88,756 research outputs found
On cutoff effects in lattice QCD from short to long distances
We discuss kinematical enhancements of cutoff effects at short and
intermediate distances. Starting from a pedagogical example with periodic
boundary conditions, we switch to the case of the Schroedinger Functional,
where the theoretical analysis is checked by precise numerical data with Nf=2
dynamical O(a)-improved Wilson quarks. Finally we present an improved
determination of the renormalization of the axial current in that theory.Comment: 16 pages, 4 figures and 2 tables. References modifie
Inducing Features of Random Fields
We present a technique for constructing random fields from a set of training
samples. The learning paradigm builds increasingly complex fields by allowing
potential functions, or features, that are supported by increasingly large
subgraphs. Each feature has a weight that is trained by minimizing the
Kullback-Leibler divergence between the model and the empirical distribution of
the training data. A greedy algorithm determines how features are incrementally
added to the field and an iterative scaling algorithm is used to estimate the
optimal values of the weights.
The statistical modeling techniques introduced in this paper differ from
those common to much of the natural language processing literature since there
is no probabilistic finite state or push-down automaton on which the model is
built. Our approach also differs from the techniques common to the computer
vision literature in that the underlying random fields are non-Markovian and
have a large number of parameters that must be estimated. Relations to other
learning approaches including decision trees and Boltzmann machines are given.
As a demonstration of the method, we describe its application to the problem of
automatic word classification in natural language processing.
Key words: random field, Kullback-Leibler divergence, iterative scaling,
divergence geometry, maximum entropy, EM algorithm, statistical learning,
clustering, word morphology, natural language processingComment: 34 pages, compressed postscrip
Non-embeddability of certain classes of Levi flat manifolds
On the basis of a result of Barrett, we show that members of certain classes
of abstract Levi flat manifolds with boundary, whose Levi foliation contains a
compact leaf with contracting, flat holonomy, admit no embedding as a
hypersurface of a complex manifold.Comment: 8 pages, no figure
Analysis of a moving mask approximation for martensitic transformations
In this work we introduce a moving mask approximation to describe the
dynamics of austenite to martensite phase transitions at a continuum level. In
this framework, we prove a new type of Hadamard jump condition, from which we
deduce that the deformation gradient must be of the form a.e. in the martensite phase. This is useful to
better understand the complex microstructures and the formation of curved
interfaces between phases in new ultra-low hysteresis alloys such as
Zn45Au30Cu25, and provides a selection mechanism for physically-relevant
energy-minimising microstructures. In particular, we use the new type of
Hadamard jump condition to deduce a rigidity theorem for the two well problem.
The latter provides more insight on the cofactor conditions, particular
conditions of supercompatibility between phases believed to influence
reversibility of martensitic transformations
Stromal cell effects on melanoma cell drug response
Thesis (M.A.)--Boston UniversityObjective: Melanoma is currently one of the deadliest forms of skin disease in the United States. However in the past decade there have been significant advances in treatment. Among the most promising recent developments, inhibitors of the serine/threonine-protein kinase B-Raf (BRAF inhibitors) such as vemurafenib show great promise and have been shown to increase the median survival of patients with melanoma cells that harbor a mutation of the BRAF gene. While BRAF inhibitors and other treatment therapies have much potential, more needs to be done to improve treatment.
As with other cancers, a major hurdle in the treatment of melanoma is the eventual tumor resistance to drug therapy. Accessory cells are thought to play a large role in mediating tumor resistance to drug treatment. Stromal cells have been known to release cytokines and growth factors that aid in cancer proliferation. They can also expression adhesion molecules that further help to aid cell growth and tumor development. It has also been demonstrated that these accessory cells can significantly alter cancer cell drug response as a result
of the factors they release or express on their surface. In this study we hypothesize that certain anti-cancer drugs will behave differently against melanoma cell line A375 in the presence versus the absence of stromal cells. Methods: Melanoma cell line A375 was grown on 384 well plates in the presence or absence of different stromal cell lines. A number of different drugs were screened using Compartment-Specific Bioluminescence Imaging to determine if there was a difference in A375 proliferation after drug treatment in the presence versus absence of accessory cells. After an initial screen, a few drugs were chosen to generate dose-response curves to determine if different drugs had different effects at various doses in the presence or absence of stromal cells. [TRUNCATED
Supernovae Shedding Light on Gamma-Ray Bursts
We review the observational status of the Supernova (SN)/Gamma-Ray Burst
(GRB) connection. In section 2 we provide a short summary of the observational
properties of core-collapse SNe. In sections 3-6 we review the circumstantial
evidences and the direct observations that support the existence of a deep
connection between the death of massive stars and GRBs. Present data suggest
that SNe associated with GRBs form a heterogeneous class of objects including
both bright and faint Hypernovae and perhaps also `standard' Ib/c events. In
section 7, we provide an empirical estimate of the rate of Hypernovae, for a
``MilkyWay-like'' galaxy, of about yr that may
imply the ratio GRB/Hypernovae to be in the range . In the same
framework we find the ratio GRB/SNe-Ibc to be . In section
8 we discuss the possible existence of a lag between the SN explosion and the
associated gamma-ray event. In the few SN/GRB associations so far discovered
the SN explosions and GRB events appear to go off simultaneously. In section 9
we present the conclusions and highlight the open problems that Swift hopefully
will allow us to solve.Comment: 20 pages, 13 figures, invited review at the 4th Workshop Gamma-Ray
Bursts in the Afterglow Era, Rome,18-22 October 2004. Editors: L. Piro, L.
Amati, S. Covino, and B. Gendre. Il Nuovo Cimento, in pres
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