The reliability of analogy-based prediction

被引：1
|
作者：
D. V. Vinogradov
机构：
[1] Russian Academy of Sciences,Federal Research Center Computer Science and Control
[2] Russian State University for the Humanities,undefined
来源：
Automatic Documentation and Mathematical Linguistics | 2017年 / 51卷 / 4期
关键词：
similarity; coupling Markov chain; lower half-space; and resampling;
D O I：
10.3103/S0005105517040033
中图分类号：
学科分类号：
摘要：
This paper is focused on choosing a sufficient number of runs of a coupling Markov chain that makes it possible to generate, with a high confidence level, hypotheses such that at least one of them is inserted into any test example with high probability of positive prediction. The proposed technique is based on the Vapnik–Chervonenkis resampling method.
引用
收藏
页码：191 / 195
页数：4
相关论文
共 50 条
  • [1] Analogy-based expectation equilibrium
    Jehiel, P
    JOURNAL OF ECONOMIC THEORY, 2005, 123 (02) : 81 - 104
  • [2] Theoretical Maximum Prediction Accuracy for Analogy-based Software Cost Estimation
    Keung, Jacky W.
    APSEC 2008:15TH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE, PROCEEDINGS, 2008, : 495 - 502
  • [3] Towards Analogy-Based Decision - A Proposal
    Billingsley, Richard
    Prade, Henri
    Richard, Gilles
    Williams, Mary-Anne
    FLEXIBLE QUERY ANSWERING SYSTEMS, FQAS 2017, 2017, 10333 : 28 - 35
  • [4] Building robots with analogy-based anticipation
    Petkov, Georgi
    Naydenov, Tchavdar
    Grinberg, Maurice
    Kokinov, Boicho
    KI 2006: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2007, 4314 : 76 - +
  • [5] On the computational challenges of analogy-based generalization
    Wareham, Todd
    van Rooij, Iris
    COGNITIVE SYSTEMS RESEARCH, 2011, 12 (3-4) : 266 - 280
  • [6] An Analogy-Based Approach to Argument Evaluation
    Makula, Szymon
    ARGUMENTATION, 2025,
  • [7] Analogy-Based Preference Learning with Kernels
    Fahandar, Mohsen Ahmadi
    Hullermeier, Eyke
    ADVANCES IN ARTIFICIAL INTELLIGENCE, KI 2019, 2019, 11793 : 34 - 47
  • [8] Analogy-based reasoning in classifier construction
    Wojna, A
    TRANSACTIONS ON ROUGH SETS IV, 2005, 3700 : 277 - 374
  • [9] The consistency of empirical comparisons of regression and analogy-based software project cost prediction
    Mair, C
    Shepperd, M
    2005 INTERNATIONAL SYMPOSIUM ON EMPIRICAL SOFTWARE ENGINEERING (ISESE), PROCEEDINGS, 2005, : 491 - 500
  • [10] Designing Analogy-Based Simulations To Teach Abstractions
    Ashe, Colin A.
    Yaron, David J.
    PEDAGOGIC ROLES OF ANIMATIONS AND SIMULATIONS IN CHEMISTRY COURSES, 2013, 1142 : 367 - 388
12345