Finite conductor models for zeros of elliptic curves
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1 L-FUNCTIONS, RANKS OF ELLIPTIC CURVES AND RANDOM MATRIX THEORY Finite conductor models for zeros of elliptic curves Eduardo Dueñez (University of Texas at San Antonio) Duc Khiem Huynh and Jon P. Keating (Bristol University) Steven J. Miller (Brown University) Banff, July 2 th, sjmiller
2 Orthogonal Random Matrix Models RMT: 2N eigenvalues, in pairs e ±iθ j, probability measure on [0, π] N : dɛ 0 (θ) j<k (cos θ k cos θ j ) 2 j dθ j. Independent Model: A 2N,2r = {( I2r 2r g ) } : g SO(2N 2r). Interaction Model: Sub-ensemble of SO(2N) with the last 2r of the 2N eigenvalues equal +: dε 2r (θ) j<k (cos θ k cos θ j ) 2 j ( cos θ j ) 2r j dθ j, with j, k N r.
3 -Level Density L-function L(s, f): by RH non-trivial zeros 2 + iγ f,j. C f : analytic conductor; ϕ(x): compactly supported even Schwartz function. D,f (ϕ) = ( ) log Cf ϕ 2π γ f,j j individual zeros contribute in limit most of contribution is from low zeros Katz-Sarnak Conjecture: D,F (ϕ) = lim D N F N,f (ϕ) = f F N = ϕ(x)ρ G(F) (x)dx ϕ(u) ρ G(F) (u)du. 2
4 Random Matrix Models and One-Level Densities Fourier transform of -level density: ˆρ 0 (u) = δ(u) + 2 η(u). Fourier transform of -level density (Rank 2, Independent): ˆρ 2,Independent (u) = [δ(u) + 2 ] η(u) + 2. Fourier transform of -level density (Rank 2, Interaction): ˆρ 2,Interaction (u) = [δ(u) + 2 ] η(u) ( u )η(u). 3
5 lim N Comparing the RMT Models For small support, one-param family of rank r over Q(T ): ( ) log CEt ϕ F N 2π γ E t,j = ϕ(x)ρ G (x)dx + rϕ(0) where E t F N G = j { SO if half odd SO(even) if all even SO(odd) if all odd Confirm Katz-Sarnak, B-SD predictions for small support. Supports Independent and not Interaction model in the limit. 4
6 Interesting Families Let E : y 2 = x 3 + A(T )x + B(T ) be a one-parameter family of elliptic curves of rank r over Q(T ). Natural sub-families: Curves of rank r. Curves of rank r + 2. Question: Does the sub-family of rank r + 2 curves in a rank r family behave like the sub-family of rank r + 2 curves in a rank r + 2 family? Equivalently, does it matter how one conditions on a curve being rank r + 2? 5
7 Testing Random Matrix Theory Predictions Know the right model for large conductors, searching for the correct model for finite conductors. In the limit must recover the independent model, and want to explain data on:. Excess Rank: Rank r one-parameter family over Q(T ): observed percentages with rank r First (Normalized) Zero above Central Point: Influence of zeros at the central point on the distribution of zeros near the central point. 6
8 Excess Rank One-parameter family, rank r over Q(T ). Density Conjecture (Generic Family) = 50% rank r, r+. For many families, observe Percent with rank r 32% Percent with rank r+ 48% Percent with rank r+2 8% Percent with rank r+3 2% Problem: small data sets, sub-families, convergence rate log(conductor). 7
9 Data on Excess Rank y 2 + y = x 3 + T x Each data set 2000 curves from start. t-start Rk 0 Rk Rk 2 Rk 3 Time (hrs) < < Last set has conductors of size 0 7, but on logarithmic scale still small. 8
10 RMT: Theoretical Results (N, Mean 0.32) Figure a: st norm. evalue above : 23,040 SO(4) matrices Mean =.709, Std Dev of the Mean =.60, Median = Figure b: st norm. evalue above : 23,040 SO(6) matrices Mean =.635, Std Dev of the Mean =.574, Median =.635 9
11 RMT: Theoretical Results (N ) Figure c: st norm. evalue above : SO(even) Figure d: st norm. evalue above : SO(odd) 0
12 Rank 0 Curves: st Normalized Zero above Central Point Figure 2a: 750 rank 0 curves from y 2 + a xy + a 3 y = x 3 + a 2 x 2 + a 4 x + a 6. log(cond) [3.2, 2.6], median =.00 mean =.04, σ µ = Figure 2b: 750 rank 0 curves from y 2 + a xy + a 3 y = x 3 + a 2 x 2 + a 4 x + a 6. log(cond) [2.6, 4.9], median =.85, mean =.88, σ µ =.27
13 Rank 2 Curves: st Norm. Zero above the Central Point Figure 3a: 665 rank 2 curves from y 2 + a xy + a 3 y = x 3 + a 2 x 2 + a 4 x + a 6. log(cond) [0, 0.325], median = 2.29, mean = Figure 3b: 665 rank 2 curves from y 2 + a xy + a 3 y = x 3 + a 2 x 2 + a 4 x + a 6. log(cond) [6, 6.5], median =.8, mean =.82 2
14 Rank 0 Curves: st Norm Zero: 4 One-Param of Rank Figure 4a: 209 rank 0 curves from 4 rank 0 families, log(cond) [3.26, 9.98], median =.35, mean = Figure 4b: 996 rank 0 curves from 4 rank 0 families, log(cond) [5.00, 6.00], median =.8, mean =.86. 3
15 Rank 0 Curves: st Norm Zero: 4 One-Param of Rank 0 over Q(T ) Family Median µ Mean µ StDev σ µ log(conductor) Number : [0,,,,T] [3.93, 9.66] 7 2: [,0,0,,T] [4.66, 9.94] 3: [,0,0,2,T] [5.37, 9.97] 4: [,0,0,-,T] [4.70, 9.98] 20 5: [,0,0,-2,T] [4.95, 9.85] 6: [,0,0,T,0] [4.74, 9.97] 44 7: [,0,,-2,T] [4.04, 9.46] 0 8: [,0,2,,T] [5.37, 9.97] 9: [,0,-,,T] [7.45, 9.96] 9 0: [,0,-2,,T] [3.26, 9.56] 9 : [,,-2,,T] [5.73, 9.92] 6 2: [,,-3,,T] [5.04, 9.98] 3: [,-2,0,T,0] [4.73, 9.9] 39 4: [-,,-3,,T] [5.76, 9.92] 0 All Curves [3.26, 9.98] 209 Distinct Curves [3.26, 9.98] 96 4
16 Rank 0 Curves: st Norm Zero: 4 One-Param of Rank 0 over Q(T ) Family Median µ Mean µ StDev σ µ log(conductor) Number : [0,,,,T] [5.02, 5.97] 49 2: [,0,0,,T] [5.00, 5.99] 58 3: [,0,0,2,T] [5.00, 6.00] 55 4: [,0,0,-,T] [5.02, 6.00] 59 5: [,0,0,-2,T] [5.04, 5.98] 53 6: [,0,0,T,0] [5.00, 6.00] 30 7: [,0,,-2,T] [5.04, 5.99] 63 8: [,0,2,,T] [5.00, 6.00] 55 9: [,0,-,,T] [5.02, 5.98] 57 0: [,0,-2,,T] [5.03, 5.97] 59 : [,,-2,,T] [5.00, 6.00] 24 2: [,,-3,,T] [5.0, 6.00] 66 3: [,-2,0,T,0] [5.00, 6.00] 20 4: [-,,-3,,T] [5.00, 5.99] 48 All Curves [5.00,6.00] 996 Distinct Curves [5.00,6.00] 863 5
17 Rank 2 Curves: st Norm Zero: one-param of rank 0 over Q(T ) first set log(cond) [5, 5.5); second set log(cond) [5.5, 6]. Median µ, Mean µ, Std Dev (of Mean) σ µ. Family µ µ σ µ Number µ µ σ µ Number : [0,,3,,T] : [,0,0,,T] : [,0,0,2,T] : [,0,0,-,T] : [,0,0,T,0] : [,0,,,T] : [,0,,2,T] : [,0,,-,T] : [,0,,-2,T] : [,0,-,,T] : [,0,-2,,T] : [,0,-3,,T] : [,,0,T,0] : [,,,,T] : [,,-,,T] : [,,-2,,T] : [,,-3,,T] : [,-2,0,T,0] : [-,,0,,T] : [-,,-2,,T] : [-,,-3,,T] All Curves Distinct Curves
18 Rank 2 Curves: st Norm Zero: 2 One-Param of Rank 0 over Q(T ) Observe the medians and means of the small conductor set to be larger than those from the large conductor set. For all curves the Pooled and Unpooled Two-Sample t-procedure give t-statistics of 2.5 with over 600 degrees of freedom. For distinct curves the t-statistics is 2.6 (respectively 2.7) with over 600 degrees of freedom (about a 3% chance). Provides evidence against the null hypothesis (that the means are equal) at the.05 confidence level (though not at the.0 confidence level). 7
19 Rank 2 Curves from y 2 = x 3 T 2 x + T 2 (Rank 2 over Q(T )) st Normalized Zero above Central Point Figure 5a: 35 curves, log(cond) [7.8, 6.], µ =.85, µ =.92, σ µ = Figure 5b: 34 curves, log(cond) [6.2, 23.3], µ =.37, µ =.47, σ µ =.34 8
20 Rank 2 Curves: st Norm Zero: rank 2 one-param over Q(T ) log(cond) [5, 6], t [0, 20], median is.64. Family Mean Standard Deviation log(conductor) Number : [,T,0,-3-2T,] [5.74,6.00] 2 2: [,T,-9,-T-,0] [5.7,5.63] 4 3: [,T,2,-T-,0].29 [5.47, 5.47] 4: [,T,-6,-T-,0] [5.07,5.86] 4 5: [,T,3,-T-,0] [5.08,5.9] 3 6: [,T,-4,-T-,0] [5.06,5.22] 3 7: [,T,0,-T-,0] [5.70,5.89] 3 8: [0,T,,-T-,0].98 [5.87,5.87] 9: [,T,-,-T-,0] 0: [0,T,7,-T-,0] [5.08,5.90] 7 : [,T,-8,-T-,0] [5.23,25.95] 6 2: [,T,9,-T-,0] 3: [0,T,3,-T-,0] [5.23, 5.66] 3 4: [0,T,9,-T-,0] 5: [,T,7,-T-,0] [5.09, 5.98] 4 6: [0,T,9,-T-,0] [5.0, 5.85] 5 7: [0,T,,-T-,0].5 [5.99, 5.99] 8: [,T,-7,-T-,0] [5.4, 5.43] 4 9: [,T,8,-T-,0] [5.02, 5.89] 0 20: [,T,-2,-T-,0].60 [5.98, 5.98] 2: [0,T,3,-T-,0] [5.0, 5.92] 2 All Curves [5.0, 6.00] 64 9
21 Function Field Example (with Sal Butt, Chris Hall) y 2 = x 3 + (t 5 + a t 4 + a 0 )x + (t 3 + b 2 t 2 + b t + b 0 ), a i, b i F Figure 6a: Normalized first eigenangle: 79 rank 0 curves Figure 6b: Normalized first eigenangle: 978 curves (79 rank 0 curve, 254 rank 2 curves, 5 rank 4 curves). 20
22 Repulsion or Attraction? Conductors in [5, 6]; first set is rank 0 curves from 4 oneparameter families of rank 0 over Q; second set rank 2 curves from 2 one-parameter families of rank 0 over Q. The t-statistics exceed 6. Family 2nd vs st Zero 3rd vs 2nd Zero Number Rank 0 Curves Rank 2 Curves The repulsion from extra zeros at the central point cannot be entirely explained by only collapsing the first zero to the central point while leaving the other zeros alone. Can also interpret as attraction. 2
23 Comparison b/w One-Param Families of Different Rank First normalized zero above the central point. The first family is the 70 rank 2 curves from the 2 oneparameter families of rank 0 over Q(T ) with log(cond) [5, 6]; the second family is the 64 rank 2 curves from the 2 oneparameter families of rank 2 over Q(T ) with log(cond) [5, 6]. Family Median Mean Std. Dev. Number Rank 2 Curves (Rank 0 Families) Rank 2 Curves (Rank 2 Families) t-statistic is 6.60, indicating the means differ. The mean of the first normalized zero of rank 2 curves in a family above the central point (for conductors in this range) depends on how we choose the curves. 22
24 Spacings b/w Norm Zeros: Rank 0 One-Param Families over Q(T ) All curves have log(cond) [5, 6]; z j = imaginary part of j th normalized zero above the central point; 863 rank 0 curves from the 4 one-param families of rank 0 over Q(T ); 70 rank 2 curves from the 2 one-param families of rank 0 over Q(T ). 863 Rank 0 Curves 70 Rank 2 Curves t-statistic Median z 2 z Mean z 2 z StDev z 2 z Median z 3 z Mean z 3 z StDev z 3 z Median z 3 z Mean z 3 z StDev z 3 z
25 Spacings b/w Norm Zeros: Rank 2 one-param families over Q(T ) All curves have log(cond) [5, 6]; z j = imaginary part of the j th norm zero above the central point; 64 rank 2 curves from the 2 one-param families of rank 2 over Q(T ); 23 rank 4 curves from the 2 one-param families of rank 2 over Q(T ). 64 Rank 2 Curves 23 Rank 4 Curves t-statistic Median z 2 z Mean z 2 z StDev z 2 z Median z 3 z Mean z 3 z StDev z 3 z Median z 3 z Mean z 3 z StDev z 3 z
26 Rank 2 Curves from Rank 0 & Rank 2 Families over Q(T ) All curves have log(cond) [5, 6]; z j = imaginary part of the j th norm zero above the central point; 70 rank 2 curves from the 2 one-param families of rank 0 over Q(T ); 64 rank 2 curves from the 2 one-param families of rank 2 over Q(T ). 70 Rank 2 Curves 64 Rank 2 Curves t-statistic Median z 2 z Mean z 2 z StDev z 2 z Median z 3 z Mean z 3 z StDev z 3 z Median z 3 z Mean z 3 z StDev z 3 z
27 Appendices The first appendix list various standard conjectures. The second appendix gives the formula to numerically approximate the analytic rank of an elliptic curve. For a curve of conductor C E, one needs about C E log C E Fourier coefficients. The third is the statement (with assumptions) of the main theoretical result for the one-level density of one-parameter families of Elliptic curves over Q(T ). 26
28 Appendix I: Standard Conjectures Generalized Riemann Hypothesis (for Elliptic Curves) Let L(s, E) be the (normalized) L-function of the elliptic curve E. Then the non-trivial zeros of L(s, E) satisfy Re(s) = 2. Birch and Swinnerton-Dyer Conjecture [BSD], [BSD2] Let E be an elliptic curve of geometric rank r over Q (the Mordell-Weil group is Z r T, T is the subset of torsion points). Then the analytic rank (the order of vanishing of the L-function at the central point) is also r. Tate s Conjecture for Elliptic Surfaces [Ta] Let E/Q be an elliptic surface and L 2 (E, s) be the L-series attached to H 2 ét (E/Q, Q l). Then L 2 (E, s) has a meromorphic continuation to C and satisfies ord s=2 L 2 (E, s) = rank NS(E/Q), where NS(E/Q) is the Q-rational part of the Néron-Severi group of E. Further, L 2 (E, s) does not vanish on the line Re(s) = 2. Most of the -param families we investigate are rational surfaces, where Tate s conjecture is known. See [RSi]. 27
29 Appendix II: Numerically Approximating Ranks: Preliminaries Cusp form f, level N, weight 2: Define f( /Nz) = ɛnz 2 f(z) f(i/y N) = ɛy 2 f(iy/ N). Get i L(f, s) = (2π) s Γ(s) ( iz) s f(z) dz z Λ(f, s) = (2π) s N s/2 Γ(s)L(f, s) = 0 0 f(iy/ N)y s dy. Λ(f, s) = ɛλ(f, 2 s), ɛ = ±. To each E corresponds an f, write 0 = 0 + and use transformations. 28
30 Algorithm for L r (s, E): I Λ(E, s) = = = 0 0 Differentiate k times with respect to s: Λ (k) (E, s) = At s =, f(iy/ N)y s dy f(iy/ N)y s dy + Λ (k) (E, ) = ( + ɛ( ) k ) f(iy/ N)(y s + ɛy s )dy. f(iy/ N)y s dy f(iy/ N)(log y) k (y s + ɛ( ) k y s )dy. Trivially zero for half of k; let r be analytic rank. f(iy/ N)(log y) k dy. 29
31 Algorithm for L r (s, E): II Λ (r) (E, ) = 2 = 2 Integrating by parts f(iy/ N)(log y) r dy a n e 2πny/ N (log y) r dy. n= Λ (r) (E, ) = N π n= a n n e 2πny/ N (log y) r dy y. We obtain L (r) (E, ) = 2r! n= ( ) a n 2πn n G r, N where G r (x) = e xy (log y) r dy (r )! y. 30
32 Expansion of G r (x) ( G r (x) = P r log ) + x n= P r (t) is a polynomial of degree r, P r (t) = Q r (t γ). ( ) n r n r n! xn Q (t) = t; Q 2 (t) = 2 t2 + π2 2 ; Q 3 (t) = 6 t3 + π2 2 t ζ(3) 3 ; Q 4 (t) = 24 t4 + π2 24 t2 ζ(3) 3 t + π4 60 ; Q 5 (t) = 20 t5 + π2 72 t3 ζ(3) 6 t2 + π4 60 t ζ(5) 5 ζ(3)π2. 36 For r = 0, Λ(E, ) = N π n= a n N n e 2πny/. Need about N or N log N terms. 3
33 Appendix III: -Level Density Definitions: D n,f (ϕ) = F E F j,...,jn j i ±j k i ( ) log C ϕ E i 2π γ(j i) E D (r) n,f (ϕ): n-level density with contribution of r zeros at central point removed. F N : Rational one-parameter family, t [N, 2N], conductors monotone. 32
34 ASSUMPTIONS -parameter family of Ell Curves, rank r over Q(T ), rational surface. Assume GRH; j(t) non-constant; Sq-Free Sieve if (t) has irr poly factor of deg 4. Pass to positive percent sub-seq where conductors polynomial of degree m. ϕ i even Schwartz, support σ i : ( ) σ < min 2, 2 3m for -level σ + σ 2 < 3m for 2-level. 33
35 MAIN RESULT Theorem (Miller 2004): Under previous conditions, as N, n =, 2: D (r) n,f (ϕ) ϕ(x)w N G (x)dx, where G = { SO if half odd SO(even) if all even SO(odd) if all odd and 2-level densities confirm Katz-Sarnak, B-SD predictions for small support. 34
36 Constant-Sign Families: Examples. y 2 = x ( 3) 3 (9t + ) 2, 9t + Square-Free: all even. 2. y 2 = x 3 ± 4(4t + 2)x, 4t + 2 Square-Free: + all odd, all even. 3. y 2 = x 3 + tx 2 (t + 3)x +, t 2 + 3t + 9 Square-Free: all odd. First two rank 0 over Q(T ), third is rank. Without 2-Level Density, couldn t say which orthogonal group. 35
37 Examples (cont) Rational Surface of Rank 6 over Q(t): y 2 = x 3 + (2at B)x 2 + (2bt C)(t 2 + 2t A + )x +(2ct D)(t 2 + 2t A + ) 2 A = 8, 96, 00, 448, 256, 000, 000 B = 8, 365, 40, 824, 66, 222, 208 C = 26, 497, 490, 347, 32, 493, 520, 384 D = 343, 07, 594, 345, 448, 83, 363, 200 a = 6, 660,, 04 b =, 603, 74, 809, 600 c = 2, 49, 908, 480, 000 Need GRH, Sq-Free Sieve to handle sieving. 36
38 The Pooled Two-Sample t-procedure is Appendix IV: t-statistics / t = (X X 2 ) s p +, n n 2 where X i is the sample mean of n i observations of population i, s i is the sample standard deviation and (n )s 2 s p = + (n 2 )s 2 2 n + n 2 2 is the pooled variance; t has a t-distribution with n + n 2 2 degrees of freedom. The Unpooled Two-Sample t-procedure is this is approximately a t distribution with degrees of freedom / s 2 t = (X X 2 ) + s2 2 ; n n 2 (n ) (n 2 ) (n 2 s 2 + n s 2 2) 2 (n 2 )n 2 2 s4 + (n )n 2 s4 2 37
39 Bibliography Caveat Warning: this bibliography hasn t been updated for a few years, and could be a little out of date. It is meant to serve as a first reference. Please additional references to sjmiller@math.brown.edu. 38
40 Bibliography [BMW] [BEW] B. Bektemirov, B. Mazur and M. Watkins, Average Ranks of Elliptic Curves, preprint. B. Berndt, R. Evans and K. Williams, Gauss and Jacobi Sums, Canadian Mathematical Society Series of Monographs and Advanced Texts, vol. 2, Wiley-Interscience Publications, John Wiley & Sons, Inc., New York, 998. [Bi] B. Birch, How the number of points of an elliptic curve over a fixed prime field varies, J. London Math. Soc. 43, 968, [BS] B. Birch and N. Stephens, The parity of the rank of the Mordell-Weil group, Topology 5, 966, [BSD] B. Birch and H. Swinnerton-Dyer, Notes on elliptic curves. I, J. reine angew. Math. 22, 963, [BSD2] B. Birch and H. Swinnerton-Dyer, Notes on elliptic curves. II, J. reine angew. Math. 28, 965, [BCDT] C. Breuil, B. Conrad, F. Diamond and R. Taylor, On the modularity of elliptic curves over Q: wild 3-adic exercises, J. Amer. Math. Soc. 4, no. 4, 200, [Br] A. Brumer, The average rank of elliptic curves I, Invent. Math. 09, 992, [BHB3] [BHB5] A. Brumer and R. Heath-Brown, The average rank of elliptic curves III, preprint. A. Brumer and R. Heath-Brown, The average rank of elliptic curves V, preprint. [BM] A. Brumer and O. McGuinness, The behaviour of the Mordell-Weil group of elliptic curves, Bull. AMS 23, 99, [CW] J. Coates and A. Wiles, On the conjecture of Birch and Swinnterton-Dyer, Invent. Math. 39, 977, [Cr] Cremona, Algorithms for Modular Elliptic Curves, Cambridge University Press, 992. [Di] F. Diamond, On deformation rings and Hecke rings, Ann. Math. 44, 996,
41 [Fe] S. Fermigier, Zéros des fonctions L de courbes elliptiques, Exper. Math., 992, [Fe2] S. Fermigier, Étude expérimentale du rang de familles de courbes elliptiques sur Q, Exper. Math. 5, 996, [FP] E. Fouvrey and J. Pomykala, Rang des courbes elliptiques et sommes d exponentelles, Monat. Math. 6, 993, 25. [GM] F. Gouvéa and B. Mazur, The square-free sieve and the rank of elliptic curves, J. Amer. Math. Soc. 4, 99, [Go] D. Goldfeld, Conjectures on elliptic curves over quadratic fields, Number Theory (Proc. Conf. in Carbondale, 979), Lecture Notes in Math. 75, Springer-Verlag, 979, [Gr] Granville, ABC Allows Us to Count Squarefrees, International Mathematics Research Notices 9, 998, [He] H. Helfgott, On the distribution of root numbers in families of elliptic curves, preprint. [Ho] C. Hooley, Applications of Sieve Methods to the Theory of Numbers, Cambridge University Press, Cambridge, 976. [ILS] H. Iwaniec, W. Luo and P. Sarnak, Low lying zeros of families of L-functions, Inst. Hautes Études Sci. Publ. Math. 9, 2000, [Kn] A. Knapp, Elliptic Curves, Princeton University Press, Princeton, 992. [KS] N. Katz and P. Sarnak, Random Matrices, Frobenius Eigenvalues and Monodromy, AMS Colloquium Publications 45, AMS, Providence, 999. [KS2] N. Katz and P. Sarnak, Zeros of zeta functions and symmetries, Bull. AMS 36, 999, 26. [Ko] V. Kolyvagin, On the Mordell-Weil group and the Shafarevich-Tate group of modular elliptic curves, Proceedings of the International Congress of Mathematicians, Vol. I, II (Kyoto, 990), Math. Soc. Japan, Tokyo, 99, [Mai] L. Mai, The analytic rank of a family of elliptic curves, Canadian Journal of Mathematics 45, 993, [Mes] J. Mestre, Formules explicites et minorations de conducteurs de variétés algébriques, Compositio Mathematica 58, 986, [Mes2] J. Mestre, Courbes elliptiques de rang sur Q(t), C. R. Acad. Sci. Paris, ser., 33, 99, [Mes3] J. Mestre, Courbes elliptiques de rang 2 sur Q(t), C. R. Acad. Sci. Paris, ser., 33, 99, [Mi] P. Michel, Rang moyen de familles de courbes elliptiques et lois de Sato-Tate, Monat. Math. 20, 995,
42 [Mil] [Mil2] [Mil3] [Mil4] S. J. Miller, - and 2-Level Densities for Families of Elliptic Curves: Evidence for the Underlying Group Symmetries, P.H.D. Thesis, Princeton University, 2002, sjmiller/thesis/thesis.pdf. S. J. Miller, - and 2-level densities for families of elliptic curves: evidence for the underlying group symmetries, Compositio Mathematica 40 (2004), S. J. Miller, Variation in the number of points on elliptic curves and applications to excess rank, C. R. Math. Rep. Acad. Sci. Canada 27 (2005), no. 4, 20. S. J. Miller, Investigations of zeros near the central point of elliptic curve L-functions (with an appendix by E. Dueñez), Experimental Mathematics 5 (2006), no. 3, [Mor] Mordell, Diophantine Equations, Academic Press, New York, 969. [Na] K. Nagao, On the rank of elliptic curve y 2 = x 3 kx, Kobe J. Math., 994, [Na2] K. Nagao, Construction of high-rank elliptic curves, Kobe J. Math., 994, [Na3] K. Nagao, Q(t)-rank of elliptic curves and certain limit coming from the local points, Manuscr. Math. 92, 997, [Ri] Rizzo, Average root numbers for a non-constant family of elliptic curves, preprint. [Ro] D. Rohrlich, Variation of the root number in families of elliptic curves, Compos. Math. 87, 993, 9 5. [RSi] M. Rosen and J. Silverman, On the rank of an elliptic surface, Invent. Math. 33, 998, [Ru] M. Rubinstein, Evidence for a spectral interpretation of the zeros of L-functions, P.H.D. Thesis, Princeton University, 998, [RS] Z. Rudnick and P. Sarnak, Zeros of principal L-functions and random matrix theory, Duke Journal of Math. 8, 996, [Sh] T. Shioda, Construction of elliptic curves with high-rank via the invariants of the Weyl groups, J. Math. Soc. Japan 43, 99, [Si] [Si2] J. Silverman, The Arithmetic of Elliptic Curves, Graduate Texts in Mathematics 06, Springer-Verlag, Berlin - New York, 986. J. Silverman, Advanced Topics in the Arithmetic of Elliptic Curves, Graduate Texts in Mathematics 5, Springer-Verlag, Berlin - New York,
43 [Si3] J. Silverman, The average rank of an algebraic family of elliptic curves, J. reine angew. Math. 504, 998, [Sn] N. Snaith, Derivatives of random matrix characteristic polynomials with applications to elliptic curves, preprint. [St] N. Stephens, A corollary to a conjecture of Birch and Swinnerton-Dyer, J. London Math. Soc. 43, 968, [St2] [ST] [Ta] N. Stephens, The diophantine equation X 3 + Y 3 = DZ 3 and the conjectures of Birch and Swinnerton-Dyer, J. reine angew. Math. 23, 968, C. Stewart and J. Top, On ranks of twists of elliptic curves and power-free values of binary forms, Journal of the American Mathematical Society 40, number 4, 995. J. Tate, Algebraic cycles and the pole of zeta functions, Arithmetical Algebraic Geometry, Harper and Row, New York, 965, [TW] R. Taylor and A. Wiles, Ring-theoretic properties of certain Hecke algebras, Ann. Math. 4, 995, [Wa] L. Washington, Class numbers of the simplest cubic fields, Math. Comp. 48, number 77, 987, [Wi] A. Wiles, Modular elliptic curves and Fermat s last theorem, Ann. Math 4, 995, [Yo] M. Young, Lower order terms of the -level density of families of elliptic curves, IMRN 0 (2005), [Yo2] [ZK] M. Young, Low-Lying Zeros of Families of Elliptic Curves, JAMS, to appear. D. Zagier and G. Kramarz, Numerical investigations related to the L-series of certain elliptic curves, J. Indian Math. Soc. 52 (987),
Finite conductor models for zeros near the central point of elliptic curve L-functions
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