EUGENE LUKACS Contributions to Probability A Collection of Papers Dedicated to Eugene Lukacs Edited by J. GANI Division of Mathematics and Statistics CSIRO Canberra City, Australia V. K. ROHATGI Department of Mathematics and Statistics Bowling Green State University Bowling Green, Ohio (^) 11 9 8 ACADEMIC PRESS A Subsidiary of Harcourt Brace Jovanovich, Publishers New York London Toronto Sydney San Francisco COPYRIGHT © 1981, BY ACADEMIC PRESS, INC. ALL RIGHTS RESERVED. NO PART OF THIS PUBLICATION MAY BE REPRODUCED OR TRANSMITTED IN ANY FORM OR BY ANY MEANS, ELECTRONIC OR MECHANICAL, INCLUDING PHOTOCOPY, RECORDING, OR ANY INFORMATION STORAGE AND RETRIEVAL SYSTEM, WITHOUT PERMISSION IN WRITING FROM THE PUBLISHER. ACADEMIC PRESS, INC. Ill Fifth Avenue, New York, New York 10003 United Kingdom Edition published by ACADEMIC PRESS, INC. (LONDON) LTD. 24/28 Oval Road, London NW1 7DX Library of Congress Cataloging in Publication Data Main entry under title: Contributions to probability. Includes bibliographical references 1. Probabilities—Addresses, essays, lectures. 2. Lukacs, Eugene. I. Lukacs, Eugene. II. Gani, Joseph Mark. III. Rohatgi, V. K. , Date QA273.18.C68 519.2 80-26103 ISBN 0-12-274460-8 PRINTED IN THE UNITED STATES OF AMERICA 81 82 83 84 9 8 7 6 5 4 3 2 1 List of Contributors Numbers in parentheses indicate the pages on which the authors' contributions begin. J. ACZEL (191) Faculty of Mathematics, University of Waterloo, Waterloo, On tario, Canada N2L 3G1 HARALD BERGSTROM (65) Chalmers Institute of Technology and University of Goteborg, S-402220 Goteborg, Sweden P. L. BUTZER (77) Lehrstuhl A fur Mathematik, Aachen University of Technol ogy, 51 Aachen, Federal Republic of Germany M. CSORGO (143) Department of Mathematics, Carleton University, Ottawa, Canada K1S 5B6 SANDOR CSORGO (215) Bolyai Institute, Szeged University, H-6720 Szeged, Aradi vertanuk tere 1 Hungary ROGER CUPPENS (101) U.E.R. de Mathematique, Universite Paul Sabatier, Toulouse, France M. DEISTLER (231) Institut fur Okonometrie, Technische Hochschule Wien, Wien, Austria DANIEL DUGUE (247) Institut de Statistique des Universites de Paris, Paris, France PAUL ERDOS (3) Mathematical Institute of the Hungarian Academy of Sciences, Budapest v, Realtanoda u. 13-15, Hungary xiii xiv List of Contributors CARL-GUSTAV ESSEEN (115) Department of Mathematics, Uppsala University, S-752 38 Uppsala, Sweden J. GANI (151) Division of Mathematics and Statistics, CSIRO, P.O. Box 1965, Canberra City, A.C.T. 2601 Australia B. GYIRES (255) Department of Mathematics, Kossuth Lajos University, H-4010 Debrecen, Hungary L. HAHN (77) Lehrstuhl A fur Mathematik, Aachen University of Technology, 51 Aachen, Federal Republic of Germany B. JESIAK (29) Karl-Marx University, Leipzig, German Democratic Republic D. A. KAPPOS (11) Lykalbttou Street 29, Athens 135 Greece TATSUO KAWATA (157) Department of Mathematics, Keio University, Yokohama, Japan R. G. LAHA (123) Department of Mathematics and Statistics, Bowling Green State University, Bowling Green, Ohio 43403 MICHEL METIVIER (173) Ecole Poly technique, Centre de Mathematiques Appliquees, Palaiseau, France R. MORTON (151) Division of Mathematics and Statistics, CSIRO, P.O. Box 1965, Canberra City, A.C.T. 2601, Australia MELVYN B. NATHANSON (3) Department of Mathematics, Southern Illinois Uni versity, Carbondale, Illinois 62901 I. OLKIN (201) Department of Statistics, Stanford University, Stanford, Califor nia 94305 MADAN L. PURI (267) Department of Mathematics, Indiana University, Bloomington, Indiana 47401 P. REVESZ (143) Mathematical Institute of the Hungarian Academy of Sciences, Budapest v, Realtanoda u. 13-15, Hungary M. TH. ROECKERATH (77) Lehrstuhl A fur Mathematik, Aachen University of Technology, 51 Aachen, Federal Republic of Germany V. K. ROHATGI (123) Department of Mathematics and Statistics, Bowling Green State University, Bowling Green, Ohio 43403 M. ROSENBLATT (139) Department of Mathematics, University of California, San Diego, California 92093 and Australian National University, Canberra, Australia H.-J. ROSSBERG (29) Karl-Marx University, Leipzig, German Democratic Re public List of Contributors XV L. A. SHEPP (201) Bell Laboratories, Murray Hill, New Jersey 07974 G. SIEGEL (29) Karl-Marx University, Leipzig, German Democratic Republic LAJOS TAKACS (49) Department of Mathematics and Statistics, Case Western Reserve University, Cleveland, Ohio 44106 G. TINTNER (231) Institut fur Okonometrie, Technische Hochschule Wien, Wien, Austria LANH T. TRAN (267) Department of Mathematics, Indiana University, Bloomington, Indiana 47401 ISTVAN VINCZE (207) Mathematical Institute of the Hungarian Academy of Sci ences, Budapest v, Realtanoda u. 13-15, Hungary V. M. ZOLOTAREV (283) Steklov Mathematical Institute of the Academy of Sci ences, Vavilov Str. 42, Moscow 117966, USSR Preface Professor Eugene Lukacs celebrates his seventy-fifth birthday on August 14, 1981. Eugene has served the statistical community for over thirty years through his research, monographs and textbooks, and many other activities. These are documented elsewhere in this volume. His colleagues and friends welcome this opportunity to honor him with this collection of papers dedicated to him. The papers included here reflect Eugene's broad range of research interests. The contributions have been divided into two major parts, Part I: Probability and Part II: Applications of Probability. Part I consists of papers in probability theory, limit theorems, and stochastic processes, while Part II includes informa tion theory and statistical theory. A large number of individuals have helped make this volume possible. We thank the authors for their contributions. The following colleagues were kind enough to help with the refereeing process. Robert Adler E. J. Hannan Josef Blass William Hudson Harry Cohn John Kellermeier Roger Cuppens Fred Mc Morris Daryl Daley F. Moritz Joseph Diestel Thomas O'Connor Humphrey Fong Ramesh Srivastva Istvan Vincze xvii xviii Preface We are greatly indebted to them for their kind assistance. We should also like to express our gratitude to Mary Chambers, Cynthia Patterson, and Linda Shellen- berger for their help in typing. The work of the second editor was supported by the National Science Foundation under Grant No. MCS 78-01338. Eugene Lukacs This volume celebrates the 75th birthday of Eugene Lukacs, mathematician, teacher, and research worker in probability and mathematical statistics. Eugene's contributions defy easy classification, but a brief account of his life and work may help the reader to place the man and his work in perspective. Eugene Lukacs was born in Szombathely, Hungary, on August 14, 1906. His elementary and secondary education was completed in Vienna. After graduating from the Realgymnasium he studied mathematics, physics, and descriptive geometry at the University and the Institute of Technology in Vienna. In 1929 he was awarded his Lehramtsprufung or teacher's certificate in mathematics and descriptive geometry. He then taught for some time at a secondary school and at an institute for adult education. In 1930 he took the degree of Doctor of Philosophy majoring in mathematics, with a minor in physics, and in 1931 qual ified as an actuary. He married Elizabeth Weisz in 1935; she has been a constant support and source of inspiration to him ever since. Eugene pursued a successful career in Vienna as an actuary until 1938 when Hitler invaded Austria. His future as a professional of Jewish faith in Vienna was thereby closed, and in 1939 he and Lisl moved to the United States, where he was naturalized in 1945. Soon after his arrival in the U.S., he was influenced by Abraham Wald and decided to study mathematical statistics, attending Wald's lectures at Columbia University, New York. He promptly proceeded to make lasting contributions to this newly acquired discipline. He taught school in Baltimore during 1940- 1942, was appointed an Assistant Professor at Illinois College, Jacksonville, in 1942, an Associate Professor at Berea College, Kentucky, in 1944, and a full Professor at Our Lady of Cincinnati College in 1945. xix XX Eugene Lukacs In 1948 he was appointed to head the Statistics Branch of the Assessment Division, U.S. Naval Ordnance Test Station at China Lake, California, and in 1950 he joined the National Bureau of Standards, Washington, D. C., as Head of the Statistics Branch. Since 1951, Eugene had been lecturing part-time at the graduate school of American University, Washington, D.C., where he continued to teach until 1957. In 1955 he was appointed to a professorship at the Catholic University of America, Washington, D. C. He served as Director of the Statistical Laboratory there until 1972, when he moved with a group of colleagues to the Bowling Green State University, Ohio. At Bowling Green, he remained actively on the faculty until 1975. Eugene has had a wide range of visiting appointments in various universities, including the Sorbonne (1961-1962 and 1966), the Swiss Federal Institute of Technology, Zurich (1961-1962), the Institute of Technology, Vienna (1965- 1966 and 1970-1971), Hull (1971 and 1976), Sheffield (1974), the Institute for Analysis, Vienna (1975), the Institute of Statistics, Vienna (1976-1977), and Erlangen- Niirnberg (1977-1978). He has also served the mathematical community in various capacities, as an Editorial Collaborator, Journal of the American Statistical Association (1951- 1955 and 1961 -1963), and as a member of the editorial committee of the Annals of Mathematical Statistics (1958-1964). He was an Associate Editor of the An nals of Mathematical Statistics (1968-1970). He also served on the Council of the Institute of Mathematical Statistics (1972-1973), participated in the visiting lectureship program of the Mathematical Association of America, and served twice as the IMS delegate to the Mathematics Division of the National Research Council. He has been on the Editorial Board of the Journal of Multivariate Analysis since 1970, coeditor of the Probability and Mathematical Statistics series of Academic Press since 1969, and a member of the Translation Commit tee of the American Mathematical Society for several years. He was elected to a fellowship of the Institute of Mathematical Statistics in 1957, the American Association for the Advancement of Science in 1969, and the American Statistical Association in 1969. He was also elected to membership in the International Statistical Institute in 1963 and to the Austrian Academy of Sciences in 1973. He was the first University Professor appointed at Bowling Green State University in 1973. His research began in mathematics, more particularly in geometry and nomog- raphy in 1930. He contributed to the theory of insurance risk over a period of twenty years starting in 1936. He began his lifelong work in statistics in 1942, following Wald's advice to study the subject. He has written on a variety of topics, including characteristic functions, stochastic processes (particularly the Wiener process), characterization of distributions, statistical inference, analytic probability theory, stable processes, and the robustness of characterization theorems; this last continues to be his current research interest. Few workers in