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Learning Long-Term Dependencies with Gradient Descent is Difficult

by Yoshua Bengio, Patrice Simard, Paolo Frasconi - TO APPEAR IN THE SPECIAL ISSUE ON RECURRENT NETWORKS OF THE IEEE TRANSACTIONS ON NEURAL NETWORKS
"... Recurrent neural networks can be used to map input sequences to output sequences, such as for recognition, production or prediction problems. However, practical difficulties have been reported in training recurrent neural networks to perform tasks in which the temporal contingencies present in th ..."
Abstract - Cited by 389 (37 self) - Add to MetaCart
Recurrent neural networks can be used to map input sequences to output sequences, such as for recognition, production or prediction problems. However, practical difficulties have been reported in training recurrent neural networks to perform tasks in which the temporal contingencies present

An Improved In Situ and Satellite SST Analysis for Climate

by Richard W. Reynolds, Nick A. Rayner, Thomas M. Smith, Diane C. Stokes, Wanqiu Wang - J Clim 15:1609–1625. doi , 2002
"... A weekly 18 spatial resolution optimum interpolation (OI) sea surface temperature (SST) analysis has been produced at the National Oceanic and Atmospheric Administration (NOAA) using both in situ and satellite data from November 1981 to the present. The weekly product has been available since 1993 a ..."
Abstract - Cited by 391 (12 self) - Add to MetaCart
. These comparisons show that the differences among products occur on large time- and space scales with monthly rms differences exceeding 0.58C in some regions. These regions are primarily the mid- and high-latitude Southern Oceans and the Arctic where data are sparse, as well as high-gradient areas such as the Gulf

Online Convex Programming and Generalized Infinitesimal Gradient Ascent

by Martin Zinkevich , 2003
"... Convex programming involves a convex set F R and a convex function c : F ! R. The goal of convex programming is to nd a point in F which minimizes c. In this paper, we introduce online convex programming. In online convex programming, the convex set is known in advance, but in each step of some ..."
Abstract - Cited by 298 (4 self) - Add to MetaCart
of some repeated optimization problem, one must select a point in F before seeing the cost function for that step. This can be used to model factory production, farm production, and many other industrial optimization problems where one is unaware of the value of the items produced until they have already

Interactive Digital Photomontage

by Aseem Agarwala, Mira Dontcheva, Maneesh Agrawala, Steven Drucker, Alex Colburn, Brian Curless, David Salesin, Michael Cohen - ACM TRANS. GRAPH , 2004
"... We describe an interactive, computer-assisted framework for combining parts of a set of photographs into a single composite picture, a process we call "digital photomontage." Our framework makes use of two techniques primarily: graph-cut optimization, to choose good seams within the consti ..."
Abstract - Cited by 304 (17 self) - Add to MetaCart
the constituent images so that they can be combined as seamlessly as possible; and gradient-domain fusion, a process based on Poisson equations, to further reduce any remaining visible artifacts in the composite. Also central to the framework is a suite of interactive tools that allow the user to specify a

Gradient

by Y. J. Li, Q. Chen, M. I. Guzman, C. K. Chan, S. T. Martin
"... products of β-caryophyllene ozonolysis are the dominant contributors to particle mass concentration ..."
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products of β-caryophyllene ozonolysis are the dominant contributors to particle mass concentration

gradient of

by Lesley B. Knoll, Michael J. Vanni, William H. Renwick
"... Phytoplankton primary production and photosynthetic parameters in reservoirs along a ..."
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Phytoplankton primary production and photosynthetic parameters in reservoirs along a

Global and regional climate changes due to black carbon,

by V Ramanathan , G Carmichael - Nat. Geosci., , 2008
"... Figure 1: Global distribution of BC sources and radiative forcing. a, BC emission strength in tons per year from a study by Bond et al. Full size image (42 KB) Review Nature Geoscience 1, 221 -227 (2008 Black carbon in soot is the dominant absorber of visible solar radiation in the atmosphere. Ant ..."
Abstract - Cited by 228 (5 self) - Add to MetaCart
to dimming at the Earth's surface with important implications for the hydrological cycle, and the deposition of black carbon darkens snow and ice surfaces, which can contribute to melting, in particular of Arctic sea ice. Black carbon (BC) is an important part of the combustion product commonly referred

Digital step edges from zero crossing of second directional derivatives

by Robert M. Haralick - Pattern Analysis and Machine Intelligence, IEEE Transactions on , 1984
"... Abstract-We use the facet model to accomplish step edge detection. The essence of the facet model is that any analysis made on the basis of the pixel values in some neighborhood has its final authoritative inter-pretation relative to the underlying gray tone intensity surface of which the neighborho ..."
Abstract - Cited by 200 (5 self) - Add to MetaCart
the neighborhood pixel values are observed noisy samples. With regard to edge detection, we define an edge to occur in a pixel if and only if there is some point in the pixel's area having a negatively sloped zero crossing of the second directional derivative taken in the direction of a nonzero gradient

Coil sensitivity encoding for fast MRI. In:

by Klaas P Pruessmann , Markus Weiger , Markus B Scheidegger , Peter Boesiger - Proceedings of the ISMRM 6th Annual Meeting, , 1998
"... New theoretical and practical concepts are presented for considerably enhancing the performance of magnetic resonance imaging (MRI) by means of arrays of multiple receiver coils. Sensitivity encoding (SENSE) is based on the fact that receiver sensitivity generally has an encoding effect complementa ..."
Abstract - Cited by 193 (3 self) - Add to MetaCart
complementary to Fourier preparation by linear field gradients. Thus, by using multiple receiver coils in parallel scan time in Fourier imaging can be considerably reduced. The problem of image reconstruction from sensitivity encoded data is formulated in a general fashion and solved for arbitrary coil

Gradient of mutual information in linear vector Gaussian channels

by Daniel P. Palomar, Sergio Verdú - IEEE Trans. Inf. Theory , 2006
"... Abstract — This paper considers a general linear vector Gaussian channel with arbitrary signaling and pursues two closely related goals: i) closed-form expressions for the gradient of the mutual information with respect to arbitrary parameters of the system, and ii) fundamental connections between i ..."
Abstract - Cited by 94 (13 self) - Add to MetaCart
information theory and estimation theory. Generalizing the fundamental relationship recently unveiled by Guo, Shamai, and Verdú [1], we show that the gradient of the mutual information with respect to the channel matrix is equal to the product of the channel matrix and the error covariance matrix
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