Fixed points for discrete logarithms
|
|
- Matilda Hicks
- 5 years ago
- Views:
Transcription
1 Fixed points for discrete logarithms Mariana Levin 1, Carl Pomerance 2, and and K. Sondararajan 3 1 Gradate Grop in Science and Mathematics Edcation University of California Berkeley, CA 94720, USA levin@berkeley.ed 2 Department of Mathematics Dartmoth College Hanover, NH 03755, USA carl.pomerance@dartmoth.ed 3 Department of Mathematics Stanford University Stanford, CA 94305, USA ksond@math.stanford.ed Abstract. We establish a conjectre of Brizolis that for every prime p > 3 there is a primitive root g and an integer x in the interval [1, p 1] with log g x = x. Here, log g is the discrete logarithm fnction to the base g for the cyclic grop Z/pZ). Tools inclde a nmerically explicit smoothed version of the Pólya Vinogradov ineqality for the sm of vales of a Dirichlet character on an interval, a simple lower bond sieve, and an exhastive search over small cases. 1 Introdction If g is an element in a grop G and t g, there is some integer n with g n = t. Finding a valid choice for n is known as the discrete logarithm problem. Note that if g has finite order m, then n is actally a reside class modlo m. We write log g t = n or log g t n mod m)) in analogy to sal logarithmic notation. Ths, the problem in the title of this paper does not seem to make good sense, since if log g x = x, then the first x is a member of the grop g and the second x is either an integer or a reside class modlo m. However, sense is made of the eqation throgh the traditional conflation of members of the ring Z/kZ with least nonnegative members of reside classes. The work for this paper was begn at Bell Laboratories in 2001 while the first athor was a smmer stdent working with the second athor. A version of this work was presented as the 2003 Master s Thesis of the first athor at U. C. Berkeley, see [3]. The second athor was spported in part by NSF grant DMS The third athor was spported in part by NSF grant DMS
2 In particlar, sppose G = Z/pZ), where p is a prime nmber. This is known to be a cyclic grop of order p 1. Sppose g is a cyclic generator of this grop, known as a primitive root for p. A fixed point for the discrete logarithm modlo p to the base g is then an integer x in the interval [1, p 1] sch that log g x = x, that is, g x x mod p). Note that if x is not restricted to the interval [1, p 1] it is easy to find fixed points. Namely, if x is a soltion to the Chinese remainder problem x 1 mod p 1), x g mod p), then g x x mod p).) Brizolis see Gy [6, Section F9]) made the conjectre that for every prime p > 3 there is a primitive root g and an integer x in [1, p 1] with log g x = x, that is, g x x mod p). In this paper we prove this conjectre in a somewhat stronger form. Brizolis had noticed that if there is a primitive root x for p with x in [1, p 1] and gcdx, p 1) = 1, then with y the mltiplicative inverse of x modlo p 1 and g = x y, we wold have that g is a primitive root for p as well, and g x x xy x mod p), that is, there is a soltion to the fixed point problem. We shall prove then the stronger reslt that for each prime p > 3 there is a primitive root x for p in [1, p 1] that is coprime to p 1. Several athors have shown that the Brizolis property holds for all sfficiently large primes p. In particlar, Zhang [12] showed the strong conjectre holds for all sfficiently large primes p, bt did not give an estimate of what sfficiently large is. Cobeli and Zaharesc [4] also showed that the strong conjectre holds for sfficiently large primes p, and gave the details that it holds for all p > , bt they indicated that their method wold spport a bond arond Or method is similar to that of Zhang, who sed the Pólya Vinogradov ineqality for character sms on an interval. Here we introdce a nmerically explicit smoothed version of this ineqality, see 2. In addition, we combine the traditional character-sm approach with a simple lower bond sieve. There is still some need for direct calclation for smaller vales of p, which are easily handled by a short Mathematica program. In particlar, we directly verified the strong conjectre for each prime p < We mention the article by Holden and Moree [8], which considers some related problems. The total nmber of soltions to g x x mod p) as p rns p to some high bond N, where either g is restricted to be a primitive root, and where it is not so restricted, is considered in Borgain, Konyagin, and Shparlinski [2]. The smoothed version of the Pólya Vinogradov ineqality that we introdce in the next section is qite simple and the proof is rotine, so it may be known to others. We have fond it to be qite sefl nmerically; we hope it will find applications in closing the gap in other problems where character sms arise. Some notation: ωn) denotes the nmber of distinct prime divisors of n.
3 2 A smoothed Pólya Vinogradov ineqality Let χ be a non-principal Dirichlet character to the modls q. The Pólya Vinogradov ineqality independently discovered by Pólya and Vinogradov in 1918) asserts that there is a niversal constant c sch that χa) c q log q 1) M a M+N for any choice of nmbers M, N. Let Np) denote the nmer of primitive roots g for p with g [1, p 1] and gcdg, p 1) = 1. Using 1) one can show see Zhang [12] and Campbell [3]) that Np) = ϕp 1)2 p 1 + Op 1/2+ǫ ), for every fixed ǫ > 0, and so Np) > 0 for all sfficiently large p. The aim of this paper is to close the gap and find the complete set of primes p with Np) > 0. Towards this end it wold be sefl to have a nmerically explicit version of 1). In [3], the theorem of Bachman and Rachakonda [1] was sed pls a small npblished improvement on a secondary term in their ineqality de to the second athor of the present paper). Recently, elaborating on the work in an early paper of Landa [10], pls an idea of Bateman as mentioned in Hildebrand [7], the second athor in [11] proved a stronger nmerically explicit version of 1). Using this simplifies the approach in [3]. However, we have fond a way to simplify even frther by sing a smoothed version of 1). In this section we prove the following theorem. Theorem 1. Let χ be a primitive Dirichlet character to the modls q > 1 and let M, N be real nmbers with 0 < N q. Then ) χa) 1 a M N 1 q N. q M a M+2N Proof. We se Poisson smmation, see [9, 4.3]. Let We wish to estimate S, where Ht) = max{0, 1 t }. S := a Zχa)H Towards this end we se the identity ) a M N 1. χa) = 1 q 1 χj)eaj/q), τ χ) j=0
4 where τ χ) is the Gass sm for χ and ex) := e 2πix. Ths, The Forier transform of H is Ĥs) = S = 1 q 1 χj) ) a M τ χ) N j=0 a Zeaj/q)H 1. Ht)e st)dt = 1 cos2πs 2π 2 s 2 when s 0, Ĥ0) = 1, which is nonnegative for s real. By a change of variables in the integral, we see that the Forier transform of ejt/q)ht M)/N 1) is Ne M + N)s j/q) ) Ĥ s j/q)n ). Hence, by Poisson smmation, we have S = N q 1 χj) τ χ) j=0 n Ze M + N)n j/q) ) Ĥ n j/q)n ). Estimating trivially that is, taking the absolte vale of each term) and sing Ĥ nonnegative and χ0) = 0, we have S N q 1 Ĥ n j/q)n ) = N q q j=1 n Z k Z\qZ Ĥ ) kn. q Since N/q)ĤsN/q) is the Forier transform of Hqt/N), from the last calclation we have S q ) N kn q Ĥ q N q q Ĥ0) + ) ) N kn q Ĥ q k Z\qZ k Z = q N q + ) ) ql H = N N q + qh0) = q N, q l Z by another appeal to Poisson smmation and the definition of H. This completes the proof of the theorem. In or application we will need a version of Theorem 1 with the variable a satisfying a coprimality condition. We dedce sch a reslt below. Corollary 2 Let k be a sqare-free integer and let χ be a primitive character to the modls q > 1. For 0 < N q, we have χa) 1 a ) { N 1 2 ωk) q always 0 a 2N 2 ωk) 1 q if k is even. a,k)=1
5 Proof. Since d k,a) µd) gives 1 if a, k) = 1 and 0 otherwise, the sm in qestion eqals µd)χd) χa) 1 ad ) N 1 d k a 2N/d and sing Theorem 1 this is bonded in size by 2 ωk) q as desired. If k, q) is even, then χd) = 0 for even divisors d of k, so that we achieve the bond 2 ωk) 1 q, again as desired. Sppose now that k is even and q is odd. For each odd divisor d of k, we grop together the contribtion from d and 2d, and so we may write the sm in qestion as µd)χd) d k/2 a 2N/d a odd χa) 1 ad ) N 1. We replace a in the inner sm by q + a, and since q is now odd, the condition that a is odd may be replaced with the condition that q + a = 2b is even. Ths, the above sm becomes µd)χd)χ2) d k/2 q/2 b q/2+n/d χb) 1 2db q/2) N ) 1, and appealing again to Theorem 1 we obtain the Corollary in this case. Thogh we will not need it for or proof, we record the following corollary of Theorem 1. Corollary 3 Let χ be a primitive Dirichlet character to the modls q > 1 and let M, N be real nmbers with N > 0. Then, with θ the fractional part of N/q, ) χa) 1 a M N 1 q3/2 θ1 θ). N M a M+2N 3 A criterion for the Brizolis property Let s write the largest sqare-free divisor of p 1 as v where and v will be chosen later. We shall assme that is even, and have in mind the sitation that is composed of the small prime factors of p 1, and that v is composed of the large prime factors; we also allow for the possibility that v = 1. For the rest of the paper, the letter l will denote a prime nmber. Let S denote the set of primitive roots in [1, p 1] that are coprime to p 1. Ths, an integer g [1, p 1] is in S if and only if for each prime l p 1 we have both l g and g is not an l-th power mod p). Let S 1 denote the set of integers in [1, p 1] that are coprime to and which are not eqal to an l-th power mod p) for any prime l dividing. Let S 2 denote the set of integers in S 1 which are divisible by some prime l which divides v. Let S 3 denote the set
6 of integers in S 1 which eqal an l-th power mod p) for some prime l dividing v. Now S S 1, and the elements in S 1 that are not in S are precisely those that, for some prime l v, are either divisible by l or are an l-th power mod p). Ths, S = S 1 \S 2 S 3 ). We seek a positive lower bond for N := 2g ) 1 p 1 1, g S since if N > 0, then S. By or observation above we have N N 1 N 2 N 3, where, for j = 1, 2, 3, N j = 2g ) 1 p 1 1. g S j If d is a sqare-free divisor of p 1 and g is an integer in [1, p 1], let C d g) be 1 if g is a d-th power mod p) and 0 otherwise. Ths, C d g) = C l g) = 1 χg) l l d l d χ l =χ 0 = χg) = 1 d d l d χ of order l m d χ of order m χg). Note that µd)c d g) d is 1 if, for each l, g is not an l-th power mod p), and is 0 otherwise. By the above calclation, this expression is d µd) d m d χ of order mχg) = m χ of order m The inner sm here is ϕ)/)µm)/ϕm), so that N 1 = ϕ) 1 g p 1 g,)=1 2g ) 1 p 1 1 m µm) ϕm) χg) n /m χ of order m µnm) nm. χg). 2) Let m with m > 1. Using Corollary 2, the terms above contribte an amont bonded in magnitde by ϕ) 2ω) 1 p,
7 so the total contribtion over all m with m > 1 has magnitde at most ϕ) ) 2 ω) 1 2 ω) 1 p. The sm over g in 2) with m = 1 and so χ = χ 0 ) is ϕ) 1 g p 1 g,)=1 2g ) 1 p 1 1 = ϕ) µd) d h p 1)/d 1 2dh ) p 1 1. The inner sm over h can be evalated explicitly: it eqals p 1)/2d) if p 1)/d is even, and it eqals p 1)/2d) d/2p 1)) if p 1)/d is odd. It follows that the contribtion when m = 1 is ) 2 ϕ) p 1 2 ϕ) We conclde that ) 2 ϕ) p N 1 ϕ) > 1 2p 1) d p 1)/d odd dµd) ) 2 ϕ) p 1 ϕ)2 2 p 1) 2 ϕ) ϕ) ) 2 p 2 ϕ) 2 4ω) p. ϕ) ) 2 p 2 ϕ). ) 2 ω) 1 2 ω) 1 p Next we trn to N 2. Since an element in S 2 mst be divisible by some prime we have that N 2 h p 1)/l h,)=1 1 2hl ) ϕ) p 1 1 m µm) ϕm) χ of order m χhl). If v = 1, then N 2 = 0, so assme v > 1. The terms with m > 1 contribte, sing Corollary 2, an amont bonded in size by ϕ) ) ωv) 2 ω) 1 2 ω) 1 p. The main term m = 1 above contribtes arging as in or evalation of the main term for N 1 above) ϕ) h p 1)/l h,)=1 1 2hl ) ) 2 ϕ) p 1 1 p 1 2l + l v ).
8 Since l v, and sing v > 1, we conclde that ) 2 ϕ) p 1 1 N 2 2 l + ϕ) ) 2 ϕ) p 1 2 l + ϕ) 2 4ω) ωv) p. ) 2 + ϕ) ) ωv) 2 ω) 1 2 ω) 1 p Lastly we consider N 3. An element g of S 3 mst be an l-th power for some prime, and the indicator fnction for this condition is 1 l ψ l =χ 0 ψg), as seen above. Therefore we have that N 3 is at most g p 1 g,)=1 2g ) ϕ) 1 p 1 1 m µm) ϕm) χ of order m ) 1 χg) l ) ψg). ψ l =χ 0 Appealing to Corollary 2 for the terms above with χψ χ 0 we find that the contribtion of sch terms is bonded in magnitde by The main term χ = ψ = χ 0 gives Ths, ϕ) 1 l g p 1 g,)=1 ϕ) 22ω) 1 ωv) p. 2g ) 1 p 1 1 ϕ) ) 2 ϕ) p 1 = + 1 ) 2 v 1 l ϕ) p 1 2 ϕ) + ϕ) ) 1 p 1 l ) 2 p 1 2 l. ) 2 ϕ) p 1 N 3 2 l + ϕ) 2 4ω) ωv) p. Combining these bonds for N 1, N 2 and N 3 we obtain that ϕ) N ) 2 p ) ϕ) l 2 4ω) 1 + 2ωv)) p. We may conclde as follows: The Brizolis property holds for the prime p 5, if we may write the largest sqare-free divisor of p 1 as v with even, 1/l < 1/2, and with p > 4 ω) ϕ) 1 + 2ωv) 1 2 3) 1/l.
9 4 Completing the proof Or criterion 3) can be sed in a straightforward way with v = 1 to get an pper bond for possible conterexamples to the Brizolis conjectre. Indeed, after a small calclation sing 4 ωn) < 1404n 1/3 and n/ϕn) < 2 log log n for n larger than the prodct of the first eleven primes), it is seen that the Brizolis property holds for all p > It is not pleasant to contemplate checking each prime to this point, so instead we se 3) with v > 1. Sppose ωp 1) = k 10, and take v to be the prodct of the six largest primes dividing p 1, and to be the prodct of the other smaller primes. Since ωp 1) 10, the primes dividing v are all at least 11, and we have that l ) > If p j denotes the j-th prime, then 4 ω) /ϕ) k 6 j=1 4p j/p j 1)), and p > p 1 k j=1 p j. So from or criterion 3), if we have k j=1 pj 13 k 6 4p j 0.28 p j=1 j 1, then the Brizolis property holds for all p with ωp 1) = k. We verified that the ineqality above holds for k = 10. If k is increased by 1 then the LHS of or ineqality is increased by a factor of at least 31 > 5, bt the RHS is increased only by a factor of at most 4 11/10) = 4.4. Ths, the ineqality holds for all k 10. Sppose now that k = ωp 1) 9. If k 4, we take to be the prodct of the for smallest primes dividing p 1, and otherwise, we take to be the prodct of all the primes dividing p 1. Then v has at most 5 prime factors, and 1 2 1/l 1 21/11 + 1/13 + 1/17 + 1/19 + 1/23) Frther p 4p/p 1) 4 j=1 4p j/p j 1) = Or criterion 3) shows that if p ) 2 = 1,239,040,000, 0.35 then p satisfies the Brizolis property. Using the fnctions Prime[ ] and PrimitiveRoot[ ] in Mathematica, we were able to directly exhibit a primitive root g for each prime 3 < p < with g in [1, p 1] and coprime to p 1. Or program rns as follows. The fnction Prime[ ] allows s to seqentially step throgh the primes p to or bond. For each prime p retrned by Prime[ ], we invoke PrimitiveRoot[p] to find the least positive primitive root r for p. We then seqentially check r 2k 1 mod p for k = 1, 2,... ntil we find a vale coprime to p 1 with 2k 1 also coprime to p 1. The exponent being coprime to p 1 garantees that the power is a primitive root, and the reside being coprime to p 1 then garantees that we
10 have fond a member of S. If no sch primitive root exists, this algorithm wold not terminate, bt it did, ths verifying the Brizolis property for the given range. There are varios small speed-ps that one can se to agment the program. For example, if r = 2 is a primitive root and p 1 mod 4), then note that p 2 is a primitive root coprime to p 1, and so work with this prime p is complete. The agmented program ran in abot 90 mintes on a Dell workstation. This completes or proof of the Brizolis conjectre. Acknowledgment. We thank Richard Crandall for some technical assistance with the Mathematica program and the referees for some helpfl comments. References 1. G. Bachman and L. Rachakonda, On a problem of Dobrowolski and Williams and the Pólya Vinogradov ineqality, Ramanjan J ), J. Borgain, S. V. Konyagin, and I. E. Shparlinski, Prodct sets of rationals, mltiplicative translates of sbgrops in reside rings, and fixed points of the discrete logarithm, Int. Math. Res. Notices 2008, art. ID rnn090, 29 pp. Corrigendm: ibid. 2009, no. 16, ) 3. M. E. Campbell, On fixed points for discrete logarithms, Master s Thesis, U. C. Berkeley Department of Mathematics, C. Cobeli and A. Zaharesc, An exponential congrence with soltions in primitive roots, Rev. Romaine Math. Pres Appl ), R. Crandall and C. Pomerance, Prime nmbers: a comptational perspective, Second ed., Springer, New York, R. K. Gy, Unsolved problems in nmber theory, Springer, New York Berlin, A. Hildebrand, On the constant in the Pólya Vinogradov ineqality, Canad. Math. Bll ), J. Holden and P. Moree, Some heristics and reslts for small cycles of the discrete logarithm, Math. Comp ), H. Iwaniec and E. Kowalski, Analytic nmber theory, American Math. Soc., Providence, E. Landa, Abschätzngen von Charaktersmmen, Einheiten nd Klassenzahlen, Nachrichten Königl. Ges. Wiss. Göttingen 1918), C. Pomerance, Remarks on the Pólya Vinogradov ineqality, sbmitted for pblication, W.-P. Zhang, On a problem of Brizolis. Chinese. English, Chinese smmary.) Pre Appl. Math ) sppl., 1 3.
Fixed points for discrete logarithms
Fixed points for discrete logarithms Mariana Levin, U. C. Berkeley Carl Pomerance, Dartmouth College Suppose that G is a group and g G has finite order m. Then for each t g the integers n with g n = t
More informationRemarks on the Pólya Vinogradov inequality
Remarks on the Pólya Vinogradov ineuality Carl Pomerance Dedicated to Mel Nathanson on his 65th birthday Abstract: We establish a numerically explicit version of the Pólya Vinogradov ineuality for the
More informationMEAN VALUE ESTIMATES OF z Ω(n) WHEN z 2.
MEAN VALUE ESTIMATES OF z Ωn WHEN z 2 KIM, SUNGJIN 1 Introdction Let n i m pei i be the prime factorization of n We denote Ωn by i m e i Then, for any fixed complex nmber z, we obtain a completely mltiplicative
More informationAn Investigation into Estimating Type B Degrees of Freedom
An Investigation into Estimating Type B Degrees of H. Castrp President, Integrated Sciences Grop Jne, 00 Backgrond The degrees of freedom associated with an ncertainty estimate qantifies the amont of information
More informationVectors in Rn un. This definition of norm is an extension of the Pythagorean Theorem. Consider the vector u = (5, 8) in R 2
MATH 307 Vectors in Rn Dr. Neal, WKU Matrices of dimension 1 n can be thoght of as coordinates, or ectors, in n- dimensional space R n. We can perform special calclations on these ectors. In particlar,
More informationWorst-case analysis of the LPT algorithm for single processor scheduling with time restrictions
OR Spectrm 06 38:53 540 DOI 0.007/s009-06-043-5 REGULAR ARTICLE Worst-case analysis of the LPT algorithm for single processor schedling with time restrictions Oliver ran Fan Chng Ron Graham Received: Janary
More informationSection 7.4: Integration of Rational Functions by Partial Fractions
Section 7.4: Integration of Rational Fnctions by Partial Fractions This is abot as complicated as it gets. The Method of Partial Fractions Ecept for a few very special cases, crrently we have no way to
More informationThe Cryptanalysis of a New Public-Key Cryptosystem based on Modular Knapsacks
The Cryptanalysis of a New Pblic-Key Cryptosystem based on Modlar Knapsacks Yeow Meng Chee Antoine Jox National Compter Systems DMI-GRECC Center for Information Technology 45 re d Ulm 73 Science Park Drive,
More information9. Tensor product and Hom
9. Tensor prodct and Hom Starting from two R-modles we can define two other R-modles, namely M R N and Hom R (M, N), that are very mch related. The defining properties of these modles are simple, bt those
More informationResearch Statement. Enrique Treviño. M<n N+M
Research Statement Enrique Treviño My research interests lie in elementary analytic number theory. Most of my work concerns finding explicit estimates for character sums. While these estimates are interesting
More informationSTEP Support Programme. STEP III Hyperbolic Functions: Solutions
STEP Spport Programme STEP III Hyperbolic Fnctions: Soltions Start by sing the sbstittion t cosh x. This gives: sinh x cosh a cosh x cosh a sinh x t sinh x dt t dt t + ln t ln t + ln cosh a ln ln cosh
More informationA generalized Alon-Boppana bound and weak Ramanujan graphs
A generalized Alon-Boppana bond and weak Ramanjan graphs Fan Chng Abstract A basic eigenvale bond de to Alon and Boppana holds only for reglar graphs. In this paper we give a generalized Alon-Boppana bond
More informationOn the tree cover number of a graph
On the tree cover nmber of a graph Chassidy Bozeman Minerva Catral Brendan Cook Oscar E. González Carolyn Reinhart Abstract Given a graph G, the tree cover nmber of the graph, denoted T (G), is the minimm
More informationCHANNEL SELECTION WITH RAYLEIGH FADING: A MULTI-ARMED BANDIT FRAMEWORK. Wassim Jouini and Christophe Moy
CHANNEL SELECTION WITH RAYLEIGH FADING: A MULTI-ARMED BANDIT FRAMEWORK Wassim Joini and Christophe Moy SUPELEC, IETR, SCEE, Avene de la Bolaie, CS 47601, 5576 Cesson Sévigné, France. INSERM U96 - IFR140-
More informationOn relative errors of floating-point operations: optimal bounds and applications
On relative errors of floating-point operations: optimal bonds and applications Clade-Pierre Jeannerod, Siegfried M. Rmp To cite this version: Clade-Pierre Jeannerod, Siegfried M. Rmp. On relative errors
More informationCONTENTS. INTRODUCTION MEQ curriculum objectives for vectors (8% of year). page 2 What is a vector? What is a scalar? page 3, 4
CONTENTS INTRODUCTION MEQ crriclm objectives for vectors (8% of year). page 2 What is a vector? What is a scalar? page 3, 4 VECTOR CONCEPTS FROM GEOMETRIC AND ALGEBRAIC PERSPECTIVES page 1 Representation
More informationRemarks on strongly convex stochastic processes
Aeqat. Math. 86 (01), 91 98 c The Athor(s) 01. This article is pblished with open access at Springerlink.com 0001-9054/1/010091-8 pblished online November 7, 01 DOI 10.1007/s00010-01-016-9 Aeqationes Mathematicae
More informationSUBORDINATION RESULTS FOR A CERTAIN SUBCLASS OF NON-BAZILEVIC ANALYTIC FUNCTIONS DEFINED BY LINEAR OPERATOR
italian jornal of pre and applied mathematics n. 34 215 375 388) 375 SUBORDINATION RESULTS FOR A CERTAIN SUBCLASS OF NON-BAZILEVIC ANALYTIC FUNCTIONS DEFINED BY LINEAR OPERATOR Adnan G. Alamosh Maslina
More informationThe Brauer Manin obstruction
The Braer Manin obstrction Martin Bright 17 April 2008 1 Definitions Let X be a smooth, geometrically irredcible ariety oer a field k. Recall that the defining property of an Azmaya algebra A is that,
More informationSome extensions of Alon s Nullstellensatz
Some extensions of Alon s Nllstellensatz arxiv:1103.4768v2 [math.co] 15 Ag 2011 Géza Kós Compter and Atomation Research Institte, Hngarian Acad. Sci; Dept. of Analysis, Eötvös Loránd Univ., Bdapest kosgeza@szta.h
More informationOn fixed points for discrete logarithms. Mariana Elaine Campbell. B.A. (University of California, San Diego) 2000
On fixed points for discrete logarithms by Mariana Elaine Campbell B.A. (University of California, San Diego) 2000 A thesis submitted in partial satisfaction of the requirements for the degree of Master
More informationLecture Notes: Finite Element Analysis, J.E. Akin, Rice University
9. TRUSS ANALYSIS... 1 9.1 PLANAR TRUSS... 1 9. SPACE TRUSS... 11 9.3 SUMMARY... 1 9.4 EXERCISES... 15 9. Trss analysis 9.1 Planar trss: The differential eqation for the eqilibrim of an elastic bar (above)
More informationOn relative errors of floating-point operations: optimal bounds and applications
On relative errors of floating-point operations: optimal bonds and applications Clade-Pierre Jeannerod, Siegfried M. Rmp To cite this version: Clade-Pierre Jeannerod, Siegfried M. Rmp. On relative errors
More informationDiscussion Papers Department of Economics University of Copenhagen
Discssion Papers Department of Economics University of Copenhagen No. 10-06 Discssion of The Forward Search: Theory and Data Analysis, by Anthony C. Atkinson, Marco Riani, and Andrea Ceroli Søren Johansen,
More informationDecision Making in Complex Environments. Lecture 2 Ratings and Introduction to Analytic Network Process
Decision Making in Complex Environments Lectre 2 Ratings and Introdction to Analytic Network Process Lectres Smmary Lectre 5 Lectre 1 AHP=Hierar chies Lectre 3 ANP=Networks Strctring Complex Models with
More information1 The space of linear transformations from R n to R m :
Math 540 Spring 20 Notes #4 Higher deriaties, Taylor s theorem The space of linear transformations from R n to R m We hae discssed linear transformations mapping R n to R m We can add sch linear transformations
More informationSetting The K Value And Polarization Mode Of The Delta Undulator
LCLS-TN-4- Setting The Vale And Polarization Mode Of The Delta Undlator Zachary Wolf, Heinz-Dieter Nhn SLAC September 4, 04 Abstract This note provides the details for setting the longitdinal positions
More informationBLOOM S TAXONOMY. Following Bloom s Taxonomy to Assess Students
BLOOM S TAXONOMY Topic Following Bloom s Taonomy to Assess Stdents Smmary A handot for stdents to eplain Bloom s taonomy that is sed for item writing and test constrction to test stdents to see if they
More informationDiscussion of The Forward Search: Theory and Data Analysis by Anthony C. Atkinson, Marco Riani, and Andrea Ceroli
1 Introdction Discssion of The Forward Search: Theory and Data Analysis by Anthony C. Atkinson, Marco Riani, and Andrea Ceroli Søren Johansen Department of Economics, University of Copenhagen and CREATES,
More informationChem 4501 Introduction to Thermodynamics, 3 Credits Kinetics, and Statistical Mechanics. Fall Semester Homework Problem Set Number 10 Solutions
Chem 4501 Introdction to Thermodynamics, 3 Credits Kinetics, and Statistical Mechanics Fall Semester 2017 Homework Problem Set Nmber 10 Soltions 1. McQarrie and Simon, 10-4. Paraphrase: Apply Eler s theorem
More informationA generalized Alon-Boppana bound and weak Ramanujan graphs
A generalized Alon-Boppana bond and weak Ramanjan graphs Fan Chng Department of Mathematics University of California, San Diego La Jolla, CA, U.S.A. fan@csd.ed Sbmitted: Feb 0, 206; Accepted: Jne 22, 206;
More informationOPTIMUM EXPRESSION FOR COMPUTATION OF THE GRAVITY FIELD OF A POLYHEDRAL BODY WITH LINEARLY INCREASING DENSITY 1
OPTIMUM EXPRESSION FOR COMPUTATION OF THE GRAVITY FIEL OF A POLYHERAL BOY WITH LINEARLY INCREASING ENSITY 1 V. POHÁNKA2 Abstract The formla for the comptation of the gravity field of a polyhedral body
More informationThe Heat Equation and the Li-Yau Harnack Inequality
The Heat Eqation and the Li-Ya Harnack Ineqality Blake Hartley VIGRE Research Paper Abstract In this paper, we develop the necessary mathematics for nderstanding the Li-Ya Harnack ineqality. We begin with
More informationSecond-Order Wave Equation
Second-Order Wave Eqation A. Salih Department of Aerospace Engineering Indian Institte of Space Science and Technology, Thirvananthapram 3 December 016 1 Introdction The classical wave eqation is a second-order
More informationMATH2715: Statistical Methods
MATH275: Statistical Methods Exercises VI (based on lectre, work week 7, hand in lectre Mon 4 Nov) ALL qestions cont towards the continos assessment for this modle. Q. The random variable X has a discrete
More informationApproximate Solution for the System of Non-linear Volterra Integral Equations of the Second Kind by using Block-by-block Method
Astralian Jornal of Basic and Applied Sciences, (1): 114-14, 008 ISSN 1991-8178 Approximate Soltion for the System of Non-linear Volterra Integral Eqations of the Second Kind by sing Block-by-block Method
More informationDetermining of temperature field in a L-shaped domain
Available online at www.pelagiaresearchlibrary.com Advances in Applied Science Research, 0, (:-8 Determining of temperatre field in a L-shaped domain Oigo M. Zongo, Sié Kam, Kalifa Palm, and Alione Oedraogo
More information1. Introduction 1.1. Background and previous results. Ramanujan introduced his zeta function in 1916 [11]. Following Ramanujan, let.
IDENTITIES FOR THE RAMANUJAN ZETA FUNCTION MATHEW ROGERS Abstract. We prove formlas for special vales of the Ramanjan ta zeta fnction. Or formlas show that L(, k) is a period in the sense of Kontsevich
More information1. Tractable and Intractable Computational Problems So far in the course we have seen many problems that have polynomial-time solutions; that is, on
. Tractable and Intractable Comptational Problems So far in the corse we have seen many problems that have polynomial-time soltions; that is, on a problem instance of size n, the rnning time T (n) = O(n
More informationOn the circuit complexity of the standard and the Karatsuba methods of multiplying integers
On the circit complexity of the standard and the Karatsba methods of mltiplying integers arxiv:1602.02362v1 [cs.ds] 7 Feb 2016 Igor S. Sergeev The goal of the present paper is to obtain accrate estimates
More informationModelling by Differential Equations from Properties of Phenomenon to its Investigation
Modelling by Differential Eqations from Properties of Phenomenon to its Investigation V. Kleiza and O. Prvinis Kanas University of Technology, Lithania Abstract The Panevezys camps of Kanas University
More informationSubcritical bifurcation to innitely many rotating waves. Arnd Scheel. Freie Universitat Berlin. Arnimallee Berlin, Germany
Sbcritical bifrcation to innitely many rotating waves Arnd Scheel Institt fr Mathematik I Freie Universitat Berlin Arnimallee 2-6 14195 Berlin, Germany 1 Abstract We consider the eqation 00 + 1 r 0 k2
More informationThe Linear Quadratic Regulator
10 The Linear Qadratic Reglator 10.1 Problem formlation This chapter concerns optimal control of dynamical systems. Most of this development concerns linear models with a particlarly simple notion of optimality.
More informationL 1 -smoothing for the Ornstein-Uhlenbeck semigroup
L -smoothing for the Ornstein-Uhlenbeck semigrop K. Ball, F. Barthe, W. Bednorz, K. Oleszkiewicz and P. Wolff September, 00 Abstract Given a probability density, we estimate the rate of decay of the measre
More informationEssentials of optimal control theory in ECON 4140
Essentials of optimal control theory in ECON 4140 Things yo need to know (and a detail yo need not care abot). A few words abot dynamic optimization in general. Dynamic optimization can be thoght of as
More informationPrime Divisors of Palindromes
Prime Divisors of Palindromes William D. Banks Department of Mathematics, University of Missouri Columbia, MO 6511 USA bbanks@math.missouri.edu Igor E. Shparlinski Department of Computing, Macquarie University
More informationElements of Coordinate System Transformations
B Elements of Coordinate System Transformations Coordinate system transformation is a powerfl tool for solving many geometrical and kinematic problems that pertain to the design of gear ctting tools and
More informationMEG 741 Energy and Variational Methods in Mechanics I
MEG 74 Energ and Variational Methods in Mechanics I Brendan J. O Toole, Ph.D. Associate Professor of Mechanical Engineering Howard R. Hghes College of Engineering Universit of Nevada Las Vegas TBE B- (7)
More informationOn a class of topological groups. Key Words: topological groups, linearly topologized groups. Contents. 1 Introduction 25
Bol. Soc. Paran. Mat. (3s.) v. 24 1-2 (2006): 25 34. c SPM ISNN-00378712 On a class of topological grops Dinamérico P. Pombo Jr. abstract: A topological grop is an SNS-grop if its identity element possesses
More informationRELIABILITY ASPECTS OF PROPORTIONAL MEAN RESIDUAL LIFE MODEL USING QUANTILE FUNC- TIONS
RELIABILITY ASPECTS OF PROPORTIONAL MEAN RESIDUAL LIFE MODEL USING QUANTILE FUNC- TIONS Athors: N.UNNIKRISHNAN NAIR Department of Statistics, Cochin University of Science Technology, Cochin, Kerala, INDIA
More informationClassify by number of ports and examine the possible structures that result. Using only one-port elements, no more than two elements can be assembled.
Jnction elements in network models. Classify by nmber of ports and examine the possible strctres that reslt. Using only one-port elements, no more than two elements can be assembled. Combining two two-ports
More informationAdmissibility under the LINEX loss function in non-regular case. Hidekazu Tanaka. Received November 5, 2009; revised September 2, 2010
Scientiae Mathematicae Japonicae Online, e-2012, 427 434 427 Admissibility nder the LINEX loss fnction in non-reglar case Hidekaz Tanaka Received November 5, 2009; revised September 2, 2010 Abstract. In
More informationFOUNTAIN codes [3], [4] provide an efficient solution
Inactivation Decoding of LT and Raptor Codes: Analysis and Code Design Francisco Lázaro, Stdent Member, IEEE, Gianligi Liva, Senior Member, IEEE, Gerhard Bach, Fellow, IEEE arxiv:176.5814v1 [cs.it 19 Jn
More informationChords in Graphs. Department of Mathematics Texas State University-San Marcos San Marcos, TX Haidong Wu
AUSTRALASIAN JOURNAL OF COMBINATORICS Volme 32 (2005), Pages 117 124 Chords in Graphs Weizhen G Xingde Jia Department of Mathematics Texas State Uniersity-San Marcos San Marcos, TX 78666 Haidong W Department
More informationThe Dual of the Maximum Likelihood Method
Department of Agricltral and Resorce Economics University of California, Davis The Dal of the Maximm Likelihood Method by Qirino Paris Working Paper No. 12-002 2012 Copyright @ 2012 by Qirino Paris All
More informationPhysicsAndMathsTutor.com
C Integration - By sbstittion PhysicsAndMathsTtor.com. Using the sbstittion cos +, or otherwise, show that e cos + sin d e(e ) (Total marks). (a) Using the sbstittion cos, or otherwise, find the eact vale
More informationLONG GAPS BETWEEN DEFICIENT NUMBERS
LONG GAPS BETWEEN DEFICIENT NUMBERS PAUL POLLACK Abstract. Let n be a natral nmber. If the sm of the roer divisors of n is less than n, then n is said to be deficient. Let G(x) be the largest ga between
More informationA Characterization of Interventional Distributions in Semi-Markovian Causal Models
A Characterization of Interventional Distribtions in Semi-Markovian Casal Models Jin Tian and Changsng Kang Department of Compter Science Iowa State University Ames, IA 50011 {jtian, cskang}@cs.iastate.ed
More informationDiscontinuous Fluctuation Distribution for Time-Dependent Problems
Discontinos Flctation Distribtion for Time-Dependent Problems Matthew Hbbard School of Compting, University of Leeds, Leeds, LS2 9JT, UK meh@comp.leeds.ac.k Introdction For some years now, the flctation
More informationChapter 2 Difficulties associated with corners
Chapter Difficlties associated with corners This chapter is aimed at resolving the problems revealed in Chapter, which are cased b corners and/or discontinos bondar conditions. The first section introdces
More informationThe Least Inert Prime in a Real Quadratic Field
Explicit Palmetto Number Theory Series December 4, 2010 Explicit An upperbound on the least inert prime in a real quadratic field An integer D is a fundamental discriminant if and only if either D is squarefree,
More informationADAMS OPERATORS AND FIXED POINTS
ADAMS OPERATORS AND FIXED POINTS S. P. NOVIKOV Abstract. The aim of this article is to calclate the Conner Floyd invariants of the fixed points of the action of a cyclic grop, by analogy with Adams operators.
More informationCongruences involving product of intervals and sets with small multiplicative doubling modulo a prime
Congruences involving product of intervals and sets with small multiplicative doubling modulo a prime J. Cilleruelo and M. Z. Garaev Abstract We obtain a sharp upper bound estimate of the form Hp o(1)
More informationFormules relatives aux probabilités qui dépendent de très grands nombers
Formles relatives ax probabilités qi dépendent de très grands nombers M. Poisson Comptes rends II (836) pp. 603-63 In the most important applications of the theory of probabilities, the chances of events
More information(r2 + rf + k2r2f) that occurs when the space form of tne wave equation is expressed. Fl(U)--" [Ju(kr)u(ka)- Ju(ka)u(kr)]f(r)drr (1.
Internat. J. Math. & Math. Sci. VOL. ii NO. 4 (1988) 635-642 635 ON AN INTEGRAL TRANSFORM D. NAYLOR niversity of Weste Ontario London, Ontario, Canada (Received March 28, 1988) ABSTRACT. A formla of inversion
More informationA numerically explicit Burgess inequality and an application to qua
A numerically explicit Burgess inequality and an application to quadratic non-residues Swarthmore College AMS Sectional Meeting Akron, OH October 21, 2012 Squares Consider the sequence Can it contain any
More informationUniversal Scheme for Optimal Search and Stop
Universal Scheme for Optimal Search and Stop Sirin Nitinawarat Qalcomm Technologies, Inc. 5775 Morehose Drive San Diego, CA 92121, USA Email: sirin.nitinawarat@gmail.com Vengopal V. Veeravalli Coordinated
More informationStudy of the diffusion operator by the SPH method
IOSR Jornal of Mechanical and Civil Engineering (IOSR-JMCE) e-issn: 2278-684,p-ISSN: 2320-334X, Volme, Isse 5 Ver. I (Sep- Oct. 204), PP 96-0 Stdy of the diffsion operator by the SPH method Abdelabbar.Nait
More informationInterval-Valued Fuzzy KUS-Ideals in KUS-Algebras
IOSR Jornal of Mathematics (IOSR-JM) e-issn: 78-578. Volme 5, Isse 4 (Jan. - Feb. 03), PP 6-66 Samy M. Mostafa, Mokhtar.bdel Naby, Fayza bdel Halim 3, reej T. Hameed 4 and Department of Mathematics, Faclty
More informationApplying Fuzzy Set Approach into Achieving Quality Improvement for Qualitative Quality Response
Proceedings of the 007 WSES International Conference on Compter Engineering and pplications, Gold Coast, stralia, Janary 17-19, 007 5 pplying Fzzy Set pproach into chieving Qality Improvement for Qalitative
More informationAssignment Fall 2014
Assignment 5.086 Fall 04 De: Wednesday, 0 December at 5 PM. Upload yor soltion to corse website as a zip file YOURNAME_ASSIGNMENT_5 which incldes the script for each qestion as well as all Matlab fnctions
More informationApproximate Solution of Convection- Diffusion Equation by the Homotopy Perturbation Method
Gen. Math. Notes, Vol. 1, No., December 1, pp. 18-114 ISSN 19-7184; Copyright ICSRS Pblication, 1 www.i-csrs.org Available free online at http://www.geman.in Approximate Soltion of Convection- Diffsion
More informationCharacterizations of probability distributions via bivariate regression of record values
Metrika (2008) 68:51 64 DOI 10.1007/s00184-007-0142-7 Characterizations of probability distribtions via bivariate regression of record vales George P. Yanev M. Ahsanllah M. I. Beg Received: 4 October 2006
More informationConditions for Approaching the Origin without Intersecting the x-axis in the Liénard Plane
Filomat 3:2 (27), 376 377 https://doi.org/.2298/fil7276a Pblished by Faclty of Sciences and Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat Conditions for Approaching
More informationOn the second smallest prime non-residue
On the second smallest prime non-residue Kevin J. McGown 1 Department of Mathematics, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093 Abstract Let χ be a non-principal Dirichlet
More informationGravitational Instability of a Nonrotating Galaxy *
SLAC-PUB-536 October 25 Gravitational Instability of a Nonrotating Galaxy * Alexander W. Chao ;) Stanford Linear Accelerator Center Abstract Gravitational instability of the distribtion of stars in a galaxy
More information1 Undiscounted Problem (Deterministic)
Lectre 9: Linear Qadratic Control Problems 1 Undisconted Problem (Deterministic) Choose ( t ) 0 to Minimize (x trx t + tq t ) t=0 sbject to x t+1 = Ax t + B t, x 0 given. x t is an n-vector state, t a
More informationLecture Notes On THEORY OF COMPUTATION MODULE - 2 UNIT - 2
BIJU PATNAIK UNIVERSITY OF TECHNOLOGY, ODISHA Lectre Notes On THEORY OF COMPUTATION MODULE - 2 UNIT - 2 Prepared by, Dr. Sbhend Kmar Rath, BPUT, Odisha. Tring Machine- Miscellany UNIT 2 TURING MACHINE
More informationUNCERTAINTY FOCUSED STRENGTH ANALYSIS MODEL
8th International DAAAM Baltic Conference "INDUSTRIAL ENGINEERING - 19-1 April 01, Tallinn, Estonia UNCERTAINTY FOCUSED STRENGTH ANALYSIS MODEL Põdra, P. & Laaneots, R. Abstract: Strength analysis is a
More informationA New Approach to Direct Sequential Simulation that Accounts for the Proportional Effect: Direct Lognormal Simulation
A ew Approach to Direct eqential imlation that Acconts for the Proportional ffect: Direct ognormal imlation John Manchk, Oy eangthong and Clayton Detsch Department of Civil & nvironmental ngineering University
More informationApproach to a Proof of the Riemann Hypothesis by the Second Mean-Value Theorem of Calculus
Advances in Pre Mathematics, 6, 6, 97- http://www.scirp.org/jornal/apm ISSN Online: 6-384 ISSN Print: 6-368 Approach to a Proof of the Riemann Hypothesis by the Second Mean-Vale Theorem of Calcls Alfred
More informationWhen are Two Numerical Polynomials Relatively Prime?
J Symbolic Comptation (1998) 26, 677 689 Article No sy980234 When are Two Nmerical Polynomials Relatively Prime? BERNHARD BECKERMANN AND GEORGE LABAHN Laboratoire d Analyse Nmériqe et d Optimisation, Université
More informationSensitivity Analysis in Bayesian Networks: From Single to Multiple Parameters
Sensitivity Analysis in Bayesian Networks: From Single to Mltiple Parameters Hei Chan and Adnan Darwiche Compter Science Department University of California, Los Angeles Los Angeles, CA 90095 {hei,darwiche}@cs.cla.ed
More informationOn pseudosquares and pseudopowers
On pseudosquares and pseudopowers Carl Pomerance Department of Mathematics Dartmouth College Hanover, NH 03755-3551, USA carl.pomerance@dartmouth.edu Igor E. Shparlinski Department of Computing Macquarie
More informationAsymptotics of dissipative nonlinear evolution equations with ellipticity: different end states
J. Math. Anal. Appl. 33 5) 5 35 www.elsevier.com/locate/jmaa Asymptotics of dissipative nonlinear evoltion eqations with ellipticity: different end states enjn Dan, Changjiang Zh Laboratory of Nonlinear
More informationResearch Article Permanence of a Discrete Predator-Prey Systems with Beddington-DeAngelis Functional Response and Feedback Controls
Hindawi Pblishing Corporation Discrete Dynamics in Natre and Society Volme 2008 Article ID 149267 8 pages doi:101155/2008/149267 Research Article Permanence of a Discrete Predator-Prey Systems with Beddington-DeAngelis
More informationarxiv:quant-ph/ v4 14 May 2003
Phase-transition-like Behavior of Qantm Games arxiv:qant-ph/0111138v4 14 May 2003 Jiangfeng D Department of Modern Physics, University of Science and Technology of China, Hefei, 230027, People s Repblic
More informationCONCERNING A CONJECTURE OF MARSHALL HALL
CONCERNING A CONJECTURE OF MARSHALL HALL RICHARD SINKHORN Introdction. An «X«matrix A is said to be dobly stochastic if Oij; = and if ï i aik = jj_i akj = 1 for all i and j. The set of «X«dobly stochastic
More informationElliptic Curves Spring 2013
18.783 Elliptic Crves Spring 2013 Lectre #25 05/14/2013 In or final lectre we give an overview of the proof of Fermat s Last Theorem. Or goal is to explain exactly what Andrew Wiles [14], with the assistance
More informationFEA Solution Procedure
EA Soltion Procedre (demonstrated with a -D bar element problem) EA Procedre for Static Analysis. Prepare the E model a. discretize (mesh) the strctre b. prescribe loads c. prescribe spports. Perform calclations
More informationCHARACTERIZATIONS OF EXPONENTIAL DISTRIBUTION VIA CONDITIONAL EXPECTATIONS OF RECORD VALUES. George P. Yanev
Pliska Std. Math. Blgar. 2 (211), 233 242 STUDIA MATHEMATICA BULGARICA CHARACTERIZATIONS OF EXPONENTIAL DISTRIBUTION VIA CONDITIONAL EXPECTATIONS OF RECORD VALUES George P. Yanev We prove that the exponential
More informationarxiv: v1 [physics.flu-dyn] 11 Mar 2011
arxiv:1103.45v1 [physics.fl-dyn 11 Mar 011 Interaction of a magnetic dipole with a slowly moving electrically condcting plate Evgeny V. Votyakov Comptational Science Laboratory UCY-CompSci, Department
More informationUncertainties of measurement
Uncertainties of measrement Laboratory tas A temperatre sensor is connected as a voltage divider according to the schematic diagram on Fig.. The temperatre sensor is a thermistor type B5764K [] with nominal
More information4.2 First-Order Logic
64 First-Order Logic and Type Theory The problem can be seen in the two qestionable rles In the existential introdction, the term a has not yet been introdced into the derivation and its se can therefore
More informationBridging the Gap Between Multigrid, Hierarchical, and Receding-Horizon Control
Bridging the Gap Between Mltigrid, Hierarchical, and Receding-Horizon Control Victor M. Zavala Mathematics and Compter Science Division Argonne National Laboratory Argonne, IL 60439 USA (e-mail: vzavala@mcs.anl.gov).
More informationBalanced subgroups of the multiplicative group
Balanced subgroups of the multiplicative group Carl Pomerance, Dartmouth College Hanover, New Hampshire, USA Based on joint work with D. Ulmer To motivate the topic, let s begin with elliptic curves. If
More information4.4 Moment of a Force About a Line
4.4 Moment of a orce bot a Line 4.4 Moment of a orce bot a Line Eample 1, page 1 of 3 1. orce is applied to the end of gearshift lever DE. Determine the moment of abot shaft. State which wa the lever will
More informationIncompressible Viscoelastic Flow of a Generalised Oldroyed-B Fluid through Porous Medium between Two Infinite Parallel Plates in a Rotating System
International Jornal of Compter Applications (97 8887) Volme 79 No., October Incompressible Viscoelastic Flow of a Generalised Oldroed-B Flid throgh Poros Medim between Two Infinite Parallel Plates in
More informationA Radial Basis Function Method for Solving PDE Constrained Optimization Problems
Report no. /6 A Radial Basis Fnction Method for Solving PDE Constrained Optimization Problems John W. Pearson In this article, we appl the theor of meshfree methods to the problem of PDE constrained optimization.
More information