Corpus ID: 2445832

Issues in Automating Exploratory Data Analysis

  title={Issues in Automating Exploratory Data Analysis},
  author={R. S. Amant and P. Cohen},
  • R. S. Amant, P. Cohen
  • Published 1995
  • Computer Science
  • Exploratory data analysis often plays a central role in the early stages of scientific inquiry. Models of complex phenomena are built incrementally, based on suggestive patterns in data and iterative refinement of plausible explanations. Unfortunately, exploration poses an explosive search problem. In this paper we present a planning approach to the problem. We outline the motivation for this approach and describe a planning system called Aide which we are developing to assist human analysts in… CONTINUE READING
    Automating anomaly detection for exploratory data analytics


    Publications referenced by this paper.
    Empirical Methods for Artificial Intelligence
    • 505
    Models of Incremental Concept Formation
    • 758
    • Open Access
    Understanding Robust and Exploratory Data Analysis.
    • 1,806
    The Philosophy of Exploratory Data Analysis
    • 92
    Scientific Discovery: Computational Explorations of the Creative Processes
    • 157
    • Highly Influential
    Conceptual Clustering and Exploratory Data Analysis
    • 30
    Planning representation for automated exploratory data analysis
    • 6
    • Open Access
    A planner for the control of problem-solving systems
    • 47
    • Open Access