Concepedia

Probabilistic Inference Network Model

The Probabilistic Inference Network Model is a formal framework for information retrieval that structurally integrates probabilistic reasoning within a directed graph of evidence and hypotheses, distinguishing itself by explicitly modeling the conditional dependencies between queries, documents, and relevance through Bayesian inference.

84

Publications

7.4K

Citations

260

Authors

119

Institutions

Publications per year

2017–2026

22

Parents

Publications

84

Inference of patient-specific pathway activities from multi-dimensional cancer genomics data using PARADIGM

Charles Vaske, Stephen C. Benz, Dent Earl et al. · Bioinformatics · 2010 · 815 citations · Full text

, , +17

Evaluation of an inference network-based retrieval model

Howard R. Turtle, W. Bruce Croft · ACM Transactions on Information Systems · 1991 · 577 citations · Full text

, , +12

Pearl, J. (1988, second printing 1991). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan-Kaufmann.

仁 大西 · Medical Entomology and Zoology · 1994 · 551 citations

, , +16

Inference Networks for Document Retrieval

Howard R. Turtle, W. Bruce Croft · ACM SIGIR Forum · 2017 · 425 citations · Full text

, , +14

A Stochastic Grammar of Images

Song‐Chun Zhu, David Mumford · Foundations and Trends® in Computer Graphics and Vision · 2007 · 329 citations

, , +16

1–5 of 84

Authors

260

  1. WB
    W. Bruce Croft

    University of Massachusetts Amherst, United States

    10 publications · 2K citations

    10

    h-index

  2. HR
    Howard R. Turtle

    University of Massachusetts Amherst, United States

    6 publications · 1.5K citations

    6

    h-index

  3. TH
    Tao Hai

    Qiannan Normal College For Nationalities, China

    1 publications · 16 citations

    1

    h-index

  4. MS
    Michael Skinner

    Defence Science and Technology Group, Australia

    1 publications · 37 citations

    1

    h-index

  5. MZ
    Ming Zhou

    Microsoft Research Asia (China), China

    1 publications · 24 citations

    1

    h-index

1–5 of 260

Institutions

119

  1. University of Massachusetts Amherst

    Amherst Center, United States

    9 h-index

    15 publications

    3.3K citations

  2. University of Central Florida

    Orlando, United States

    3 h-index

    6 publications

    130 citations

  3. University of California, Los Angeles

    Los Angeles, United States

    3 h-index

    5 publications

    469 citations

  4. University of Washington

    Seattle, United States

    3 h-index

    15 publications

    802 citations

  5. Aalborg University

    Aalborg, Denmark

    2 h-index

    3 publications

    434 citations

  6. Tsinghua University

    Beijing, China

    2 h-index

    5 publications

    269 citations

  7. University of Rochester

    Rochester, United States

    2 h-index

    2 publications

    227 citations

  8. ETH Zurich

    Zurich, Switzerland

    2 h-index

    2 publications

    30 citations

1–8 of 119

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 80 citations

    3

    h-index

  2. 3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 276 citations

    3

    h-index

  4. The Computer Journal

    2 publications · 450 citations

    2

    h-index

  5. Information Processing & Management

    2 publications · 49 citations

    2

    h-index

1–5