Concepedia

Random Walk Features

Random Walk Features is a graph feature engineering method that generates node or graph representations by extracting statistical patterns from sequences of vertices traversed through stochastic walks, distinguishing it from other feature extraction techniques by its reliance on the topological dynamics of probabilistic paths.

37

Publications

1.4K

Citations

102

Authors

67

Institutions

Publications per year

2017–2026

12

Parents

Publications

37

Quantum quincunx in cavity quantum electrodynamics

Barry C. Sanders, Stephen D. Bartlett, Ben Tregenna et al. · Physical Review A · 2003 · 175 citations · Full text

, , +14

Random walk and gap plots of DNA sequences

P M Leong, S. Morgenthaler · Computer applications in the biosciences · 1995 · 121 citations · Full text

, , +11

Smoothing clickthrough data for web search ranking

Jianfeng Gao, Wei Yuan, Xiao Li et al. · 2009 · 91 citations

, , +15

Integrating random walk with restart and k-Nearest Neighbor to identify novel circRNA-disease association

Xiujuan Lei, Chen Bian · Scientific Reports · 2020 · 68 citations · Full text

, , +15

Query suggestion by constructing term-transition graphs

Yang Song, Dengyong Zhou, Li-wei He · 2012 · 65 citations

, , +17

1–5 of 37

Authors

102

  1. JS
    John Steele

    Durham University, United Kingdom

    2 publications · 42 citations

    2

    h-index

  2. GP
    Girijesh Prasad

    University of Ulster, United Kingdom

    2 publications · 35 citations

    2

    h-index

  3. BO
    Brian Odegaard

    University of California, Los Angeles, United States

    2 publications · 65 citations

    2

    h-index

  4. JW
    Joseph W. Goodman

    Stanford University, United States

    2 publications · 33 citations

    2

    h-index

  5. PY
    Pratheepan Yogarajah

    University of Ulster, United Kingdom

    2 publications · 35 citations

    2

    h-index

1–5 of 102

Institutions

67

  1. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    4 publications

    95 citations

  2. University of Ulster

    Coleraine, United Kingdom

    2 h-index

    7 publications

    125 citations

  3. Swiss Finance Institute

    Zurich, Switzerland

    2 h-index

    2 publications

    52 citations

  4. University of Southern California

    Los Angeles, United States

    2 h-index

    3 publications

    59 citations

  5. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    4 publications

    84 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    7 publications

    282 citations

  7. Boston University

    Boston, United States

    2 h-index

    3 publications

    93 citations

  8. Georgetown University

    Washington, United States

    2 h-index

    4 publications

    84 citations

1–8 of 67

Venues

  1. Proceedings of the American Mathematical Society

    PROC · 2 publications · 42 citations

    2

    h-index

  2. Physical Review A

    PRA · 2 publications · 225 citations

    2

    h-index

  3. BMC Bioinformatics

    1 publications · 47 citations

    1

    h-index

  4. Physical Review E

    PRE · 1 publications · 54 citations

    1

    h-index

  5. Ulster University Research Portal (Ulster University)

    Repository · 1 publications · 15 citations

    1

    h-index

1–5