• 主题
高级搜索  >
历史搜索 清空历史
首页> 外文期刊>ACM Computing Surveys >A Survey of Intelligent Assistants for Data Analysis
【24h】

A Survey of Intelligent Assistants for Data Analysis

机译：数据分析智能助手调查

获取原文
获取原文并翻译 | 示例
           
页面导航
  • 摘要
  • 著录项
  • 相似文献
  • 相关主题

摘要

Research and industry increasingly make use of large amounts of data to guide decision-making. To do this, however, data needs to be analyzed in typically nontrivial refinement processes, which require technical expertise about methods and algorithms, experience with how a precise analysis should proceed, and knowledge about an exploding number of analytic approaches. To alleviate these problems, a plethora of different systems have been proposed that "intelligently" help users to analyze their data.This article provides a first survey to almost 30 years of research on intelligent discovery assistants (IDAs). It explicates the types of help IDAs can provide to users and the kinds of (background) knowledge they leverage to provide this help. Furthermore, it provides an overview of the systems developed over the past years, identifies their most important features, and sketches an ideal future IDA as well as the challenges on the road ahead.
机译：研究和行业越来越多地利用大量数据来指导决策。为此，需要在通常不重要的精炼过程中分析数据，这需要有关方法和算法的技术专长，需要进行精确分析的经验以及对数量众多的分析方法的了解。为了缓解这些问题，已经提出了许多不同的系统来“智能地”帮助用户分析他们的数据。本文提供了对近30年来有关智能发现助手（IDA）的研究的首次调查。它阐明了IDA可以提供给用户的帮助类型，以及他们为提供此帮助而利用的（背景）知识。此外，它概述了过去几年开发的系统，确定了它们最重要的功能，并概述了理想的未来IDA以及未来的挑战。

著录项

  • 来源
    《ACM Computing Surveys》 |2013年第3期|31.1-31.35|共35页
  • 作者

    FLOAREA SERBAN; JOAQUIN VANSCHOREN; JOERG-UWE KIETZ; ABRAHAM BERNSTEIN;

  • 作者单位

    University of Zurich, Department of Informatics,Dynamic and Distributed Information Systems Group, Binzmuehlestrasse 14, CH-8050 Zurich, Switzerland;

    Universiteit Leiden, Leiden Institute of Advanced Computer Science (LLACS), Niels Bohrweg 1,2333CA Leiden, The Netherlands, and KU Leuven, Department of Computer Science, Celestijnenlaan 200A, 3001 Leuven, Belgium;

    University of Zurich, Department of Informatics,Dynamic and Distributed Information Systems Group, Binzmuehlestrasse 14, CH-8050 Zurich, Switzerland;

    University of Zurich, Department of Informatics,Dynamic and Distributed Information Systems Group, Binzmuehlestrasse 14, CH-8050 Zurich, Switzerland;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Intelligent assistants; automatic workflow generation; data mining; user support;

    机译：智能助手;自动生成工作流程;数据挖掘;用户支持;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱：kefu@zhangqiaokeyan.com

京公网安备：11010802029741号 ICP备案号：京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有

  • 客服微信

  • 服务号