncertain Graph Data

Zhaonian Zou, Jianzhong Li, Hong Gao et al. · IEEE Transactions on Knowledge and Data Engineering · 2010 · 155 citations

, , +15

1–5 of 85

Authors

194

  1. CK
    Carson K. Leung

    University of Manitoba, Canada

    24 publications · 966 citations

    17

    h-index

  2. JC
    Jerry Chun‐Wei Lin

    Western Norway University of Applied Sciences, Norway

    8 publications · 576 citations

    8

    h-index

  3. RK
    Richard Kyle MacKinnon

    University of Manitoba, Canada

    7 publications · 269 citations

    7

    h-index

  4. TH
    Tzung‐Pei Hong

    National University of Kaohsiung, Taiwan

    6 publications · 312 citations

    6

    h-index

  5. PF
    Philippe Fournier‐Viger

    Harbin Institute of Technology, China

    6 publications · 495 citations

    6

    h-index

1–5 of 194

Institutions

97

  1. University of Manitoba

    Winnipeg, Canada

    17 h-index

    59 publications

    2.1K citations

  2. Harbin Institute of Technology

    Harbin, China

    9 h-index

    26 publications

    2.1K citations

  3. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    6 h-index

    16 publications

    724 citations

  4. National Sun Yat-sen University

    Kaohsiung City, Taiwan

    6 h-index

    6 publications

    312 citations

  5. National University of Kaohsiung

    Kaohsiung City, Taiwan

    6 h-index

    7 publications

    374 citations

  6. Sejong University

    Seoul, South Korea

    5 h-index

    10 publications

    586 citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    15 publications

    1.1K citations

  8. Shenzhen Institute of Information Technology

    Shenzhen, China

    4 h-index

    7 publications

    631 citations

1–8 of 97

Venues

  1. Information Sciences

    5 publications · 248 citations

    5

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 4 publications · 339 citations

    4

    h-index

  3. Knowledge-Based Systems

    4 publications · 210 citations

    4

    h-index

  4. Applied Intelligence

    3 publications · 89 citations

    3

    h-index

  5. Knowledge and Information Systems

    4 publications · 121 citations

    3

    h-index

1–5