, INTRODUCTION TO m o c c. ntifi THE THEORY OF e ci s d w.worlonly. WEIGHTED POLYNOMIAL we wus m al wnloaded fro4. For person APPROXIMATION Do5/1 on 6/1 mation 0 xiV pproUNI AH al T miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO ThVI e y hb o t n t o cti u d o ntr I APPROXIMATIONS AND DECOMPOSITIONS Editor-in-Chief: CHARLES K. CHUI m o c.c Vol. 1: Wavelets: An Elementary Treatment of Theory and Applications ntifi Tom H. Koornwinder, ed. e sci Vol. 2: Approximate Kalman Filtering d w.worlonly. Vol. 3: MGuulatinvaroriantge CAhpepnro,x iemda. tion: From CAGD to Wavelets we wus Kurt Jetter and Florencio I. Utreras, eds. m al wnloaded fro4. For person VVooll.. 54:: CAHod. mvPap.n Ductieakstsi ohinni taC alo Mnmdep tCuh.to aAdt.sio Mnaanicld c MFhuaentlhlciet, imoenda stTi.ch se: oNreyw Delhi ,India Do5/1 Proceedings of CMFT '94 Conference, Penang, Malaysia on 6/1 ft M. AH, St. Ruscheweyh and E. B. Saff, eds. mation 0 Vol. 6: Approximation Theory VIII xiV Approximation and Interpolation - Vol. 1 pproUNI Wavelets and Multi-level Approximation - Vol. 2 al ATH C. K. Chui and L L Schumaker, eds. ynomiWEAL Vol. 7: HIn.t rNod. uMcthioans ktoa rth e Theory of Weighted Polynomial Approximation olN ed PMO Vol. 8: Advanced Topics in Multivariate Approximation eory of WeightRGINIA COM F. Fontanella, K. Jetter and P. J. Laurent, eds. ThVI e y hb o t n t o cti u d o ntr I Series in Approximations and Decompositions — Vol. 7 m o INTRODUCTION TO c c. ntifi e ci s d w.worlonly. THE THEORY OF we wus m al wnloaded fro4. For person WEIGHTED POLYNOMIAL Do5/1 on 6/1 APPROXIMATION mation 0 xiV pproUNI AH al T miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO H. N. Mhaskar ThVI Department of Mathematics and Computer Science e y hb California State University, Los Angeles o t n t USA o cti u d o ntr I S,NCe wi eer rtsiefy Singoarplodre i London • Hong Kong Published by World Scientific Publishing Co. Pte. Ltd. P O Box 128, Fairer Road, Singapore 912805 USA office: Suite IB, 1060 Main Street, River Edge, NJ 07661 UK office: 57 Shelton Street, Covent Garden, London WC2H 9HE m o c c. ntifi e ci ds Library of Congress Cataloging-in-Publication Data w.worlonly. MhaskIanr,t rHod. uNc.t i(oHnr utosh thikee tshhe oNrayr hoafr w), e1i9g5ht6e-d polynomial approximation / we by H. N. Mhaskar. m wal us p. cm. - (Series in approximations and decompositions : vol. 7) wnloaded fro4. For person QII.A IIS21nS2e.c B1rlAiuN.eMpds pe:59 srS28o be 1xri0iibme2l1si1ao9 3ti9gin1or6 2aan p3p thp h(ireScooiaxnrliy gmr.ae apfetoiror2eenn. sc:O eaasrnlt kdh(.p odppgea.oc p3noe5amr5l) p p-3oos7liy9tin)o onamns di;a Vilnso.d le. x7I... Title. Do5/1 511\42«dc20 96-35757 on 6/1 CIP mation 0 xiV ApproH UNI British Library Cataloguing-in-Publication Data al T A catalogue record for this book is available from the British Library. miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO AClol pryirgihghtst ©re s1e9r9v6e bdy. WThorilsd bSocoiekn,t ifoirc pPaurbtlsis thhinegr eCoof. ,P mtea. yL tndo.t be reproduced in any form or by any means, ThVI electronic or mechanical, including photocopying, recording or any information storage and retrieval e y system now known or to be invented, without written permission from the Publisher. hb o t n t o cti du For photocopying of material in this volume, please pay a copying fee through the Copyright o ntr Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923, USA. In this case permission to I photocopy is not required from the publisher. This book is printed on acid-free paper. Printed in Singapore by U to-Print m o c c. ntifi e Approximations and Decompositions ci s d w.worlonly. we During the past decade, Approximation Theory has reached out to encompass wus m al the approximation-theoretic and computational aspects of several exciting ar Downloaded fro5/14. For person mtechaoemsisn ptien uix tncaei rpst-cpiainleiigdne edcdde e-m vgaeeanlotodhmp temeemtcerhanintcti o cdlsione gss ytiug.hc nheT, ahfaosesr wmoweb aljloev face stlmei tvtohsene, oomfgfr raotahdcpteiashr lnsbs, , o monlekaect uthsureearrmeli e nasn teoiitstcw eatsool ,r dkcresaev,ppe traluoinnprdte on 6/1 volumes, text books, edited review volumes, and conference proceedings. mation 0 This seventh volume is a monograph on the approximation of functions on xiV the whole real line. Written by an expert in approximation theory, this book pproUNI differs from the existing texts and survey articles on this and related topics in AH that the subject is presented from the point of view of approximation theory, al T miAL rather than that of potential theory. Hence, the basic topics of approxima ynoWE tion on a bounded interval, such as interpolation and quadrature, Favard-type ed PolMON ecustsismeda,t easn, da st hwee lml aasin t hthee Km-efu onfc ttihoen aml oannodg rdaepghr eies otfo aepxpprloorxei mvaatriioonu sa irnet feirrests tdinisg htM eory of WeigRGINIA CO HTan.h deN ns.eo Mrnitehrsai vseikdaailt rog freo nrwe torhuaillsid ze axlticikeoeln lset ont to c oatnhngedr taihnteunoloarvytae t oiafv nea dcpo ptnrhtoarxniibkmu tathitoieon n.a uotnh tohr,e Preraolf elsisnoer. ThVI e y hb o t n t o cti u d o ntr I World Scientific Series in APPROXIMATIONS AND DECOMPOSITIONS Editor-in-Chief: CHARLES K. CHUI Texas A&M University, College Station, Texas This page is intentionally left blank m o c c. ntifi e ci s d w.worlonly. we wus m al wnloaded fro4. For person Do5/1 on 6/1 mation 0 xiV pproUNI AH al T miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO ThVI e y hb o t n t o cti u d o ntr I m o c c. To ntifi e ci ds My Mother w.worlonly. we wus m al wnloaded fro4. For person Do5/1 on 6/1 mation 0 xiV pproUNI AH al T miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO ThVI e y hb o t n t o cti u d o ntr I This page is intentionally left blank m o c c. ntifi e ci s d w.worlonly. we wus m al wnloaded fro4. For person Do5/1 on 6/1 mation 0 xiV pproUNI AH al T miAL ynoWE olN ed PMO htM eory of WeigRGINIA CO ThVI e y hb o t n t o cti u d o ntr I m o c c. entifi Preface ci s d w.worlonly. we wus The subject of approximation of functions by trigonometric and algebraic m al polynomials is a very classical one. Besides being routinely used in many fields wnloaded fro4. For person eoafxp ppsorcnoieexnnimcteiasa tl aisonundm pesrn, ogncieensuesreearsli ,n nsgeu,t cwhito rapksrs o,a vpaipdnrdeso wxaiam v"earltoeiltoesn . m bHoyod wseple"lvi enfreo,sr, trihfa oetin osent uiasld y fiu nontfec rtoeiotsnhtesed,r Do5/1 in approximating functions on the whole real line by unbounded functions such on 6/1 as polynomials, then one is forced to study the problem in weighted function mation 0 spaces. xiV The classical Bernstein approximation problem seeks conditions on the al ApproTH UNI iwne itghhet cfluanssc tioofn sco nwt isnuucohu st hfautn tcthieo nsse t oonf f1uRn, cvtaionniss h{iwng(x a)xtn }i^n=f0 inity.i s Mfuanndya mpeeonptalel miAL worked on this problem for at least 40 years. In 1970's G. Freud started a ynoWE program to develop a richer theory for weighted polynomial approximation, olN hted PMMO twihonic ho ni st hanea cloirgcolues. Ttoh teh pel aknn owwan sc tloa ssstiacartl twhietohr yw eolfl tsrtiugdoineod mweetirgich t apfupnrcotxiiomnsa, eory of WeigRGINIA CO tstnhhueewechmo rstyaee slccvh eaensnxi. q pbu(ee— s axph2p/a2lvi)ee, d.at onN dbec eteh siesnnat rrgioleydn,u ectrehadlei, z bere aattuhhteeyr wotefh iatgnhh et ssifmuunbpjcleytciot ntishs eitn ofi ntwhalha ti rchems authnltyes ThVI e y In this book, we have attempted to explain a variety of different techniques hb o t and ideas which have contributed to this subject in its course of successive on t refinements during the last 25 years. There are other books and surveys re ucti viewing the ideas from the perspective of either potential theory or orthogonal d ntro polynomials. The main thrust of this book is to introduce the subject from I an approximation theory point of view. Thus, the main motivation is to study analogues of results from classical trigonometric approximation theory, intro ducing other ideas as needed. It is not our objective to survey the most recent results, but merely to introduce to the readers the thought processes and ideas ix x Preface as they are developed. Some results in the book are new, and we have often pursued some of the old results from a new perspective, seeking to clarify the plethora of conditions under which the results appear in journal articles. In Chapter 1, we review some elementary facts from the theory of orthog m onal polynomials, which are used throughout the book. Next, we start with o c.c an exposition on the question of degree of approximation; i.e., the connection ntifi between the accuracy of approximation and the constructive properties of the e ci "target function". Partly because of the absence of a convolution structure, s w.worldonly. tphreo xtihmeaotriyo ni s one xtar ecmomelpy aectla binotreartvea. l iInn oCrdhear pttoer il2l,u swter astet utdhye pbaolsyicn oidmeiaasl toa p be we explored in Chapters 4 and 5. Chapter 3 develops many technical estimates wus m al regarding the "Freud polynomials", which are essential in these chapters. We Downloaded fro5/14. For person oqchenuarlveytesa tirianoul nsd boi oamfps irecden estigenarnreetyqee u dao anf tlaihalteypi espstir hsao,e rxaoeirn mydp ariytoneiv toae nd a wi sug asseyt inunsegdor ia etl ddht eahiente p oaCer rhy laoit dp ewtcaeiasrlnl 4ib.nb e e C Cchahocamahppiptetleeverre t d5e6 d.i s wdTwhehi etenh on 6/1 voted to the evaluation of certain if-functional arising in this theory. For the mation 0 convenience of the reader who may wish to skip the details of Chapter 3, the xiV relevant facts are summarized in these two chapters as needed. Chapter 6 is pproUNI one of the central chapters of the book, where many important technical re AH sults are proved. Although the results were first developed using the language al T miAL of potential theory, we have shown how little potential theory was actually ynoWE needed; our discussion is based on certain well known facts in the theory of olN Fourier series. These facts are reviewed both as needed, and in the appendix. ed PMO Chapter 7 deals with the problem of approximation of entire functions. The htM eory of WeigRGINIA CO ottteehbcrethmaonrisny i c ooafaf l twprhreeeesi cugidhlsteets eg drre eexaegp paroprefd srsoiwnixoeginim gFhafrotterei udodtn h asepp uoptrlyprypaonesxo simemasni aadtt lhisoeo. rncd.I lenar Cs Cshoihfac aaptlpht tteeher ret 8ao9 rr,y cg owehnte et afraueipn:n spco ltnyfi euo ntrhc taheinnse e r ThVI results to the study of orthogonal polynomial expansions, polynomials of La e y o thb grange interpolation, and quadrature processes. Chapters 10 and 11 are of a n t more advanced nature. In Chapter 10, we utilize most of the results in Chap o cti ters 3, 6, and 8 to study the closure of certain "weighted polynomials", and u od the asymptotic behavior of the leading coefficients of the Freud polynomials. Intr In Chapter 11, we study miscellaneous subjects, which could not be integrated into the rest of the book. Thus, we briefly present the potential theory ideas, and their application to incomplete polynomials and related topics. We also apply the theory to the complexity problem in the theory of neural networks, or more precisely, Gaussian networks. We make some remarks about the con-