Minkowski s inequality and sums of squares
|
|
- Britton French
- 6 years ago
- Views:
Transcription
1 Cet Eur J Math DOI: 10478/s Cetral Euroea Joural of Mathematcs Mows s equalty ad sums of squares Research Artcle Péter E Freel 1, Péter Horváth 1 1 Deartmet of Algebra ad Number Theory, Mathematcs Isttute, Faculty of Scece, Eötvös Lorád Uversty, Pázmáy Péter sétáy 1/C, Budaest 1117, Hugary Receved 5 February 013; acceted 1 Jue 013 Abstract: Postve olyomals arsg from Murhead s equalty, from classcal ower mea ad elemetary symmetrc mea equaltes ad from Mows s equalty ca be rewrtte as sums of squares MSC: 6D05 Keywords: Algebrac equaltes Mows s equalty Postve olyomals Sums of squares Versta S z oo 1 Itroducto May of the most mortat equaltes mathematcs are, or ca be reformulated as, algebrac equaltes A algebrac equalty s oe that asserts that some gve olyomal s oegatve everywhere or oegatve o some secfed set A olyomal f R[x 1,, x ] that s oegatve everywhere s ot ecessarly a sum of squares of olyomals Ths fact was cojectured by Mows ad roved by Hlbert The smlest ow examle has bee gve by Motz However, f the equalty f 0 s classcal ad famous eough, the f usually turs out to be reresetable as a sum of squares, although such a reresetato s ot always easy to fd For examle, the most stadard roof of the Cauchy Schwarz equalty s ot the oe that rewrtes the dfferece of the two sdes as a sum of squares, but such a rewrtg s ossble ad almost as well ow More terestgly, the equalty betwee the arthmetc ad the geometrc meas also has such a roof, as was demostrated by Hurwtz [5] 1891 The aer of Fujsawa [3] gves umerous further examles of ths heomeo Such a urely algebrac roof of a algebrac equalty, eve f t s ot the smlest roof, gves some extra uderstadg of why the equalty must be true E-mal: freel@cseltehu E-mal: horvatheter17@gmalcom 510 Uauthetcated Dowload Date 5/3/18 5:43 PM
2 PE Freel, P Horváth I the reset ote, we gve square sum decomostos of ostve olyomals arsg from the equaltes lsted below I each of these, the varables x, X, Y are meat to be oegatve reals The equalty 1 q x q betwee ower meas holds for ay real exoets q > 0, ad ca be rewrtte as a algebrac equalty whe ad q are tegers Lyauov s more geeral equalty r x q x 1 x q r holds for ay real exoets q r 0, ad s a algebrac equalty whe, q ad r are tegers Note that the secal case r 0 s the recedg ower mea equalty Maclaur s equalty 1 q q 1 1 << q x 1 x q x r q << x 1 x betwee elemetary symmetrc meas holds for tegers q 1, ad ca be rewrtte as a algebrac equalty Note that the secal case q 1, s the equalty betwee the arthmetc ad the geometrc meas A Lyauov tye geeralzato of Maclaur s equalty r r x 1 x q q 1 << q r q x 1 x 1 << q r q q x 1 x r r 1 << r for the elemetary symmetrc meas holds for tegers q r 0, ad s a algebrac equalty Note that the secal case r 0 s Maclaur s equalty, ad the secal case r q 1, q + 1 s Newto s well-ow equalty Ths latter secal case s easly see to mly the geeral case Mows s equalty sueraddtvty of the geometrc mea: X + Y X + Y 1 The treatmet of all of these wll rely o rewrtg Murhead s equalty as a sum of squares see Lemma 31 Ths equalty s more techcal ad so we ostoe t to Secto 3 Noegatve varables Classcal equaltes ofte volve oegatve real varables as oosed to real varables Note that all of our examles above have bee stated for oegatve varables, although some secal cases the oegatvty assumto ca be droed I the settg of oegatve varables, the sutable aalog of the semrg of sums of squares s the semrg S S ε 1 0 ε 0 r ε j : r ε s a sum of squares R[x 1,, x ] x ε j Uauthetcated Dowload Date 5/3/18 5:43 PM 511
3 Mows s equalty ad sums of squares It s mmedately see that S s deed a semrg, e, t s closed uder addto ad multlcato I fact, S s the semrg geerated by the varables x 1,, x ad by the squares of all olyomals Note that S mles that s oegatve for x 1,, x 0, but ot coversely Clearly, s oegatve for x 1,, x 0 f ad oly f x 1,, x s oegatve everywhere The relevace of the semrg S s exlaed by the followg lemma Lemma 1 Let R[x 1,, x ] The S f ad oly f x 1,, x s a sum of squares R[x 1,, x ] To arecate the results roved later sectos of ths aer, the trval oly f statemet wll be mortat We cluded the more dffcult f statemet to mae the cture comlete Proof The oly f art s trval For the f art, we cosder the lear oerator R: R[x 1,, x ] R[x 1,, x ] that mas the moomal x j j to tself f all j are eve ad mas t to zero otherwse We assume that x1,, x s a sum of squares, e, there exst olyomals r such that qx 1,, x x 1,, x r x 1,, x I r we grou terms accordg to the arty of the exoets of x 1,, x We defe the olyomals r,ε for each ε ε 1,, ε {0, 1} so that r x 1,, x ε 1 0 r,ε x1,, x ε 0 x ε j j Aly R to r, the Rr x 1,, x ε 1 0 r,εx 1,, x ε 0 x ε j j Hece, x1,, x qx 1,, x Rqx 1,, x Rr x 1,, x ε 1 0 r,εx 1,, x ε 0 x ε j j Therefore, whece S x 1,, x ε 1 0 r,εx 1,, x ε 0 x ε j j, 51 Uauthetcated Dowload Date 5/3/18 5:43 PM
4 PE Freel, P Horváth 3 Meas We ow wsh to geeralze a few results of Fujsawa [3] cocerg ower mea ad elemetary symmetrc mea equaltes Fx a oegatve teger d, the degree of the homogeeous olyomals we wll be loog at Let us cosder the set of arttos of d to at most arts such a artto s a wealy decreasg -term sequece of oegatve tegers addg u to d There s a stadard artal order o ths set Frst of all, we wrte α β f, for some dces < l, we have β α 1, β l α l + 1 ad β α for, l The, we defe the artal order to be the reflexve trastve closure of, e, α β f ad oly f there exsts N 0 ad a sequece of arttos α α 0 α 1 α N β We wrte α β f α β ad α β We meto, but wll ot mae use of, the well-ow fact that α β holds f ad oly f α α β β for all We ow troduce the Reyolds oerator R of the symmetrc grou S For a olyomal f R[x 1,, x ], let Rfx 1,, x 1 fx σ1,, x σ! σ S We troduce the moomal x α x α j j ad defe the ormalzed moomal symmetrc fucto [α] Rx α We have Murhead s equalty If the arttos α ad β satsfy α β, the [α]x 1,, x [β]x 1,, x for all oegatve x 1,, x The followg lemma wll be crucal for the sequel Lemma 31 Murhead s equalty rewrtte as sums of squares If the arttos α ad β satsfy α β, the [α] [β] S Proof Sce s the reflexve trastve closure of, ad S s closed uder addto, we may assume that α β Let < l be as the defto of The [α] [β] 1 x R α xα l l + x α l xα l x α 1 x α l+1 l x α l+1 The four-term exresso the er aretheses equals x α 1 l,l x α Ths s S, therefore so s the whole exresso x x l x α x α l l + x α 3 x α l+1 l + + x α l+1 x α 3 l + x α l xα l We ow tur to ormalzed ower sums ad ormalzed elemetary symmetrc olyomals P [, 0,, 0] 1 x E [1,, 1, 0,, 0] }{{} 1 x 1 x 1 < < Note that P 0 E 0 1 Uauthetcated Dowload Date 5/3/18 5:43 PM 513
5 Mows s equalty ad sums of squares Lemma 3 For 1, we have P 1 P +1 P P S ad E E E 1 E +1 S For 1 ad for ths was show by Fujsawa [3] Proof We have P 1 P +1 P P [ 1, 0,, 0] [ + 1, 0,, 0] [, 0,, 0] [, 0,, 0] 1 1 [ +, 0,, 0] + 1 [ + 1, 1, 0,, 0] 1 [ + 1, 1, 0,, 0] [,, 0,, 0] 1 [ +, 0,, 0] [,, 0,, 0] Sce,, 0,, 0 + 1, 1, 0,, 0, the frst statemet follows by the revous lemma Exlctly, we get P 1 P +1 P P 1 R 1 x 1 x For the secod statemet, ut β r,,, 1,, 1, 0,, 0 The }{{}}{{}}{{} r + r +r E E 1 r0 j 1 x j 1 x+ j [β r ] r r For all 0 r 1, we have β r β r+1, so [β r+1 ] [β r ] s S by the revous lemma It wll suffce to fd oegatve costats a r such that 1 E E E 1 E +1 a r [βr+1 ] [β r ] r0 It s easy to see wthout calculato that such oegatve costats exst, but we stll do the calculato order to get a exlct formula Put a a 1 0, the the coeffcet of [β r ] wll be a r 1 a r for all r Therefore what we eed to acheve s 1 a r 1 a r r r 1 1 r 1 r r r + 1 Examg the secal cases r 0 ad r 1, we are led to the cojecture 1 1 r r a r 1 r r A easy calculato shows that ths deed gves the correct a r 1 a r The statemet follows; exlctly, E E E 1 E a r R x 1 x x3 x r+x r+3 x r r0 514 Uauthetcated Dowload Date 5/3/18 5:43 PM
6 PE Freel, P Horváth Theorem 33 ower mea equalty ad Maclaur s equalty rewrtte as sums of squares For q, we have P q P q S ad E q E q S Proof We have P q P q P q P q 0 P q 1 P 1 P +1 P P P q q 1 P +1 P q 1, because the latter exresso equals P q 1 1 q P +1 q 1 P +1 P +1 P q 1 P q P P P q 1 P q q P 1 P P q P q P q P q P q 0 We have thus rereseted P q P q as a S-lear combato of the olyomals P 1 P +1 P P, 1 q 1 The frst clam ow follows from that of the revous lemma We omt the roof of the secod statemet because t s essetally the same Theorem 34 Lyauov s equalty ad the geeralzed form of Maclaur s equalty rewrtte as sums of squares For q r, we have P q r Pr q r S ad Eq r E q r Er q S Proof Oly a slght modfcato of the revous roof s eeded We have P q r Pr q P r q 1 P 1 P +1 P P P q r+1 q 1 P +1 P q 1 r, because the latter exresso equals r+1 P q 1 1 r q P +1 q 1 P +1 P +1 P q q P r+1 1 P 1 1 P 1 r r+1 P q P q 1 r P q r The frst clam follows The roof of the secod statemet s essetally the same P q 1 P P q P q P q r Pr q r 4 Mows s equalty We ow come to our ma result, whch cocers Mows s equalty 1 I ths case, we caot get a olyomal equalty by smly rasg both sdes to some ower We also eed to substtute X x ad Y y to get the -varable olyomal equalty x, y 0 Qx 1,, x, y 1,, y x + y x + y 0 Uauthetcated Dowload Date 5/3/18 5:43 PM 515
7 Mows s equalty ad sums of squares Theorem 41 Mows s equalty rewrtte as a sum of squares We have Q S where S S sce we are dealg wth varables Ths aswers a questo rased by Adrés Cacedo o hs teachg blog [1] Proof We exad Q ad grou the arsg moomals accordg to ther total degree the varables x 1,, x Ths gves Q x y j x y Q 0 I j / I 0 I {1,,} I To facltate otato, we th of the dex set {1,, } as Z/Z, the tegers modulo It wll suffce to rove that Q S for all {0,, } We have Q I Z/Z I 1 1 x t0 I+t j / I+t y j For a fxed set I of dces, deote z t x y x I+t j / I+t I Z/Z I { x y j x y j } t0 I+t j / I+t t0 I+t j / I+t y j The z t S Note that S cotas the olyomal fx 1,, x x x by Lemma 31 Therefore, S cotas the olyomal x 1 x [, 0,, 0] [1, 1,, 1] fz 0,, z zt z t, t0 t0 whece Q S Remar 4 Oe of the uamed referees of ths aer called our atteto to the relevace of bomal squares These are squares of the secal form ax α + bx β, cf [, 4] If we relace sum of squares by sum of bomal squares throughout Sectos 4 of ths aer, cludg the defto of S, the all our lemmas ad theorems rema true Note however that sums of bomal squares do ot form a semrg ad the redefed S s ot a semrg Acowledgemets The frst author s research s artally suorted by MTA Réy Ledület Grous ad Grahs Research Grou Refereces [1] Cacedo A, Postve olyomals, htt://cacedoteachgwordresscom/008/11/11/75-ostve-olyomals/ [] Fdalgo C, Kovacec A, Postve semdefte dagoal mus tal forms are sums of squares, Math Z, 011, 693-4, [3] Fujsawa R, Algebrac meas, Proc Im Acad, 1918, 15, [4] Ghasem M, Marshall M, Lower bouds for olyomals usg geometrc rogrammg, SIAM J Otm, 01,, [5] Hurwtz A, Über de Verglech des arthmetsche ud des geometrsche Mttels, I: Mathematsche Were II: Zahletheore, Algebra ud Geometre, Brhäuser, Basel, 193, Uauthetcated Dowload Date 5/3/18 5:43 PM
Factorization of Finite Abelian Groups
Iteratoal Joural of Algebra, Vol 6, 0, o 3, 0-07 Factorzato of Fte Abela Grous Khald Am Uversty of Bahra Deartmet of Mathematcs PO Box 3038 Sakhr, Bahra kamee@uobedubh Abstract If G s a fte abela grou
More informationD KL (P Q) := p i ln p i q i
Cheroff-Bouds 1 The Geeral Boud Let P 1,, m ) ad Q q 1,, q m ) be two dstrbutos o m elemets, e,, q 0, for 1,, m, ad m 1 m 1 q 1 The Kullback-Lebler dvergece or relatve etroy of P ad Q s defed as m D KL
More informationNon-uniform Turán-type problems
Joural of Combatoral Theory, Seres A 111 2005 106 110 wwwelsevercomlocatecta No-uform Turá-type problems DhruvMubay 1, Y Zhao 2 Departmet of Mathematcs, Statstcs, ad Computer Scece, Uversty of Illos at
More informationarxiv:math/ v1 [math.gm] 8 Dec 2005
arxv:math/05272v [math.gm] 8 Dec 2005 A GENERALIZATION OF AN INEQUALITY FROM IMO 2005 NIKOLAI NIKOLOV The preset paper was spred by the thrd problem from the IMO 2005. A specal award was gve to Yure Boreko
More informationOn the introductory notes on Artin s Conjecture
O the troductory otes o Art s Cojecture The urose of ths ote s to make the surveys [5 ad [6 more accessble to bachelor studets. We rovde some further relmares ad some exercses. We also reset the calculatos
More informationApplication of Generating Functions to the Theory of Success Runs
Aled Mathematcal Sceces, Vol. 10, 2016, o. 50, 2491-2495 HIKARI Ltd, www.m-hkar.com htt://dx.do.org/10.12988/ams.2016.66197 Alcato of Geeratg Fuctos to the Theory of Success Rus B.M. Bekker, O.A. Ivaov
More informationQ-analogue of a Linear Transformation Preserving Log-concavity
Iteratoal Joural of Algebra, Vol. 1, 2007, o. 2, 87-94 Q-aalogue of a Lear Trasformato Preservg Log-cocavty Daozhog Luo Departmet of Mathematcs, Huaqao Uversty Quazhou, Fua 362021, P. R. Cha ldzblue@163.com
More information= lim. (x 1 x 2... x n ) 1 n. = log. x i. = M, n
.. Soluto of Problem. M s obvously cotuous o ], [ ad ], [. Observe that M x,..., x ) M x,..., x ) )..) We ext show that M s odecreasg o ], [. Of course.) mles that M s odecreasg o ], [ as well. To show
More informationAssignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class)
Assgmet 5/MATH 7/Wter 00 Due: Frday, February 9 class (!) (aswers wll be posted rght after class) As usual, there are peces of text, before the questos [], [], themselves. Recall: For the quadratc form
More informationFibonacci Identities as Binomial Sums
It. J. Cotemp. Math. Sceces, Vol. 7, 1, o. 38, 1871-1876 Fboacc Idettes as Bomal Sums Mohammad K. Azara Departmet of Mathematcs, Uversty of Evasvlle 18 Lcol Aveue, Evasvlle, IN 477, USA E-mal: azara@evasvlle.edu
More informationMATH 371 Homework assignment 1 August 29, 2013
MATH 371 Homework assgmet 1 August 29, 2013 1. Prove that f a subset S Z has a smallest elemet the t s uque ( other words, f x s a smallest elemet of S ad y s also a smallest elemet of S the x y). We kow
More informationå 1 13 Practice Final Examination Solutions - = CS109 Dec 5, 2018
Chrs Pech Fal Practce CS09 Dec 5, 08 Practce Fal Examato Solutos. Aswer: 4/5 8/7. There are multle ways to obta ths aswer; here are two: The frst commo method s to sum over all ossbltes for the rak of
More informationArithmetic Mean and Geometric Mean
Acta Mathematca Ntresa Vol, No, p 43 48 ISSN 453-6083 Arthmetc Mea ad Geometrc Mea Mare Varga a * Peter Mchalča b a Departmet of Mathematcs, Faculty of Natural Sceces, Costate the Phlosopher Uversty Ntra,
More informationExtend the Borel-Cantelli Lemma to Sequences of. Non-Independent Random Variables
ppled Mathematcal Sceces, Vol 4, 00, o 3, 637-64 xted the Borel-Catell Lemma to Sequeces of No-Idepedet Radom Varables olah Der Departmet of Statstc, Scece ad Research Campus zad Uversty of Tehra-Ira der53@gmalcom
More informationIdeal multigrades with trigonometric coefficients
Ideal multgrades wth trgoometrc coeffcets Zarathustra Brady December 13, 010 1 The problem A (, k) multgrade s defed as a par of dstct sets of tegers such that (a 1,..., a ; b 1,..., b ) a j = =1 for all
More informationComplete Convergence and Some Maximal Inequalities for Weighted Sums of Random Variables
Joural of Sceces, Islamc Republc of Ira 8(4): -6 (007) Uversty of Tehra, ISSN 06-04 http://sceces.ut.ac.r Complete Covergece ad Some Maxmal Iequaltes for Weghted Sums of Radom Varables M. Am,,* H.R. Nl
More informationPROJECTION PROBLEM FOR REGULAR POLYGONS
Joural of Mathematcal Sceces: Advaces ad Applcatos Volume, Number, 008, Pages 95-50 PROJECTION PROBLEM FOR REGULAR POLYGONS College of Scece Bejg Forestry Uversty Bejg 0008 P. R. Cha e-mal: sl@bjfu.edu.c
More informationMu Sequences/Series Solutions National Convention 2014
Mu Sequeces/Seres Solutos Natoal Coveto 04 C 6 E A 6C A 6 B B 7 A D 7 D C 7 A B 8 A B 8 A C 8 E 4 B 9 B 4 E 9 B 4 C 9 E C 0 A A 0 D B 0 C C Usg basc propertes of arthmetc sequeces, we fd a ad bm m We eed
More informationChannel Models with Memory. Channel Models with Memory. Channel Models with Memory. Channel Models with Memory
Chael Models wth Memory Chael Models wth Memory Hayder radha Electrcal ad Comuter Egeerg Mchga State Uversty I may ractcal etworkg scearos (cludg the Iteret ad wreless etworks), the uderlyg chaels are
More information5 Short Proofs of Simplified Stirling s Approximation
5 Short Proofs of Smplfed Strlg s Approxmato Ofr Gorodetsky, drtymaths.wordpress.com Jue, 20 0 Itroducto Strlg s approxmato s the followg (somewhat surprsg) approxmato of the factoral,, usg elemetary fuctos:
More informationJournal of Mathematical Analysis and Applications
J. Math. Aal. Appl. 365 200) 358 362 Cotets lsts avalable at SceceDrect Joural of Mathematcal Aalyss ad Applcatos www.elsever.com/locate/maa Asymptotc behavor of termedate pots the dfferetal mea value
More informationOn the characteristics of partial differential equations
Sur les caractérstques des équatos au dérvées artelles Bull Soc Math Frace 5 (897) 8- O the characterstcs of artal dfferetal equatos By JULES BEUDON Traslated by D H Delhech I a ote that was reseted to
More informationTHE PUBLISHING HOUSE PROCEEDINGS OF THE ROMANIAN ACADEMY, Series A, OF THE ROMANIAN ACADEMY Volume 9, Number 3/2008, pp
THE PUBLISHIN HOUSE PROCEEDINS OF THE ROMANIAN ACADEMY, Seres A, OF THE ROMANIAN ACADEMY Volume 9, Number 3/8, THE UNITS IN Stela Corelu ANDRONESCU Uversty of Pteşt, Deartmet of Mathematcs, Târgu Vale
More informationExercises for Square-Congruence Modulo n ver 11
Exercses for Square-Cogruece Modulo ver Let ad ab,.. Mark True or False. a. 3S 30 b. 3S 90 c. 3S 3 d. 3S 4 e. 4S f. 5S g. 0S 55 h. 8S 57. 9S 58 j. S 76 k. 6S 304 l. 47S 5347. Fd the equvalece classes duced
More informationLecture 3 Probability review (cont d)
STATS 00: Itroducto to Statstcal Iferece Autum 06 Lecture 3 Probablty revew (cot d) 3. Jot dstrbutos If radom varables X,..., X k are depedet, the ther dstrbuto may be specfed by specfyg the dvdual dstrbuto
More informationRandom Variables. ECE 313 Probability with Engineering Applications Lecture 8 Professor Ravi K. Iyer University of Illinois
Radom Varables ECE 313 Probablty wth Egeerg Alcatos Lecture 8 Professor Rav K. Iyer Uversty of Illos Iyer - Lecture 8 ECE 313 Fall 013 Today s Tocs Revew o Radom Varables Cumulatve Dstrbuto Fucto (CDF
More informationMATH 247/Winter Notes on the adjoint and on normal operators.
MATH 47/Wter 00 Notes o the adjot ad o ormal operators I these otes, V s a fte dmesoal er product space over, wth gve er * product uv, T, S, T, are lear operators o V U, W are subspaces of V Whe we say
More informationSTRONG CONSISTENCY FOR SIMPLE LINEAR EV MODEL WITH v/ -MIXING
Joural of tatstcs: Advaces Theory ad Alcatos Volume 5, Number, 6, Pages 3- Avalable at htt://scetfcadvaces.co. DOI: htt://d.do.org/.864/jsata_7678 TRONG CONITENCY FOR IMPLE LINEAR EV MODEL WITH v/ -MIXING
More informationCOMPUTERISED ALGEBRA USED TO CALCULATE X n COST AND SOME COSTS FROM CONVERSIONS OF P-BASE SYSTEM WITH REFERENCES OF P-ADIC NUMBERS FROM
U.P.B. Sc. Bull., Seres A, Vol. 68, No. 3, 6 COMPUTERISED ALGEBRA USED TO CALCULATE X COST AND SOME COSTS FROM CONVERSIONS OF P-BASE SYSTEM WITH REFERENCES OF P-ADIC NUMBERS FROM Z AND Q C.A. MURESAN Autorul
More informationρ < 1 be five real numbers. The
Lecture o BST 63: Statstcal Theory I Ku Zhag, /0/006 Revew for the prevous lecture Deftos: covarace, correlato Examples: How to calculate covarace ad correlato Theorems: propertes of correlato ad covarace
More informationPr[X (p + t)n] e D KL(p+t p)n.
Cheroff Bouds Wolfgag Mulzer 1 The Geeral Boud Let P 1,..., m ) ad Q q 1,..., q m ) be two dstrbutos o m elemets,.e.,, q 0, for 1,..., m, ad m 1 m 1 q 1. The Kullback-Lebler dvergece or relatve etroy of
More informationIntegral Generalized Binomial Coefficients of Multiplicative Functions
Uversty of Puget Soud Soud Ideas Summer Research Summer 015 Itegral Geeralzed Bomal Coeffcets of Multlcatve Fuctos Imauel Che hche@ugetsoud.edu Follow ths ad addtoal works at: htt://souddeas.ugetsoud.edu/summer_research
More information2. Independence and Bernoulli Trials
. Ideedece ad Beroull Trals Ideedece: Evets ad B are deedet f B B. - It s easy to show that, B deedet mles, B;, B are all deedet ars. For examle, ad so that B or B B B B B φ,.e., ad B are deedet evets.,
More informationPart 4b Asymptotic Results for MRR2 using PRESS. Recall that the PRESS statistic is a special type of cross validation procedure (see Allen (1971))
art 4b Asymptotc Results for MRR usg RESS Recall that the RESS statstc s a specal type of cross valdato procedure (see Alle (97)) partcular to the regresso problem ad volves fdg Y $,, the estmate at the
More information1 Onto functions and bijections Applications to Counting
1 Oto fuctos ad bectos Applcatos to Coutg Now we move o to a ew topc. Defto 1.1 (Surecto. A fucto f : A B s sad to be surectve or oto f for each b B there s some a A so that f(a B. What are examples of
More information18.413: Error Correcting Codes Lab March 2, Lecture 8
18.413: Error Correctg Codes Lab March 2, 2004 Lecturer: Dael A. Spelma Lecture 8 8.1 Vector Spaces A set C {0, 1} s a vector space f for x all C ad y C, x + y C, where we take addto to be compoet wse
More informationOn the Rational Valued Characters Table of the
Aled Mathematcal Sceces, Vol., 7, o. 9, 95-9 HIKARI Ltd, www.m-hkar.com htts://do.or/.9/ams.7.7576 O the Ratoal Valued Characters Table of the Grou (Q m C Whe m s a Eve Number Raaa Hassa Abass Deartmet
More informationCHAPTER 4 RADICAL EXPRESSIONS
6 CHAPTER RADICAL EXPRESSIONS. The th Root of a Real Number A real umber a s called the th root of a real umber b f Thus, for example: s a square root of sce. s also a square root of sce ( ). s a cube
More informationmeans the first term, a2 means the term, etc. Infinite Sequences: follow the same pattern forever.
9.4 Sequeces ad Seres Pre Calculus 9.4 SEQUENCES AND SERIES Learg Targets:. Wrte the terms of a explctly defed sequece.. Wrte the terms of a recursvely defed sequece. 3. Determe whether a sequece s arthmetc,
More informationA tighter lower bound on the circuit size of the hardest Boolean functions
Electroc Colloquum o Computatoal Complexty, Report No. 86 2011) A tghter lower boud o the crcut sze of the hardest Boolea fuctos Masak Yamamoto Abstract I [IPL2005], Fradse ad Mlterse mproved bouds o the
More informationv 1 -periodic 2-exponents of SU(2 e ) and SU(2 e + 1)
Joural of Pure ad Appled Algebra 216 (2012) 1268 1272 Cotets lsts avalable at ScVerse SceceDrect Joural of Pure ad Appled Algebra joural homepage: www.elsever.com/locate/jpaa v 1 -perodc 2-expoets of SU(2
More information2SLS Estimates ECON In this case, begin with the assumption that E[ i
SLS Estmates ECON 3033 Bll Evas Fall 05 Two-Stage Least Squares (SLS Cosder a stadard lear bvarate regresso model y 0 x. I ths case, beg wth the assumto that E[ x] 0 whch meas that OLS estmates of wll
More informationResearch Article Multidimensional Hilbert-Type Inequalities with a Homogeneous Kernel
Hdaw Publshg Corporato Joural of Iequaltes ad Applcatos Volume 29, Artcle ID 3958, 2 pages do:.55/29/3958 Research Artcle Multdmesoal Hlbert-Type Iequaltes wth a Homogeeous Kerel Predrag Vuovć Faculty
More informationBounds for the Connective Eccentric Index
It. J. Cotemp. Math. Sceces, Vol. 7, 0, o. 44, 6-66 Bouds for the Coectve Eccetrc Idex Nlaja De Departmet of Basc Scece, Humates ad Socal Scece (Mathematcs Calcutta Isttute of Egeerg ad Maagemet Kolkata,
More informationSemi-Riemann Metric on. the Tangent Bundle and its Index
t J Cotem Math Sceces ol 5 o 3 33-44 Sem-Rema Metrc o the Taet Budle ad ts dex smet Ayha Pamuale Uversty Educato Faculty Dezl Turey ayha@auedutr Erol asar Mers Uversty Art ad Scece Faculty 33343 Mers Turey
More informationChapter 5 Properties of a Random Sample
Lecture 3 o BST 63: Statstcal Theory I Ku Zhag, /6/006 Revew for the revous lecture Cocets: radom samle, samle mea, samle varace Theorems: roertes of a radom samle, samle mea, samle varace Examles: how
More informationA New Method for Solving Fuzzy Linear. Programming by Solving Linear Programming
ppled Matheatcal Sceces Vol 008 o 50 7-80 New Method for Solvg Fuzzy Lear Prograg by Solvg Lear Prograg S H Nasser a Departet of Matheatcs Faculty of Basc Sceces Mazadara Uversty Babolsar Ira b The Research
More informationEntropy ISSN by MDPI
Etropy 2003, 5, 233-238 Etropy ISSN 1099-4300 2003 by MDPI www.mdp.org/etropy O the Measure Etropy of Addtve Cellular Automata Hasa Aı Arts ad Sceces Faculty, Departmet of Mathematcs, Harra Uversty; 63100,
More informationStrong Convergence of Weighted Averaged Approximants of Asymptotically Nonexpansive Mappings in Banach Spaces without Uniform Convexity
BULLETIN of the MALAYSIAN MATHEMATICAL SCIENCES SOCIETY Bull. Malays. Math. Sc. Soc. () 7 (004), 5 35 Strog Covergece of Weghted Averaged Appromats of Asymptotcally Noepasve Mappgs Baach Spaces wthout
More informationLecture 4 Sep 9, 2015
CS 388R: Radomzed Algorthms Fall 205 Prof. Erc Prce Lecture 4 Sep 9, 205 Scrbe: Xagru Huag & Chad Voegele Overvew I prevous lectures, we troduced some basc probablty, the Cheroff boud, the coupo collector
More informationSTK3100 and STK4100 Autumn 2017
SK3 ad SK4 Autum 7 Geeralzed lear models Part III Covers the followg materal from chaters 4 ad 5: Sectos 4..5, 4.3.5, 4.3.6, 4.4., 4.4., ad 4.4.3 Sectos 5.., 5.., ad 5.5. Ørulf Borga Deartmet of Mathematcs
More informationh-analogue of Fibonacci Numbers
h-aalogue of Fboacc Numbers arxv:090.0038v [math-ph 30 Sep 009 H.B. Beaoum Prce Mohammad Uversty, Al-Khobar 395, Saud Araba Abstract I ths paper, we troduce the h-aalogue of Fboacc umbers for o-commutatve
More information#A27 INTEGERS 13 (2013) SOME WEIGHTED SUMS OF PRODUCTS OF LUCAS SEQUENCES
#A27 INTEGERS 3 (203) SOME WEIGHTED SUMS OF PRODUCTS OF LUCAS SEQUENCES Emrah Kılıç Mathematcs Departmet, TOBB Uversty of Ecoomcs ad Techology, Akara, Turkey eklc@etu.edu.tr Neşe Ömür Mathematcs Departmet,
More informationModified Cosine Similarity Measure between Intuitionistic Fuzzy Sets
Modfed ose mlarty Measure betwee Itutostc Fuzzy ets hao-mg wag ad M-he Yag,* Deartmet of led Mathematcs, hese ulture Uversty, Tae, Tawa Deartmet of led Mathematcs, hug Yua hrsta Uversty, hug-l, Tawa msyag@math.cycu.edu.tw
More informationThe Arithmetic-Geometric mean inequality in an external formula. Yuki Seo. October 23, 2012
Sc. Math. Japocae Vol. 00, No. 0 0000, 000 000 1 The Arthmetc-Geometrc mea equalty a exteral formula Yuk Seo October 23, 2012 Abstract. The classcal Jese equalty ad ts reverse are dscussed by meas of terally
More informationUnique Common Fixed Point of Sequences of Mappings in G-Metric Space M. Akram *, Nosheen
Vol No : Joural of Facult of Egeerg & echolog JFE Pages 9- Uque Coo Fed Pot of Sequeces of Mags -Metrc Sace M. Ara * Noshee * Deartet of Matheatcs C Uverst Lahore Pasta. Eal: ara7@ahoo.co Deartet of Matheatcs
More informationJournal Of Inequalities And Applications, 2008, v. 2008, p
Ttle O verse Hlbert-tye equaltes Authors Chagja, Z; Cheug, WS Ctato Joural Of Iequaltes Ad Alcatos, 2008, v. 2008,. 693248 Issued Date 2008 URL htt://hdl.hadle.et/0722/56208 Rghts Ths work s lcesed uder
More informationIntroduction to Probability
Itroducto to Probablty Nader H Bshouty Departmet of Computer Scece Techo 32000 Israel e-mal: bshouty@cstechoacl 1 Combatorcs 11 Smple Rules I Combatorcs The rule of sum says that the umber of ways to choose
More informationLecture 16: Backpropogation Algorithm Neural Networks with smooth activation functions
CO-511: Learg Theory prg 2017 Lecturer: Ro Lv Lecture 16: Bacpropogato Algorthm Dsclamer: These otes have ot bee subected to the usual scruty reserved for formal publcatos. They may be dstrbuted outsde
More informationELEMENTS OF NUMBER THEORY. In the following we will use mainly integers and positive integers. - the set of integers - the set of positive integers
ELEMENTS OF NUMBER THEORY I the followg we wll use aly tegers a ostve tegers Ζ = { ± ± ± K} - the set of tegers Ν = { K} - the set of ostve tegers Oeratos o tegers: Ato Each two tegers (ostve tegers) ay
More informationUNIVERSITY OF OSLO DEPARTMENT OF ECONOMICS
UNIVERSITY OF OSLO DEPARTMENT OF ECONOMICS Postpoed exam: ECON430 Statstcs Date of exam: Jauary 0, 0 Tme for exam: 09:00 a.m. :00 oo The problem set covers 5 pages Resources allowed: All wrtte ad prted
More informationSome identities involving the partial sum of q-binomial coefficients
Some dettes volvg the partal sum of -bomal coeffcets Bg He Departmet of Mathematcs, Shagha Key Laboratory of PMMP East Cha Normal Uversty 500 Dogchua Road, Shagha 20024, People s Republc of Cha yuhe00@foxmal.com
More informationChapter 4 Multiple Random Variables
Revew for the prevous lecture: Theorems ad Examples: How to obta the pmf (pdf) of U = g (, Y) ad V = g (, Y) Chapter 4 Multple Radom Varables Chapter 44 Herarchcal Models ad Mxture Dstrbutos Examples:
More informationEconometric Methods. Review of Estimation
Ecoometrc Methods Revew of Estmato Estmatg the populato mea Radom samplg Pot ad terval estmators Lear estmators Ubased estmators Lear Ubased Estmators (LUEs) Effcecy (mmum varace) ad Best Lear Ubased Estmators
More informationThe Occupancy and Coupon Collector problems
Chapter 4 The Occupacy ad Coupo Collector problems By Sarel Har-Peled, Jauary 9, 08 4 Prelmares [ Defto 4 Varace ad Stadard Devato For a radom varable X, let V E [ X [ µ X deote the varace of X, where
More informationRademacher Complexity. Examples
Algorthmc Foudatos of Learg Lecture 3 Rademacher Complexty. Examples Lecturer: Patrck Rebesch Verso: October 16th 018 3.1 Itroducto I the last lecture we troduced the oto of Rademacher complexty ad showed
More informationA Family of Non-Self Maps Satisfying i -Contractive Condition and Having Unique Common Fixed Point in Metrically Convex Spaces *
Advaces Pure Matheatcs 0 80-84 htt://dxdoorg/0436/a04036 Publshed Ole July 0 (htt://wwwscrporg/oural/a) A Faly of No-Self Mas Satsfyg -Cotractve Codto ad Havg Uque Coo Fxed Pot Metrcally Covex Saces *
More informationOn L- Fuzzy Sets. T. Rama Rao, Ch. Prabhakara Rao, Dawit Solomon And Derso Abeje.
Iteratoal Joural of Fuzzy Mathematcs ad Systems. ISSN 2248-9940 Volume 3, Number 5 (2013), pp. 375-379 Research Ida Publcatos http://www.rpublcato.com O L- Fuzzy Sets T. Rama Rao, Ch. Prabhakara Rao, Dawt
More informationThe internal structure of natural numbers, one method for the definition of large prime numbers, and a factorization test
Fal verso The teral structure of atural umbers oe method for the defto of large prme umbers ad a factorzato test Emmaul Maousos APM Isttute for the Advacemet of Physcs ad Mathematcs 3 Poulou str. 53 Athes
More informationSTK3100 and STK4100 Autumn 2018
SK3 ad SK4 Autum 8 Geeralzed lear models Part III Covers the followg materal from chaters 4 ad 5: Cofdece tervals by vertg tests Cosder a model wth a sgle arameter β We may obta a ( α% cofdece terval for
More informationEvaluating Polynomials
Uverst of Nebraska - Lcol DgtalCommos@Uverst of Nebraska - Lcol MAT Exam Expostor Papers Math the Mddle Isttute Partershp 7-7 Evaluatg Polomals Thomas J. Harrgto Uverst of Nebraska-Lcol Follow ths ad addtoal
More informationMinimizing Total Completion Time in a Flow-shop Scheduling Problems with a Single Server
Joural of Aled Mathematcs & Boformatcs vol. o.3 0 33-38 SSN: 79-660 (rt) 79-6939 (ole) Sceress Ltd 0 Mmzg Total omleto Tme a Flow-sho Schedulg Problems wth a Sgle Server Sh lg ad heg xue-guag Abstract
More information. The set of these sums. be a partition of [ ab, ]. Consider the sum f( x) f( x 1)
Chapter 7 Fuctos o Bouded Varato. Subject: Real Aalyss Level: M.Sc. Source: Syed Gul Shah (Charma, Departmet o Mathematcs, US Sargodha Collected & Composed by: Atq ur Rehma (atq@mathcty.org, http://www.mathcty.org
More informationAbout k-perfect numbers
DOI: 0.47/auom-04-0005 A. Şt. Uv. Ovdus Costaţa Vol.,04, 45 50 About k-perfect umbers Mhály Becze Abstract ABSTRACT. I ths paper we preset some results about k-perfect umbers, ad geeralze two equaltes
More informationX X X E[ ] E X E X. is the ()m n where the ( i,)th. j element is the mean of the ( i,)th., then
Secto 5 Vectors of Radom Varables Whe workg wth several radom varables,,..., to arrage them vector form x, t s ofte coveet We ca the make use of matrx algebra to help us orgaze ad mapulate large umbers
More informationSeveral Theorems for the Trace of Self-conjugate Quaternion Matrix
Moder Aled Scece Setember, 008 Several Theorems for the Trace of Self-cojugate Quatero Matrx Qglog Hu Deartmet of Egeerg Techology Xchag College Xchag, Schua, 6503, Cha E-mal: shjecho@6com Lm Zou(Corresodg
More informationIMPROVED GA-CONVEXITY INEQUALITIES
IMPROVED GA-CONVEXITY INEQUALITIES RAZVAN A. SATNOIANU Corresodece address: Deartmet of Mathematcs, Cty Uversty, LONDON ECV HB, UK; e-mal: r.a.satoau@cty.ac.uk; web: www.staff.cty.ac.uk/~razva/ Abstract
More informationhp calculators HP 30S Statistics Averages and Standard Deviations Average and Standard Deviation Practice Finding Averages and Standard Deviations
HP 30S Statstcs Averages ad Stadard Devatos Average ad Stadard Devato Practce Fdg Averages ad Stadard Devatos HP 30S Statstcs Averages ad Stadard Devatos Average ad stadard devato The HP 30S provdes several
More informationComplete Convergence for Weighted Sums of Arrays of Rowwise Asymptotically Almost Negative Associated Random Variables
A^VÇÚO 1 32 ò 1 5 Ï 2016 c 10 Chese Joural of Appled Probablty ad Statstcs Oct., 2016, Vol. 32, No. 5, pp. 489-498 do: 10.3969/j.ss.1001-4268.2016.05.005 Complete Covergece for Weghted Sums of Arrays of
More informationLecture 02: Bounding tail distributions of a random variable
CSCI-B609: A Theorst s Toolkt, Fall 206 Aug 25 Lecture 02: Boudg tal dstrbutos of a radom varable Lecturer: Yua Zhou Scrbe: Yua Xe & Yua Zhou Let us cosder the ubased co flps aga. I.e. let the outcome
More informationOn the construction of symmetric nonnegative matrix with prescribed Ritz values
Joural of Lear ad Topologcal Algebra Vol. 3, No., 14, 61-66 O the costructo of symmetrc oegatve matrx wth prescrbed Rtz values A. M. Nazar a, E. Afshar b a Departmet of Mathematcs, Arak Uversty, P.O. Box
More informationRandom Variables and Probability Distributions
Radom Varables ad Probablty Dstrbutos * If X : S R s a dscrete radom varable wth rage {x, x, x 3,. } the r = P (X = xr ) = * Let X : S R be a dscrete radom varable wth rage {x, x, x 3,.}.If x r P(X = x
More informationThe Strong Goldbach Conjecture: Proof for All Even Integers Greater than 362
The Strog Goldbach Cojecture: Proof for All Eve Itegers Greater tha 36 Persoal address: Dr. Redha M Bouras 5 Old Frakl Grove Drve Chael Hll, NC 754 PhD Electrcal Egeerg Systems Uversty of Mchga at A Arbor,
More informationOn the Behavior of Positive Solutions of a Difference. equation system:
Aled Mathematcs -8 htt://d.do.org/.6/am..9a Publshed Ole Setember (htt://www.scr.org/joural/am) O the Behavor of Postve Solutos of a Dfferece Equatos Sstem * Decu Zhag Weqag J # Lg Wag Xaobao L Isttute
More informationA Remark on the Uniform Convergence of Some Sequences of Functions
Advaces Pure Mathematcs 05 5 57-533 Publshed Ole July 05 ScRes. http://www.scrp.org/joural/apm http://dx.do.org/0.436/apm.05.59048 A Remark o the Uform Covergece of Some Sequeces of Fuctos Guy Degla Isttut
More informationUnit 9. The Tangent Bundle
Ut 9. The Taget Budle ========================================================================================== ---------- The taget sace of a submafold of R, detfcato of taget vectors wth dervatos at
More informationFunctions of Random Variables
Fuctos of Radom Varables Chapter Fve Fuctos of Radom Varables 5. Itroducto A geeral egeerg aalyss model s show Fg. 5.. The model output (respose) cotas the performaces of a system or product, such as weght,
More informationComputations with large numbers
Comutatos wth large umbers Wehu Hog, Det. of Math, Clayto State Uversty, 2 Clayto State lvd, Morrow, G 326, Mgshe Wu, Det. of Mathematcs, Statstcs, ad Comuter Scece, Uversty of Wscos-Stout, Meomoe, WI
More informationIntroducing Sieve of Eratosthenes as a Theorem
ISSN(Ole 9-8 ISSN (Prt - Iteratoal Joural of Iovatve Research Scece Egeerg ad echolog (A Hgh Imact Factor & UGC Aroved Joural Webste wwwrsetcom Vol Issue 9 Setember Itroducg Seve of Eratosthees as a heorem
More informationIntroduction to local (nonparametric) density estimation. methods
Itroducto to local (oparametrc) desty estmato methods A slecture by Yu Lu for ECE 66 Sprg 014 1. Itroducto Ths slecture troduces two local desty estmato methods whch are Parze desty estmato ad k-earest
More information02/15/04 INTERESTING FINITE AND INFINITE PRODUCTS FROM SIMPLE ALGEBRAIC IDENTITIES
0/5/04 ITERESTIG FIITE AD IFIITE PRODUCTS FROM SIMPLE ALGEBRAIC IDETITIES Thomas J Osler Mathematcs Departmet Rowa Uversty Glassboro J 0808 Osler@rowaedu Itroducto The dfferece of two squares, y = + y
More informationThird handout: On the Gini Index
Thrd hadout: O the dex Corrado, a tala statstca, proposed (, 9, 96) to measure absolute equalt va the mea dfferece whch s defed as ( / ) where refers to the total umber of dvduals socet. Assume that. The
More informationON THE ELEMENTARY SYMMETRIC FUNCTIONS OF A SUM OF MATRICES
Joural of lgebra, umber Theory: dvaces ad pplcatos Volume, umber, 9, Pages 99- O THE ELEMETRY YMMETRIC FUCTIO OF UM OF MTRICE R.. COT-TO Departmet of Mathematcs Uversty of Calfora ata Barbara, C 96 U...
More informationThe Lucas and Babbage congruences
The Lucas ad Baage cogrueces Dar Grerg Feruary 26, 2018 Cotets 01 Itroducto 1 1 The cogrueces 2 11 Bomal coeffcets 2 12 Negatve 3 13 The two cogrueces 4 2 Proofs 5 21 Basc propertes of omal coeffcets modulo
More informationNeville Robbins Mathematics Department, San Francisco State University, San Francisco, CA (Submitted August 2002-Final Revision December 2002)
Nevlle Robbs Mathematcs Departmet, Sa Fracsco State Uversty, Sa Fracsco, CA 943 (Submtted August -Fal Revso December ) INTRODUCTION The Lucas tragle s a fte tragular array of atural umbers that s a varat
More informationIS 709/809: Computational Methods in IS Research. Simple Markovian Queueing Model
IS 79/89: Comutatoal Methods IS Research Smle Marova Queueg Model Nrmalya Roy Deartmet of Iformato Systems Uversty of Marylad Baltmore Couty www.umbc.edu Queueg Theory Software QtsPlus software The software
More informationThe Mathematical Appendix
The Mathematcal Appedx Defto A: If ( Λ, Ω, where ( λ λ λ whch the probablty dstrbutos,,..., Defto A. uppose that ( Λ,,..., s a expermet type, the σ-algebra o λ λ λ are defed s deoted by ( (,,...,, σ Ω.
More informationMahmud Masri. When X is a Banach algebra we show that the multipliers M ( L (,
O Multlers of Orlcz Saces حول مضاعفات فضاءات ا ورلكس Mahmud Masr Mathematcs Deartmet,. A-Najah Natoal Uversty, Nablus, Paleste Receved: (9/10/000), Acceted: (7/5/001) Abstract Let (, M, ) be a fte ostve
More informationResearch Article Gauss-Lobatto Formulae and Extremal Problems
Hdaw Publshg Corporato Joural of Iequaltes ad Applcatos Volume 2008 Artcle ID 624989 0 pages do:055/2008/624989 Research Artcle Gauss-Lobatto Formulae ad Extremal Problems wth Polyomals Aa Mara Acu ad
More informationON THE LOGARITHMIC INTEGRAL
Hacettepe Joural of Mathematcs ad Statstcs Volume 39(3) (21), 393 41 ON THE LOGARITHMIC INTEGRAL Bra Fsher ad Bljaa Jolevska-Tueska Receved 29:9 :29 : Accepted 2 :3 :21 Abstract The logarthmc tegral l(x)
More information