Novel developments in computational intelligence with applications to software quality

计算智能的新发展及其在软件质量方面的应用

基本信息

  • 批准号:
    262151-2007
  • 负责人:
  • 金额:
    $ 1.24万
  • 依托单位:
  • 依托单位国家:
    加拿大
  • 项目类别:
    Discovery Grants Program - Individual
  • 财政年份:
    2011
  • 资助国家:
    加拿大
  • 起止时间:
    2011-01-01 至 2012-12-31
  • 项目状态:
    已结题

项目摘要

This proposal will support new investigations into the theory of computational intelligence and machine learning, and their application to modeling software reliability. Our principal theoretical contributions will be in the new area of "complex fuzzy logic," a recently proposed generalization of fuzzy logic. Complex fuzzy logic is a novel multi-valued logic, whose truth values are complex numbers. Little is currently known about the properties of this logic, or how it might be applied. Our program of research will address both of these questions, by developing both the mathematical-logic foundations of complex fuzzy logic, and inductive learning algorithms that apply complex fuzzy logic to practical problems. We believe that complex fuzzy logic will be particularly effective for time series forecasting. Our research into machine learning will focus on stratification, a method for reducing skewness in machine learning datasets. Stratification algorithms delete samples from the majority class and/or add examples to the minority class, removing or reducing skewness. We will investigate generalizations of various stratification algorithms, and their implementation in the high-performance computing environments commonly used in business intelligence.
该提案将支持对计算智能和机器学习理论及其在软件可靠性建模中的应用的新研究。我们的主要理论贡献将在新的领域“复杂的模糊逻辑”,最近提出的模糊逻辑的推广。复模糊逻辑是一种新的多值逻辑,其真值为复数。目前对这种逻辑的性质以及如何应用这种逻辑知之甚少。我们的研究计划将解决这两个问题,通过开发复杂的模糊逻辑的推理逻辑基础,以及将复杂的模糊逻辑应用于实际问题的归纳学习算法。我们相信,复杂的模糊逻辑将是特别有效的时间序列预测。我们对机器学习的研究将集中在分层上,这是一种减少机器学习数据集中偏斜的方法。分层算法从多数类中删除样本和/或向少数类添加示例,从而消除或减少偏斜。我们将研究各种分层算法的泛化,以及它们在商业智能中常用的高性能计算环境中的实现。

项目成果

期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)

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Dick, Scott其他文献

Classifier ensembles for protein structural class prediction with varying homology
Semi-supervised multi-label classification using an extended graph-based manifold regularization.
  • DOI:
    10.1007/s40747-021-00611-7
  • 发表时间:
    2022
  • 期刊:
  • 影响因子:
    5.8
  • 作者:
    Li, Ding;Dick, Scott
  • 通讯作者:
    Dick, Scott
On Pythagorean and Complex Fuzzy Set Operations
  • DOI:
    10.1109/tfuzz.2015.2500273
  • 发表时间:
    2016-10-01
  • 期刊:
  • 影响因子:
    11.9
  • 作者:
    Dick, Scott;Yager, Ronald R.;Yazdanbakhsh, Omolbanin
  • 通讯作者:
    Yazdanbakhsh, Omolbanin
Detecting Visually Similar Web Pages: Application to Phishing Detection
  • DOI:
    10.1145/1754393.1754394
  • 发表时间:
    2010-05-01
  • 期刊:
  • 影响因子:
    5.3
  • 作者:
    Chen, Teh-Chung;Dick, Scott;Miller, James
  • 通讯作者:
    Miller, James
An investigation of complex fuzzy sets for large-scale learning
  • DOI:
    10.1016/j.fss.2023.108660
  • 发表时间:
    2023-08-16
  • 期刊:
  • 影响因子:
    3.9
  • 作者:
    Sobhi, Sayedabbas;Dick, Scott
  • 通讯作者:
    Dick, Scott

Dick, Scott的其他文献

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{{ truncateString('Dick, Scott', 18)}}的其他基金

Investigating the theory, operationalization, and practical applications of complex fuzzy logic
研究复杂模糊逻辑的理论、操作化和实际应用
  • 批准号:
    RGPIN-2017-05335
  • 财政年份:
    2021
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Investigating the theory, operationalization, and practical applications of complex fuzzy logic
研究复杂模糊逻辑的理论、操作化和实际应用
  • 批准号:
    RGPIN-2017-05335
  • 财政年份:
    2020
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Investigating the theory, operationalization, and practical applications of complex fuzzy logic
研究复杂模糊逻辑的理论、操作化和实际应用
  • 批准号:
    RGPIN-2017-05335
  • 财政年份:
    2019
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Investigating the theory, operationalization, and practical applications of complex fuzzy logic
研究复杂模糊逻辑的理论、操作化和实际应用
  • 批准号:
    RGPIN-2017-05335
  • 财政年份:
    2018
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Intelligent condition monitoring for small induction motors
小型感应电机的智能状态监测
  • 批准号:
    514062-2017
  • 财政年份:
    2017
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Engage Grants Program
Investigating the theory, operationalization, and practical applications of complex fuzzy logic
研究复杂模糊逻辑的理论、操作化和实际应用
  • 批准号:
    RGPIN-2017-05335
  • 财政年份:
    2017
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
  • 批准号:
    262151-2012
  • 财政年份:
    2016
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
  • 批准号:
    262151-2012
  • 财政年份:
    2015
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
  • 批准号:
    262151-2012
  • 财政年份:
    2014
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
  • 批准号:
    262151-2012
  • 财政年份:
    2013
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual

相似海外基金

Novel bioinformatics methods to detect DNA and RNA modifications using Nanopore long-read sequencing
使用 Nanopore 长读长测序检测 DNA 和 RNA 修饰的新型生物信息学方法
  • 批准号:
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计算智能的新发展及其在数据流挖掘中的应用
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    Discovery Grants Program - Individual
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计算智能的新发展及其在数据流挖掘中的应用
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    262151-2012
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    Discovery Grants Program - Individual
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计算智能的新发展及其在数据流挖掘中的应用
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    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
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    262151-2012
  • 财政年份:
    2013
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to data stream mining
计算智能的新发展及其在数据流挖掘中的应用
  • 批准号:
    262151-2012
  • 财政年份:
    2012
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to software quality
计算智能的新发展及其在软件质量方面的应用
  • 批准号:
    262151-2007
  • 财政年份:
    2010
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to software quality
计算智能的新发展及其在软件质量方面的应用
  • 批准号:
    262151-2007
  • 财政年份:
    2009
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
Novel developments in computational intelligence with applications to software quality
计算智能的新发展及其在软件质量方面的应用
  • 批准号:
    262151-2007
  • 财政年份:
    2008
  • 资助金额:
    $ 1.24万
  • 项目类别:
    Discovery Grants Program - Individual
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