Sparse Correlation Kernel Analysis and Reconstruction

This paper presents a new paradigm for signal reconstruction and superresolution, Correlation Kernel Analysis (CKA), that is based on the selection of a sparse set of bases from a large dictionary of class- specific basis functions. The basis functions that we use are the correlation functions of the class of signals we are analyzing. To choose the appropriate features from this large dictionary, we use Support Vector Machine (SVM) regression and compare this to traditional Principal Component Analysis (PCA) for the tasks of signal reconstruction, superresolution, and compression. The testbed we use in this paper is a set of images of pedestrians. This paper also presents results of experiments in which we use a dictionary of multiscale basis functions and then use Basis Pursuit De-Noising to obtain a sparse, multiscale approximation of a signal. The results are analyzed and we conclude that 1) when used with a sparse representation technique, the correlation function is an effective kernel for image reconstruction and superresolution, 2) for image compression, PCA and SVM have different tradeoffs, depending on the particular metric that is used to evaluate the results, 3) in sparse representation techniques, L_1 is not a good proxy for the true measure of sparsity, L_0, and 4) the L_epsilon norm may be a better error metric for image reconstruction and compression than the L_2 norm, though the exact psychophysical metric should take into account high order structure in images.

A simple analysis of thermodynamic properties for classical plasmas: I. theory

By eliminating the short range negative divergence of the Debye–Hückel pair distribution function, but retaining the exponential charge screening known to operate at large interparticle separation, the thermodynamic properties of one-component plasmas of point ions or charged hard spheres can be well represented even in the strong coupling regime. Predicted electrostatic free energies agree within 5% of simulation data for typical Coulomb interactions up to a factor of 10 times the average kinetic energy. Here, this idea is extended to the general case of a uniform ionic mixture, comprising an arbitrary number of components, embedded in a rigid neutralizing background. The new theory is implemented in two ways: (i) by an unambiguous iterative algorithm that requires numerical methods and breaks the symmetry of cross correlation functions; and (ii) by invoking generalized matrix inverses that maintain symmetry and yield completely analytic solutions, but which are not uniquely determined. The extreme computational simplicity of the theory is attractive when considering applications to complex inhomogeneous fluids of charged particles.

Parametric correlation functions to model the structure of permanent environmental (co)variances in milk yield random regression models

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Neutron-neutron correlation in the halo dissociation of light exotic nuclei

We present model results for the two-halo-neutron correlation functions, C-nn, for the dissociation process of light exotic nuclei modelled as two neutrons and a core. A minimum is predicted for C-nn as a function of the relative momentum of the two neutrons, p(nn), due to the coherence of the neutrons in the halo and final state interaction. Studying the systems Be-14, Li-11, and He-6 within this model, we show that the numerical asymptotic limit, C-nn-> 1, occurs only for p(nn)greater than or similar to 400 MeV/c, while such limit is reached for much lower values of p(nn) in an independent particle model as the one used in the analysis of recent experimental data. Our model is consistent with data once the experimental correlation function is appropriately normalized.

Squeezed correlations among particle-antiparticle pairs

The hadronic correlation among particle-antiparticle pairs was highlighted in the late 1990's, culminating with the demonstration that it should exist if the masses of the hadrons were modified in the hot and dense medium formed in high energy heavy ion collisions. They were called Back-to-Back Correlations (BBC) of particle-antiparticle pairs, also known as squeezed correlations. However, even though they are well-established theoretically, such hadronic correlations have not yet been experimentally discovered. Expecting to compel the experimentalists to search for this effect, we suggest here a clear way to look for the BBC signal, by constructing the squeezed correlation function of phi phi and K(+)K(-) pairs at RHIC energies, plotted in terms of the average momentum of the pair, K(12)=1/2(k(1) + k(2)), inspired by procedures adopted in Hanbury-Brown & Twiss (HBT) correlations.

SQUEEZED PARTICLE-ANTIPARTICLE CORRELATIONS

A novel type of correlation involving particle-antiparticle pairs was found out in the 1990's. Currently known as squeezed or Back-to-Back Correlations (BBC), they should be present if the hadronic masses are modified in the hot and dense medium formed in high energy heavy ion collisions. Although well-established theoretically, such hadronic correlations have not yet been observed experimentally. In this phenomenological study we suggest a promising way to search for the BBC signal, by looking into the squeezed correlation function of phi phi and K(+)K(-) pairs at RHIC energies, as function of the pair average momentum, K(12) = (k(1) + k(2))/2. The effects of in-medium mass-shift on the identical particle correlations (Hanbury-Brown and Twiss effect) are also discussed.

Quark-antiquark correlation in the pion

The electromagnetic tensor for inclusive electron scattering off the pion Wμν for momentum transfers such that q+ = 0, (q+ = q0 + q3) is shown to obey a sum-rule for the component W++. From this sum-rule, one can define the quark-antiquark correlation function in the pion, which characterizes the transverse distance distribution between the quark and antiquark in the light-front pion wave-function. Within the realistic models of the relativistic pion wave function (including instanton vacuum inspired wave function) it is shown that the value of the two-quark correlation radius (rqq̄) is near twice the pion electromagnetic radius (rπ), where rπ ≈ 2/3 fm. We also define the correlation length lcorr where the two-particle correlation have an extremum. The estimation of lcorr ≈ 0.3-0,5 fm is very close to estimations from instanton models of QCD vacuum. It is also shown that the above correlation is very sensitive to the pion light-front wave-function models. © 1997 Elsevier Science B.V.

Effective pair potentials and structure of water

Classical Monte Carlo calculations have been performed in order to investigate the ability of the TIP4P, SPC, and SPCE water models to reproduce the structural features of liquid water. The simulations were carried out in the NPT ensemble at 4 thermodynamic conditions. The results are compared with recent neutron diffraction data. Essentially, the three models capture equally well the thermodynamic and structural features of water. Although they were parametrized to reproduce the water properties at ambient conditions, the agreement with the experimental pair correlation functions was even better at supercritical conditions. This is because the effective pair potentials have some difficulty to reproduce cooperative interactions, like hydrogen bonds. These interactions are less effective at supercritical conditions, where the liquid behaves roughly like a gas.

Estimates of covariance functions for growth of Nelore cattle applying a parametric correlation structure to model within-animal correlations

A total of 20,065 weights recorded on 3016 Nelore animals were used to estimate covariance functions for growth from birth to 630 days of age, assuming a parametric correlation structure to model within-animal correlations. The model of analysis included fixed effects of contemporary groups and age of dam as quadratic covariable. Mean trends were taken into account by a cubic regression on orthogonal polynomials of animal age. Genetic effects of the animal and its dam and maternal permanent environmental effects were modelled by random regressions on Legendre polynomials of age at recording. Changes in direct permanent environmental effect variances were modelled by a polynomial variance function, together with a parametric correlation function to account for correlations between ages. Stationary and nonstationary models were used to model within-animal correlations between different ages. Residual variances were considered homogeneous or heterogeneous, with changes modelled by a step or polynomial function of age at recording. Based on Bayesian information criterion, a model with a cubic variance function combined with a nonstationary correlation function for permanent environmental effects, with 49 parameters to be estimated, fitted best. Modelling within-animal correlations through a parametric correlation structure can describe the variation pattern adequately. Moreover, the number of parameters to be estimated can be decreased substantially compared to a model fitting random regression on Legendre polynomial of age. © 2004 Elsevier B.V. All rights reserved.

Pitch detection algorithms based on zero-cross rate and autocorrelation function for musical notes

This paper discusses two pitch detection algorithms (PDA) for simple audio signals which are based on zero-cross rate (ZCR) and autocorrelation function (ACF). As it is well known, pitch detection methods based on ZCR and ACF are widely used in signal processing. This work shows some features and problems in using these methods, as well as some improvements developed to increase their performance. © 2008 IEEE.

Strukturfaktoren, Modenkopplungsgleichungen und Glasübergang molekularer Kristalle

In dieser Arbeit wird der Orientierungsglasübergang ungeordneter, molekularer Kristalle untersucht. Die theoretische Behandlung ist durch die Anisotropie der Einteilchen-Verteilungsfunktion und der Paarfunktionen erschwert. Nimmt man ein starres Gitter, wird der reziproke Raum im Gegenzug auf die 1. Brillouin-Zone eingeschränkt. Der Orientierungsglasübergang wird im Rahmen der Modenkopplungsgleichungen studiert, die dazu hergeleitet werden. Als Modell dienen harte Rotationsellipsoide auf einem starren sc Gitter. Zur Berechnung der statischen tensoriellen Strukturfaktoren wird die Ornstein-Zernike(OZ)-Gleichung molekularer Kristalle abgeleitet und selbstkonsistent zusammen mit der von molekularen Flüssigkeiten übernommenen Percus-Yevick(PY)-Näherung gelöst. Parallel dazu werden die Strukturfaktoren durch MC-Simulationen ermittelt. Die OZ-Gleichung molekularer Kristalle ähnelt der von Flüssigkeiten, direkte und totale Korrelationsfunktion kommen jedoch wegen des starren Gitters nur ohne Konstantanteile in den Winkelvariablen vor, im Gegensatz zur PY-Näherung. Die Anisotropie bringt außerdem einen nichttrivialen Zusatzfaktor. OZ/PY-Strukturfaktoren und MC-Ergebnisse stimmen gut überein. Bei den Matrixelementen der Dichte-Dichte-Korrelationsfunktion gibt es drei Hauptverläufe: oszillatorisch, monoton und unregelmäßig abfallend. Oszillationen gehören zu alternierenden Dichtefluktuationen, führen zu Maxima der Strukturfaktoren am Zonenrand und kommen bei oblaten und genügend breiten prolaten, schwächer auch bei dünnen, nicht zu langen prolaten Ellipsoiden vor. Der exponentielle monotone Abfall kommt bei allen Ellipsoiden vor und führt zu Maxima der Strukturfaktoren in der Zonenmitte, was die Tendenz zu nematischer Ordnung zeigt. Die OZ/PY-Theorie ist durch divergierende Maxima der Strukturfaktoren begrenzt. Bei den Modenkopplungsgleichungen molekularer Kristalle zeigt sich eine große Ähnlichkeit mit denen molekularer Flüssigkeiten, jedoch spielen auf einem starrem Gitter nur die Matrixelemente mit l,l' > 0 eine Rolle und es finden Umklapps von reziproken Vektoren statt. Die Anisotropie bringt auch hier nichtkonstante Zusatzfaktoren ins Spiel. Bis auf flache oblate Ellipsoide wird die Modenkopplungs-Glaslinie von der Divergenz der Strukturfaktoren bestimmt. Für sehr lange Ellipsoide müssen die Strukturfaktoren zur Divergenz hin extrapoliert werden. Daher treibt nicht der Orientierungskäfigeffekt den Glasübergang, sondern Fluktuationen an einer Phasengrenze. Nahe der Kugelform ist keine zuverlässige Glasline festlegbar. Die eingefrorenen kritischen Dichte-Dichte-Korrelatoren haben nur in wenigen Fällen die Oszillationen der statischen Korrelatoren. Der monotone Abfall bleibt dagegen für lange Zeiten meist erhalten. Folglich haben die kritischen Modenkopplungs-Nichtergodizitätsparameter abgeschwächte Maxima in der Zonenmitte, während die Maxima am Zonenrand meist verschwunden sind. Die normierten Nichtergodizitätsparameter zeigen eine Fülle von Verläufen, besonders tiefer im Glas.

Hydrodynamic correlation functions of a driven granular fluid in steady state

We study a homogeneously driven granular fluid of hard spheres at intermediate volume fractions and focus on time-delayed correlation functions in the stationary state. Inelastic collisions are modeled by incomplete normal restitution, allowing for efficient simulations with an event-driven algorithm. The incoherent scattering function Fincoh(q,t ) is seen to follow time-density superposition with a relaxation time that increases significantly as the volume fraction increases. The statistics of particle displacements is approximately Gaussian. For the coherent scattering function S(q,ω), we compare our results to the predictions of generalized fluctuating hydrodynamics, which takes into account that temperature fluctuations decay either diffusively or with a finite relaxation rate, depending on wave number and inelasticity. For sufficiently small wave number q we observe sound waves in the coherent scattering function S(q,ω) and the longitudinal current correlation function Cl(q,ω). We determine the speed of sound and the transport coefficients and compare them to the results of kinetic theory.

Estructura espacial y dinámica del bosque montano del sur del Ecuador. Interacciones bióticas y limitaciones abióticas

Muchos estudios han descrito la composición y diversidad de los bosques montanos tropicales, pero los patrones espaciales y las diferentes tipos de relaciones de estos, entre especies o entre grupos funcionales ha sido poco documentada. El presente trabajo se realizó en tres parcelas completamente censadas del bosque de la Estación Biológica “Chamusquin” (Zamora Chinchipe, Ecuador), y se plantea como objetivo principal conocer la estructura espacial y dinámica del bosque montano tropical del sur del Ecuador, así como las interacciones bióticas y limitaciones abióticas que influyen en esta dinámica, para ello se planteó cuatro objetivos de estudio que son: conocer los patrones espaciales de los gremios ecológicos dentro de la zona de estudio; conocer la influencia de la dependencia negativa de la densidad sobre dos especies de helechos arborescentes (Cyatheaceae); conocer si existen especies o grupos ecológicos acumuladoras o repulsoras de diversidad en el área de estudio; y conocer cómo influyen la diversidad filogenética y la densidad del vecindario en la incidencia de herbivoría y parasitismo sobre las fases iniciales del establecimiento forestal (brinzales) así como en la supervivencia de los mismos Como paso previo para el análisis del resto de objetivos, dentro de cada parcela se marcaron todos los individuos con DAP ≥5 cm y se tomaron sus coordenadas (X, Y). Además se tomaron datos de variables superficiales y muestras del suelo. Las especies encontradas se clasificaron de acuerdo a sus características biológicas, asignándolas a cada uno de los cuatro gremios forestales usualmente distinguidos en los bosques tropicales: tolerantes a la sombra (TS), tolerantes parciales a la sombra (TPS), pioneras de vida larga (PVL) y pioneras de vida corta (PVC). Para el estudio del primer objetivo tas se emplearon funciones K de Ripley inhomogéneas, ajustando la heterogeneidad en base a la variación espacial de las variables ambientales registradas . Los resultados demostraron que tanto la frecuencia relativa como el patrón espacial de las diferentes estrategias funcionales varían a lo largo de la sucesión y que éste además está influido por la variación ambiental. En adición, tanto el patrón espacial como la respuesta a la variación ambiental de los diferentes gremios es distinta entre adultos y juveniles. Todo ello sugiere que el ensamblaje de la diversidad en los bosque montanos andinos está controlado por procesos deterministas más que por procesos neutrales. Para responder el segundo objetivo se estudiaron los efectos de la dependencia negativa de la densidad (DND) y la heterogeneidad ambiental en las poblaciones de dos especies de helechos arborescentes abundantes, Cyathea caracasana y Alsophila engelii, y cómo estos efectos cambian a través de un gradiente sucesional. Los patrones de especies albergan información sobre procesos tales como la competencia que puede ser revelado fácilmente utilizando técnicas de análisis de patrones punto. Sin embargo, su detección puede ser difícil debido a los efectos de factores de confusión heterogeneidad del hábitat. Aquí, empleamos funciones K y funciones de correlación de par homogéneas y no homogéneas para cuantificar el cambio en el patrón espacial de diferentes clases de tamaño con un diseño de casos-controles para estudiar las asociaciones entre helechos arborescentes jóvenes y adultos. Usando estimaciones espaciales de la biomasa de los cuatro tipos de gremios ecológicos (PVC, PVL, TPS, TS) como covariables, hemos ajustado modelos de Poisson heterogéneos a los patrones de puntos de de los helechos juveniles y los adultos y hemos explorado además la existencia de dependencia del hábitat en estos patrones. Nuestro estudio reveló efectos de la DND para C. caracasana y un fuerte filtrado ambiental que subyace al patrón de A. engelii. Encontramos también que las poblaciones de adultos y juveniles de ambas especies respondieron de manera diferente a la heterogeneidad del hábitat y en la mayoría de los casos esta heterogeneidad se asoció con la distribución espacial de la biomasa de los cuatro tipos de gremios. Estos resultados muestran la eficacia de controlar los efectos de la heterogeneidad ambiental para evitar su confusión con los patrones derivados de interacciones biológicas cuando se estudia la DND y demuestran la utilidad de los mapas de covariables derivados de comunidades biológicas como resumen de la heterogeneidad ambiental. Para nuestro tercer objetivo nos centramos en explorar cómo influyen las especies más abundantes en la organización espacial de la diversidad a lo largo de un gradiente sucesional en el bosque montano del sur del Ecuador. Para ello utilizamos la función ISAR (Individual Species Area Relationship). Encontramos que la frecuencia de especies neutras, repulsoras y acumuladoras de diversidad taxonómica varía dependiendo del grado de sucesión. Además se comprobó que la mayoría de los gremios forestales se comportó de forma neutral, pero la proporción de acumuladores, aumentó al avanzar la sucesión hacia estados más maduros, lo que indica el establecimiento de fuertes procesos competitivos a medida que avanza la sucesión y la mayor importancia del papel de las especies individuales en dichos estados. Finalmente, examinamos el efecto de la vecindad taxonómica y filogenética, así como la estrategia de vida, sobre la incidencia de la herbivoría y el parasitismo en las poblaciones de brinzales de tres fragmentos forestales en una secuencia sucesional del bosque montano húmedo. Evaluamos además los efectos de herbivoría, parasitismo, estrategia de vida y diferentes indicadores de la vecindad sobre la supervivencia de los brinzales. Por último contrastamos la posible existencia de una tendencia compensatoria de la comunidad (CCT) a nivel de fragmento forestal. Nuestros análisis no consiguieron detectar una CCT pero si pusieron de manifiesto la existencia de efectos locales de dependencia negativa de la densidad. Por ejemplo, la presencia de herbivoría y parasitismo sobre los brinzales se relacionó significativamente con una menor supervivencia de estos. Por otro lado, indicadores del efecto de la vecindad como la densidad de brinzales del mismo género y el área basal de árboles vecinos del mismo género incrementaron la prevalencia de la herbivoría o el parasitismo en los brinzales. El incremento de la incidencia de la herbivoría o el parasitismo no está exclusivamente ligado a tener una vecindad taxonómicamente idéntica (vecinos de la misma especie) sino que categorías taxonómicas más laxas como el "género" o simplemente relaciones de semejanza filogenética son capaces de predecir los efectos negativos de la vecindad. Los efectos detectados variaron en los diferentes grupos funcionales distinguidos. Los resultados que hemos obtenido en este trabajo parecen indicar que el funcionamiento de las comunidades de brinzales del bosque montano tropical no difiere mucho del reportado para comunidades de plántulas en otros bosques tropicales y cumple las predicciones de la hipótesis de Janzen y Connell, aunque matizadas por la mayor resistencia de los brinzales al efecto de herbivoría y parasitismo. ABSTRACT Many studies have described the composition and diversity of tropical montane forests, but the different spatial patterns and types of relationships between species or between functional groups has been poorly documented. This work was made in three completely surveyed forest plots at Biological Station "Chamusquin" (Zamora Chinchipe, Ecuador). Our main objective was to know the spatial structure and dynamics of the tropical montane forest in southern Ecuador, as well as the biotic interactions and abiotic constraints affecting this dynamic. More specifically, we aimed to understand the spatial patterns of ecological guilds; to explore the influence of negative density dependence on two species of tree ferns (Cyatheaceae); to determine whether some species or ecological groups structure spatially plant diversity in these forests; and to test the effects of biological neighborhood on the incidence of herbivory and parasitism and on the survival of saplings. We mapped within each plot all trees with DBH ≥5 cm. Besides, surface data variables and soil samples they were taken. The species found were classified according to their biological characteristics in four forest guilds: shade-tolerant (ST), partial shade tolerant (PST), long-lived pioneer (LLP) and short-lived pioneer (SLP). To analyze the spatial patterns of the ecological guilds, we employed the inhomogeneous version of Ripley's K-function and adjusted heterogeneity surfaces based on the spatial variation of the measured environmental variables. The results showed that both the relative frequency of each functional guild as well as their spatial pattern varied throughout succession and that the spatial pattern is explained by environmental variation. In addition, both spatial pattern and the response to spatial variation of each guild varied throughout ontogeny. All in all suggest that diversity assembly in the studied forests is ruled by deterministic instead of neutral processes. We also addressed the negative effects of density dependence (NDD) and environmental heterogeneity in populations of two species of abundant tree ferns, Cyathea caracasana and Alsophila engelii, and how these effects change across a successional gradient.. Here, we used homogeneous and inhomogeneous K and pair-correlation functions to quantify the change in the spatial pattern of different size classes with a case-control design to study associations between young and adult tree ferns. Using spatial estimates of the biomass of the four types of ecological guilds (SLP, LLP, PST, ST) as co-variables, we fitted heterogeneous Poisson models to juvenile and adult tree fern point patterns and explored the existence of habitat dependence. Our study revealed NDD effects for C. caracasana and strong environmental filtering underlying the pattern of A. engelii. We found that adult and juvenile populations of both species responded differently to habitat heterogeneity and in most cases this heterogeneity was associated with the spatial distribution of biomass of the four functional tree types. These findings show the effectiveness of factoring out environmental heterogeneity to avoid confounding factors when studying NDD and demonstrate the usefulness of covariate maps derived from mapped communities. For our third objective we focused on exploring how the most abundant species influence the spatial organization of tree diversity in these forests. For this, we used the individual species-area relationship function (ISAR). We found that the proportion of accumulator, repeller and neutral species, varied depending on the degree of succession. We found also that most guilds behaved neutrally but the proportion of accumulator guilds increased as succession advanced to more mature stages. This point, to the existence of strong competitive effects mediated by individual species in these mature forests. Finally, we examined the effects of life strategies and taxonomic and phylogenetic neighborhood on the incidence of herbivory and parasitism in the communities of saplings in the same forest fragments. We evaluated also the effects of life strategies, herbivory, parasitism and some indicators of neighborhood on sapling survival. Finally we tested for the existences of a compensatory community trend at plot scale. We did not found a CCT but we found proof of local NND effects. For instance, the prevalence of herbivory and parasitism were related to lower sapling survival. On the other hand the density of con-generic saplings and the basal area of neighbor con-generic trees were related to a higher prevalence of herbivory or parasitism in the saplings. We demonstrated that the increase in the prevalence of herbivory or parasitism it s not exclusive of a conspecific neighborhood but instead larger taxonomic categories such as "genus" or simple phylogenetic relationships are also able to predict NND effects. The NND effects varied among functional guilds. Our results show that the dynamic of sapling communities in Ecuadorian montane forests is similar to seedling dynamics in other tropical forest and follows the predictions of Janzen-Connell hypothesis, although softened by the strong resilience of saplings in comparison to seedlings.

On the construction of correlation functions for the integrable supersymmetric fermion models

We review the recent progress on the construction of the determinant representations of the correlation functions for the integrable supersymmetric fermion models. The factorizing F-matrices (or the so-called F-basis) play an important role in the construction. In the F-basis, the creation (and the annihilation) operators and the Bethe states of the integrable models are given in completely symmetric forms. This leads to the determinant representations of the scalar products of the Bethe states for the models. Based on the scalar products, the determinant representations of the correlation functions may be obtained. As an example, in this review, we give the determinant representations of the two-point correlation function for the U-q(gl(2 vertical bar 1)) (i.e. q-deformed) supersymmetric t-J model. The determinant representations are useful for analyzing physical properties of the integrable models in the thermodynamical limit.