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归纳逻辑程序设计方法综述
  • ISSN号：2095-2163
  • 期刊名称：智能计算机与应用
  • 时间：2012.6.6
  • 页码：13-17+22
  • 分类：TP391.41[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构：[1]哈尔滨工业大学计算机科学与技术学院,哈尔滨150001, [2]东北林业大学信息与计算机工程学院,哈尔滨150040
  • 相关基金：国家自然科学基金（61171185,60932008,60832010）;高等学校博士学科点专项科研基金（20112302110040）;中国博士后科学基金特别资助（201003446）.
  • 相关项目：大豆RNA结构与进化分析的信息处理方法研究
作者： 李艳娟|郭茂祖|
关键词： 人工智能, 机器学习, 逻辑程序设计, 归纳逻辑程序设计, 背景知识, Artificial Intelligence, Machine Learning, Logic Programming, Inductive Logic Programming, .Background Knowledge
中文摘要：

归纳逻辑程序设计是机器学习与逻辑程序设计交叉所形成的一个研究领域，克服了传统机器学习方法的两个主要限制：即知识表示的限制和背景知识利用的限制，成为机器学习的前沿研究课题。首先从归纳逻辑程序设计的产生背景、定义、应用领域及问题背景介绍了归纳逻辑程序设计系统的概貌，对归纳逻辑程序设计方法的研究现状进行了总结和分析，最后探讨了该领域的进一步的研究方向。

英文摘要：

Inductive Logic Programming （ILP） is a research area at the intersection of machine learning and logic programming, which overcomes two limitations of traditional machine learning： 1）a limited knowledge representation formalism which is essentially proposition- al logic, and 2）a limited use of substantial background knowledge in the learning process. Up to now,ILP has become the front research area of machine learning. In this paper, background, definition, application domain and problem setting of ILP are introduced, the current re- search of inductive logic programming approaches is summarized and analyzed, and some vital aspects that may be conducted in the future investigations are discussed.

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期刊信息
  • 《智能计算机与应用》
  • 主管单位:中华人民共和国工业和信息化部
  • 主办单位:哈尔滨工业大学 黑龙江省信息化办公室 黑龙江省计算机用户协会 黑龙江省计算机学会
  • 主编：徐晓飞
  • 地址：哈尔滨市南岗区繁荣街155号（哈工大新技术楼916室）
  • 邮编：150001
  • 邮箱：ica@hit.edu.cn
  • 电话：0451-86413183
  • 国际标准刊号：ISSN：2095-2163
  • 国内统一刊号：ISSN：23-1573/TN
  • 邮发代号:14-144
  • 获奖情况:
  • 1988，1991，1996，2000年黑龙江省优秀科技期刊
  • 国内外数据库收录:
  • 被引量:1007