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Showing papers on "Function (mathematics) published in 1968"


Journal ArticleDOI
TL;DR: An algorithm is presented for minimizing real valued differentiable functions on an TV-dimensional manifold and a proof is given for convergence within iV-iterations to the exact minimum and variance matrix for quadratic functions.
Abstract: An algorithm is presented for minimizing real valued differentiable functions on an TV-dimensional manifold. In each iteration, the value of the function and its gradient are computed just once, and used to form new estimates for the location of the minimum and the variance matrix (i.e. the inverse of the matrix of second derivatives). A proof is given for convergence within iV-iterations to the exact minimum and variance matrix for quadratic functions. Whether or not the function is quadratic, each iteration begins at the point where the function has the least of all past computed values.

467 citations


Journal Article
TL;DR: To what extent an average-response computer can be utilized for computing a cross-correlation function is shown, and two methods are described, both with respect to the results and to the accuracy obtainable.
Abstract: This paper shows to what extent an average-response computer can be utilized for computing a cross-correlation function. This type of computer needs synchronization pulses, and the simplest methods of computation are those in which these pulses are directly derived from one of the signals (triggered correlation). The first method is to generate a synchronization pulse whenever the signal crosses a pre-set threshold in any direction. In this case, the computer output function is shown to be proportional to the true correlation function, for Gaussian signals. In a second method, synchronization pulses are produced when the signal crosses the threshold in a specified (e.g., positive) direction. Then the computer output is found to be contaminated by a systematic error, which, in turn, depends on the derivative of the correlation function. These two methods are described in detail, both with respect to the results and to the accuracy obtainable. Several other, less important, methods are only briefly described.

435 citations


Journal ArticleDOI
Melvin Lax1
TL;DR: In this paper, the authors derived the multitime average from the quantum regression theorem, which is equivalent to assuming the quantum system to be Markoffian by showing that it leads to an appropriate factorization of a multitime density matrix and to a Chapman-Kolmogoroff-like condition on the conditional density matrix.
Abstract: A correspondence ${a}_{j}\ensuremath{\leftrightarrow}{\ensuremath{\alpha}}_{j}$ between operators $\mathrm{a}=[{a}_{1}, {a}_{2}, \ensuremath{\cdots}{a}_{f}]$ and $c$ numbers $\ensuremath{\alpha}=[{\ensuremath{\alpha}}_{1}, {\ensuremath{\alpha}}_{2}, \ensuremath{\cdots}{\ensuremath{\alpha}}_{f}]$ together with an arbitrary ordering rule $\mathcal{C}$ (e.g., in sequence from 1 to $f$) permit an association $M(\mathrm{a})=\mathcal{C}{M}^{(c)}(\ensuremath{\alpha})$ between a general operator $M(\mathrm{a})$ and an associated $c$ number function ${M}^{(c)}(\ensuremath{\alpha})$. A quasiprobability $P(\ensuremath{\alpha}, t)$ is then defined so that a general ensemble average can be written as an ordinary integration: $〈M(\mathrm{a}(t))〉=\ensuremath{\int}{M}^{(c)}(\ensuremath{\alpha})d\ensuremath{\alpha}P(\ensuremath{\alpha}, t)$. The equation for $\frac{\ensuremath{\partial}P(\ensuremath{\alpha}, t)}{\ensuremath{\partial}t}$ suggests that the $\ensuremath{\alpha}$ obeys a classical Markoff process. If this classical Markoff process is taken literally, multitime classical averages can be computed. Do these correspond to appropriate quantum averages? For the case of field operators such that $[b, {b}^{\ifmmode\dagger\else\textdagger\fi{}}]=1$, important in discussing laser statistics, we show that with ${a}_{1}={b}^{\ifmmode\dagger\else\textdagger\fi{}}$ and ${a}_{f}=b$, the classical multitime average is equivalent to the average of the corresponding quantum operators written in time-ordered, normal-ordered sequence. For the atomic operators in a laser problem, we obtain the desired correspondence, but find that the more complicated commutation rules necessarily lead to derivative correction terms when multitime averages are taken. Our derivation of multitime averages is based on the quantum regression theorem. We show that this theorem is equivalent to assuming the quantum system to be Markoffian, by showing that it leads to an appropriate factorization of a multitime density matrix and to a Chapman-Kolmogoroff-like condition on the conditional density matrix.

303 citations


Journal ArticleDOI
TL;DR: In this paper, the requirements concerning the scores-generating function are relaxed to a minimum: they assume that this function is a difference of two non-decreasing and square integrable functions.
Abstract: This is a straightforward continuation of Hajek (1968). We provide a further extension of the Chernoff-Savage (1958) limit theorem. The requirements concerning the scores-generating function are relaxed to a minimum: we assume that this function is a difference of two non-decreasing and square integrable functions. Thus, in contradistinction to Hajek (1968), we dropped the assumption of absolute continuity. The main results are accumulated in Section 2 without proofs. The proofs are given in Sections 4 through 7. Section 3 contains auxiliary results.

284 citations


Journal ArticleDOI
TL;DR: In this paper, it is known that there are positive constants A and B, independent of w and n, such that the modulus of continuity function w is dominated by continuity function n, and F is the family P, of polynomials of degree n-1.
Abstract: which is the precision to which F approximates K. An instance of classical interest is that in which L is C([O, 1]), K is AO-i.e. those functions bounded by one, and whose modulus of continuity is dominated by the modulus of continuity function w-and F is the family P,, of polynomials of degree n-1. For this case it is known that there are positive constants A and B, independent of w and n, such that

276 citations


Journal ArticleDOI
TL;DR: In this article, a model simplification approach for high-order transfer functions is presented. But it does not cover the general analysis of linear systems and is not suitable for general linear systems.
Abstract: New techniques for the model simplification problem are presented. If the given system is expressed by a high-order transfer function, the technique is to expand the function into a continued fraction and then ignore some quotients. If the system is in the state equations form, the method is realized by partitioning the matrix and discarding some parts. The new approach not only offers a simple procedure and a good approximation but also gives a unified viewpoint of the general analysis of linear systems.

273 citations


Journal ArticleDOI
D. Middleton1, R. Esposito1
TL;DR: Analogous extensions to prediction and filtering are formulated, making it evident that a broad area for further generalizations of classical Bayes detection and extraction theory is available for systematic investigation.
Abstract: The problem of simultaneous detection and estimation of signals in noise is formulated in the language of statistical decision theory. Optimum structures and corresponding general measures of system performance are derived under the Bayes criterion of minimum average risk for the detectors and estimators appropriate to this type of joint operation: It is shown that whereas the structures of the resulting optimum detectors require a class of modified likelihood ratios, the structures of the optimum estimators, which act on the data when there is uncertainty as to the presence of a signal [p(H_{1}) , have a common canonical form for a wide variety of operating strategies. This form is identical with that obtained for estimation alone [p(H_{1}) , even though there is generally mutual coupling between detector and extractor. A simple structure is obtained for the estimation of amplitude and waveform in the case of a quadratic cost function (least mean-square error), where it is found that the estimator which is optimum here [p(H_{1}) is the product of the corresponding Bayes estimator in the "classical" case [P(H1) = 1 ] and a simple algebraic function of the generalized likelihood ratio. In this case, one can also show that estimators that are unbiased in the classical sense remain unbiased. In parallel with the classical theory, a generalized version of unconditional maximum likelihood estimation is obtained for the "simple" cost function when p(H_{1} . It is found that estimators that are linear in the classical case [p(H_{1}) = 1 ] are nonlinear in the more general situation [p(H_{1}) , where increased structural complexity is always the rule for both detectors and estimators. A specific example involving the coherent estimation of signal amplitude illustrates the approach. Analogous extensions to prediction and filtering are formulated, making it evident that a broad area for further generalizations of classical Bayes detection and extraction theory is available for systematic investigation.

214 citations


Journal ArticleDOI
TL;DR: In this paper, the correlation functions of magnetic moments in Heisenberg-coupled spin-only magnets, and their intimate connection with neutron-scattering theory and practice is brought out.
Abstract: An introduction is given to the methods and results of some recent researches into statistical thermodynamics bearing upon the correlation functions of magnetic moments in Heisenberg-coupled spin-only magnets, and their intimate connection with neutron-scattering theory and practice is brought out. The interrelationships between the correlation function, the relaxation function, the generalized susceptibility, the power spectrum of the fluctuations and the neutron scattering are explained, and it is shown that insights into any one of these aspects can serve to illuminate the others. Different forms of approximate theory are seen to be suitable in approaching the topic through these different avenues; the method of moments for analysing the power spectrum and the connection with Green function theory are described in particular. Some examples are calculated in molecular-field theory and with various other simple approximations; expressions for the frequency spectrum of the susceptibility are obtained in various temperature ranges. The extreme forms of the frequency spectrum in appropriate conditions as a set of delta functions, as a pseudo-Gaussian and as a pseudo-Lorentzian are derived, and the transitions between these cases are considered. The approximation of spin diffusion and its limitations are analysed; the problem of the dynamical slowing-down of magnetic fluctuations near the phase-transition point is examined and the current position in this enquiry is set out.

211 citations



Journal ArticleDOI
TL;DR: In this article, the power law J = an, describing the relationship between numerical magnitude judgments and physical magnitudes, confounds a sensory or input function with an output function flawing to do with O's use of numbers.
Abstract: It has been suggested that the power law J = an, describing the relationship between numerical magnitude judgments and physical magnitudes, confounds a sensory or input function with an output function flawing to do with O’s use of numbers. Judged magnitudes of differences between stimuli offer some opportunity for separating these functions. We obtained magnitude judgments of differences between paired weights, as well as magnitude judgments of the weights making up the pairs. From the former we calculated simultaneously an input exponent and an output exponent, working upon Attneave’s assumption that both transformations are describable as power functions. The inferred input and output functions, in combination, closely predict the judgments of individual weights by the same Os. Although pooled data (geometric means of judgments) conform fairly well to a linear output function, individual data do not; i.e., individual Os deviate quite significantly fromlinearity and from one another in their use of numbers. Individual values of the inferred sensory exponent, k, show significantly better uniformity over Os than do values of the phenotypica! magnitude exponent previously found to describe interval judgments of weight.

165 citations


Journal ArticleDOI
TL;DR: In this paper, a new method of calculating nonrelativistic scattering amplitudes is presented, where the scattering amplitude is first calculated as a function of the complex energy below the scattering threshold, and the numerical results are then analytically continued to the physical region.
Abstract: A new method of calculating nonrelativistic scattering amplitudes is presented. The scattering amplitude is first calculated as a function of the complex energy below the scattering threshold, and the numerical results are then analytically continued to the physical region. The method is used to calculate two-body and two-channel scattering amplitudes. The numerical analytic continuation is accomplished by a rational-fraction representation similar to the Pad\'e method. Several techniques of numerical analytic continuation by rational fractions are described, and some examples are discussed.

Journal ArticleDOI
TL;DR: In this article, the locations of the poles and zeros of a dielectric tensor function in the complex frequency plane have been investigated and the connections between these poles and zero locations, the frequencies and damping constants of optical modes, and the Lyddane-Sachs-Teller relation have been discussed.
Abstract: The dielectric dispersion function of a medium can be defined by the locations of the poles and zeros of that function in the complex-frequency plane. In this form the dispersion function is not restricted by special characteristics of any specific physical model from which dispersion might be derived. The locations of these poles and zeros are subject to several more or less fundamental physical restrictions which are described in this paper. The connections between the locations of the poles and zeros, the frequencies and damping constants of certain optical modes, and the Lyddane-Sachs-Teller relation are discussed. Adjustments of locations of poles and zeros, consistent with the physical restrictions, were performed to obtain least-squares fits of reststrahlen data from Pr${\mathrm{Cl}}_{3}$ and La${\mathrm{Cl}}_{3}$ using a small number of poles and zeros. In this way, approximate dispersion functions for the two dielectric tensor components of each crystal were obtained at room temperature and at lower temperatures.

Journal ArticleDOI
Sven Larsson1
TL;DR: A wave function was obtained for the ground state of the lithium atom using 60 basis functions of the Hylleraas type, i.e., with interelectronic distance coordinates as discussed by the authors.
Abstract: A wave function was obtained for the $^{2}S$ ground state of the lithium atom using 60 basis functions of the Hylleraas type, i.e., with interelectronic distance coordinates. The energy obtained was -7.478025 atomic units as compared with the value -7.478069 calculated from experiments. The wave function was used to calculate the Fermi contact term. It was found that this basis set gave the value 2.906, which is in agreement with experiments, when both doublet spin functions were used, but a value that was 4% greater when only one spin function was used. In the first case, 100, and in the latter, 60, linear parameters were varied. The interelectronic distance coordinates are expanded according to a formula by Sack. The final integrals are evaluated analytically, and the resulting formulas, along with a short discussion of their convergence properties, are given in an Appendix.

Journal ArticleDOI
TL;DR: In this paper, a double floating probe theory was applied to the extraction system to calculate the width and form of the energy spectrum of the ion energy spectrum and the variation of energy deviation of the ions in function of the extraction voltage.
Abstract: Starting from the hypothesis of the modulation of energy of ions extracted by the high‐frequency voltage one calculates the width and the form of the energy spectrum of these ions. The variation of the energy deviation of the ions in function of the extraction voltage is obtained by applying to the extraction system the double floating probe theory. These results are in agreement with the experimental results.

Journal ArticleDOI
TL;DR: In this article, the amplitude of a single wave was derived from data on a connected part of the real $x$ axis, and the amplitude was assumed to be analytic in a simply connected part.
Abstract: In devising the most efficient way to determine a scattering amplitude from experimental data, it is important to make full use of the analyticity properties of the amplitude. The amplitude $f(x)$ considered here is given by data on a connected part of the real $x$ axis, and $f(x)$ is assumed to be analytic in a simply connected part of the $x$ plane; there are branch cuts on part of the remainder of the real axis. For convenience in practical calculations it is simplest to expand in polynomials, but for greater flexibility one may consider polynomials of some function $z(x)$. The polynomial expansion will converge as rapidly as possible if $z(x)$ maps the domain of analyticity in the $x$ plane onto the interior of a certain ellipse in the $z$ plane. More precisely, the expansion will then have the greatest possible geometric rates of convergence, both to $f(x)$ in the physical region, and also at any arbitrary point away from the physical region to which one may wish to extrapolate. Formulas are given that enable the mapping from a cut plane to an ellipse to be calculated quickly and easily. Some properties of the transformation that are relevant to partial-wave analysis are examined in detail. A method is suggested whereby the requirements of unitarity may be explicitly incorporated.

Journal ArticleDOI
TL;DR: A formula is given for the coordinates of the point that maximizes a given function F(x1, …, xn) over the closure of a bounded domain S in n-dimensional Euclidean space that attains a global maximum at exactly one point of S.
Abstract: A formula is given for the coordinates of the point that maximizes a given function F(x1, …, xn) over the closure of a bounded domain S in n-dimensional Euclidean space. The principal assumption made in deriving the formula is that F attains a global maximum at exactly one point of S. In certain cases the formula may be used to discuss the maximization problem as a function of the parameters involved. Some simple examples are given.

Book
01 Jan 1968
TL;DR: In this paper, the problem of rational approximation of integrals has been studied in the context of function algebra and function algebra methods, and applications of Vitushkin's theorem have been discussed.
Abstract: Peak points.- Analytic capacity.- Some useful facts.- Estimates for integrals.- Melnikov's theorem.- Further results.- Applications.- The problem of rational approximation.- AC capacity.- A scheme for approximation.- Vitushkin's theorem.- Applications of Vitushkin's theorem.- Geometric conditions.- Function algebra methods.- Some open questions.


Journal ArticleDOI
TL;DR: In this article, the authors introduced a simple generalization of the previous methods; they investigated the "truncation error" associated with truncating the infinite series and recommended a particular differentiation rule, not given in the previous paper.
Abstract: In a previous paper (Lyness and Moler (11), several closely related formulas of use for obtaining a derivative of an analytic function numerically are derived. Each of these formulas consists of a convergent series, each term being a sum of function evaluations in the complex plane. In this paper we introduce a simple generalization of the previous methods; we investigate the "truncation error" associated with truncating the infinite series. Finally we recommend a particular differentiation rule, not given in the previous paper.

Journal ArticleDOI
01 Jan 1968
TL;DR: The cosine function as discussed by the authors is a complex-valued function defined on a group G, for all x, y in G. On the line this functional equation is obviously satisfied by the cosine functions and may be called cosine equation, and of course this equation has a meaning on any group.
Abstract: wheref is a complex-valued function on a group G, for all x, y in G. On the line this functional equation is obviously satisfied by the cosine function and may be called the cosine equation. Of course this equation has a meaning on any group. One obvious way to solve the functional equation (A) on any group is by means of a homomorphism of G, say g, into the multiplicative group of nonzero complex numbers, K. If g is such a homomorphism, then the function defined by

Journal ArticleDOI
01 Apr 1968
TL;DR: The notion of better quasi-ordered sets was introduced in this article, where it was shown that any set of transfinite sequences on a better-quasi-ordered set is better than a well-behaved set.
Abstract: Let Q be a quasi-ordered set, i.e. a set on which a reflexive and transitive relation ≤ is defined. If, for every finite sequence q1, q2, … of elements of Q, there exist i and j such that i < j and qi ≤ qj then we call Q well-quasi-ordered. For any ordinal number α the set of all ordinal numbers less than α is called an initial set. A function from an initial set into Q is called a transfinite sequence on Q. If ƒ: I1 → Q, g: I2 → Q are transfinite sequences on Q, the statement ƒ ≤ g means that there is a one-to-one order-preserving function o:I1 → I2 such that f(α) ≤ g(o(α)) for every α ∈ I1. Milner has conjectured in (3) that, if Q is well ordered, then any set of transfinite sequences on Q is well-quasi-ordered under the quasi-ordering just defined. In this paper, we define so-called ‘better-quasi-ordered sets’, which are well-quasi-ordered sets of a particularly ‘well-behaved’ kind, and we prove that any set of transfinite sequences on a better-quasi-ordered set is better-quasi-ordered. Milner's conjecture follows a fortiori, since every well ordered set is better-quasi-ordered and every better-quasi-ordered set is well-quasi-ordered.

Journal ArticleDOI
A.A. Blumberg1
TL;DR: Assuming an S-shaped population or organism size versus time curve and a growth rate law, the rate equation can be converted to an integral function from which the best pair to describe the growth rate can be obtained graphically.

Journal ArticleDOI
TL;DR: A device is presented for scoring peripheral acuity that improves on the American Medical Association method of scoring, although it is based on the same AMA standard isopter for the normal (100%) peripheral field.
Abstract: A device is presented for scoring peripheral acuity Values are expressed in percent analagous to what the Snellen scale does for central acuity Like the recently published scale for the tangent-screen field, it is based on function The grid consists of 100 units whose unequal size and distribution reflect the unequal functional value of different parts of the field—in effect a weighted or relative-value scale Because each unit equals 1%, a simple count of units yields the functional score in percent The grid improves on the American Medical Association method of scoring, although it is based on the same AMA standard isopter for the normal (100%) peripheral field The device, tested on 1,000 fields by 20 experienced ophthalmologists, yielded a 959% correspondence between their estimates and the grid scores It is simple, quick, inexpensive, consistent, and can, after brief instruction, be delegated by the ophthalmologist to a nonprofessional aide

Journal ArticleDOI
TL;DR: In this article, a method was devised to interpolate any single-valued function of one independent variable with special emphasis on oceanographic parameters, and an effort was made to minimize spurious extrema in the interpolated values.

Journal ArticleDOI
TL;DR: In this paper, it was shown that the coherent state representation of a many-boson wave function may be identified with the order-parameter function conventionally used to describe a superfluid.
Abstract: It is shown that the coherent-state representation of a many-boson wave function may be identified with the order-parameter function conventionally used to describe a superfluid. The statistical mechanics of the many-boson system is reformulated in terms of the coherent states, and a theory of the Ginzburg-Landau form is recovered in an obvious approximation. The formalism is particularly useful for describing metastable states of finite superflow and the fluctuations which may cause spontaneous decay of such states.

Journal ArticleDOI
TL;DR: In this article, it is shown that given von Neumann and Morgenstern's axioms of rational behavior and two additional assumptions, the utility function for multi-numeraire consequences can be written as U(x, y) = Ux (x) + Uy(y) + KUx(x) Uy (y).
Abstract: This paper is concerned with a method for the assessment of utility functions of multi-numeraire consequences. It is proven that given von Neumann and Morgenstern's axioms of “rational behavior” and two additional assumptions, the utility function for (x, y) consequences can be written as U(x, y) = Ux(x) + Uy(y) + KUx(x) Uy(y). K is a constant that must be evaluated empirically. This form shall be designated as a quasi-separable utility function. It is more general than the separable utility function and is shown to be nearly as easy to use. Implications and ramifications of such a utility function and its requisite assumptions are discussed. A technique for practical application of this work is presented.

Journal ArticleDOI
Paul G. Comba1
TL;DR: A procedure has been developed for detecting intersections of convex regions in 3-space by means of a pseudocharacteristic function and a system of programs embodying these techniques is described.
Abstract: As a step toward the solution of the placement problem in engineering design, a procedure has been developed for detecting intersections of convex regions in 3-space by means of a pseudocharacteristic function. The mathematical techniques underlying the procedure are discussed, and a system of programs embodying these techniques is described. As a special case a solution is given for the hidden-line problem in graphic display.

Journal ArticleDOI
TL;DR: In this paper, the authors reverse Houthakker's procedure and show how each neoclassical production function implies some density function or distribution function over the cells, but it will be obvious that the same method applies to any production function.
Abstract: ONE OF THE common problems facing an economist dealing with production functions is the problem of aggregation of factors. In a rather neglected paper, Houthakker advances an ingenious approach for explaining the possibility of finding a neoclassical production function for an industry even when production within each of the firms (or "cells")3 is done according to a fixed coefficients production function. These fixed proportions vary in a regular way from one cell to another so that the overall input-output relationship takes the form of a regular neoclassical production function. As Solow notices in a survey article on production functions4 this paper has been forgotten and not followed in any direction. In this note we try to reverse Houthakker's procedure and to show how each neoclassical production function implies some density function or distribution function over the cells. We here do it for CES production functions, but it will be obvious that the same method applies to any production function. Following Houthakker we normalize the cells so that each of them is capable of producing one unit of output. Each cell has a requirement, say t, of the variable factor and this requirement varies from one cell to another. If the wage rate in terms of output produced is p then all the cells with tp < 1 will produce a unit of output, all others will be idle. Assume that we are given a density function of the various cells by g(t). Output produced will then be Q = f Pg(t)dt and the input used A f f'IP tg(t)dt. By eliminating i/p one gets a relationship between Q and A. In this way Houthakker has shown that a Pareto distribution implies a CobbDouglas production function. Notice that the relationship between Q and A the cumulated product and factor used-is the familiar Lorenz curve. Assume that the overall relationship between output and the variable factor follows a CES production function with elasticity of substitution (a) smaller than 1;

Journal ArticleDOI
TL;DR: In this article, the Brueckner-Goldstone many-body perturbation method was extended to the study of the hyperfine structure of the lithium atom and the correlation energy as well as the coupling constant was calculated and compared with the results of some earlier methods.
Abstract: The Brueckner-Goldstone many-body perturbation method, previously utilized for calculations of atomic correlation energies and polarizabilities, has been extended to the study of the hyperfine structure. The correlation energy as well as the hyperfine coupling constant of the lithium atom are calculated and compared with the results of some earlier methods. The present method makes use of Feynman-like diagrams which facilitate the evaluation of the importance of various physical effects. Analysis of the hyperfine diagrams shows that the difference between the experimental and the Hartree-Fock values is mainly accounted for by spin polarization, although correlation effects are by no means negligible. Our result of 2.887 a. u. agrees very well with the experimental value of 2.9096 a. u. The excellent result for the total energy of -7.478 a. u., comparing with the corresponding experimental value of -7.47807 a. u., shows that the wave function is good over-all, as well as in the region near the nucleus.

Journal ArticleDOI
TL;DR: In this paper, a family of linear models for learning in two-choice situations is considered and the asymptotic probability of making the less favorable response is shown to be small when the learning rates associated with reward are small.