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Massive Data Sets: Proceedings of a Workshop (1997)
Commission on Physical Sciences, Mathematics, and Applications (CPSMA)

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NOTICE: The project that is the subject of this report was approved by the Governing Board of the National Research Council, whose members are drawn from the councils of the National Academy of Sciences, the National Academy of Engineering, and the Institute of Medicine.

The National Academy of Sciences is a private, nonprofit, self-perpetuating society of distinguished scholars engaged in scientific and engineering research, dedicated to the furtherance of science and technology and to their use for the general welfare. Upon the authority of the charter granted to it by the Congress in 1863, the Academy has a mandate that requires it to advise the federal government on scientific and technical matters. Dr. Bruce Alberts is president of the National Academy of Sciences.

The National Academy of Engineering was established in 1964, under the charter of the National Academy of Sciences, as a parallel organization of outstanding engineers. It is autonomous in its administration and in the selection of its members, sharing with the National Academy of Sciences the responsibility for advising the federal government. The National Academy of Engineering also sponsors engineering programs aimed at meeting national needs, encourages education and research, and recognizes the superior achievement of engineers. Dr. William A. Wulf is interim president of the National Academy of Engineering.

The Institute of Medicine was established in 1970 by the National Academy of Sciences to secure the services of eminent members of appropriate professions in the examination of policy matters pertaining to the health of the public. The Institute acts under the responsibility given to the National Academy of Sciences by its congressional charter to be an adviser to the federal government and, upon its own initiative, to identify issues of medical care, research, and education. Dr. Kenneth I. Shine is president of the Institute of Medicine.

The National Research Council was organized by the National Academy of Sciences in 1916 to associate the broad community of science and technology with the Academy’s purposes of furthering knowledge and advising the federal government. Functioning in accordance with general policies determined by the Academy, the Council has become the principal operating agency of both the National Academy of Sciences and the National Academy of Engineering in providing services to the government, the public, and the scientific and engineering communities. The Council is administered jointly by both Academies and the Institute of Medicine. Dr. Bruce Alberts and Dr. William A. Wulf are chairman and interim vice chairman, respectively, of the National Research Council.

The National Research Council established the Board on Mathematical Sciences in 1984. The objectives of the Board are to maintain awareness and active concern for the health of the mathematical sciences and to serve as the focal point in the National Research Council for issues connected with the mathematical sciences. In addition, the Board conducts studies for federal agencies and maintains liaison with the mathematical sciences communities and academia, professional societies, and industry.

Support for this project was provided by the Department of Defense and the National Science Foundation. Any opinions, findings, or conclusions expressed in this material are those of the authors and do not necessarily reflect the views of the sponsors.

International Standard Book Number 0-309-05694-2

Copyright 1996 by the National Academy of Sciences. All rights reserved.

Additional copies of this report are available from:

Board on Mathematical Sciences

National Research Council

2101 Constitution Avenue, N.W.

Washington, D.C. 20418

Tel: 202-334-2421 FAX: 202-334-1597 Email: bms@nas.edu

Printed in the United States of America

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FRONT MATTER (R1-R10)
Opening Remarks (1-2)
PART I Participant's Expectations for the Workshop (3-12)
PART II Applications Papers (13-14)
Earth Observation Systems: What Shall We Do with the Data we Are Expecting in 1998? (15-22)
Information Retrieval: Finding Needles in Massive Haystacks (23-32)
Statistics and Massive Data Sets: one View from the Social Sciences (33-38)
The Challenge of Functional Magnetic Resonance Imaging (39-46)
Marketing (47-50)
Massive Data Sets: Guidelines and Practical Experience from Health Care (51-68)
Massive Data Sets in Semiconductor Manufacturing (69-76)
Management Issues in the Analysis of Large-Scale Crime Data Sets (77-80)
Analyzing Telephone Network Data (81-92)
Massive Data Assimilation/Fusion in Atmospheric Models and Analysis: Statistical, Physical, and Computational Challenges (93-103)
PART III Additional Invited Papers (103-104)
Massive Data Sets and Artificial Intelligence Planning (105-114)
Massive Data Sets: Problems and Possiblities, with Application to Environmental Monitoring (115-120)
Visualizing Large Datasets (121-128)
From Massive Data Sets to Science Catalogs: Applications and Challenges (129-142)
Information Retrieval and the Statistics of Large Data Sets (143-148)
Some Ideas About the Exploratory Spatial Analysis of Large Data Sets (149-156)
Massive Data Sets in Navy Problems (157-168)
Massive Data Sets Workshop: The Morning After (169-184)
PART IV Fundamental Issues and Grand Challenges (185-186)
Panel Discussion (187-202)
Items for Ongoing Consideration (203-204)
Closing Remarks (205-206)
Appendix: Workshop Participants (207-208)