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Complementary projection hashing

by Zhongming Jin, Yao Hu, Yue Lin, Debing Zhang, Shiding Lin, Deng Cai, Xuelong Li - in Proceedings of the IEEE International Conference on Computer Vision , 2013
"... Recently, hashing techniques have been widely applied to solve the approximate nearest neighbors search prob-lem in many vision applications. Generally, these hash-ing approaches generate 2c buckets, where c is the length of the hash code. A good hashing method should satisfy the following two requi ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
requirements: 1) mapping the nearby data points into the same bucket or nearby (measured by the Hamming distance) buckets. 2) all the data points are evenly distributed among all the buckets. In this paper, we propose a novel algorithm named Complementary Pro-jection Hashing (CPH) to find the optimal hashing

The Symbol Grounding Problem

by Stevan Harnad , 1990
"... There has been much discussion recently about the scope and limits of purely symbolic models of the mind and about the proper role of connectionism in cognitive modeling. This paper describes the "symbol grounding problem": How can the semantic interpretation of a formal symbol system be m ..."
Abstract - Cited by 1084 (20 self) - Add to MetaCart
that learns the invariant features underlying categorical representations, thereby connecting names to the proximal projections of the distal objects they stand for. In this way connectionism can be seen as a complementary component in a hybrid nonsymbolic/symbolic model of the mind, rather than a rival

Climate and atmospheric history of the past 420,000 years from the Vostok ice core,

by J R Petit , J Jouzel , D Raynaud , N I Barkov , J.-M Barnola , I Basile , M Bender , J Chappellaz , M Davisk , G Delaygue , M Delmotte , V M Kotlyakov , M Legrand , V Y Lipenkov , C Lorius , L Pé , C Ritz , E Saltzmank , M Stievenard - Antarctica. Nature , 1999
"... Antarctica has allowed the extension of the ice record of atmospheric composition and climate to the past four glacial-interglacial cycles. The succession of changes through each climate cycle and termination was similar, and atmospheric and climate properties oscillated between stable bounds. Inte ..."
Abstract - Cited by 716 (15 self) - Add to MetaCart
420,000 years. The late Quaternary period (the past one million years) is punctuated by a series of large glacial-interglacial changes with cycles that last about 100,000 years (ref. 1). Glacial-interglacial climate changes are documented by complementary climate records 1,2 largely derived from deep

A Validation Of Object-Oriented Design Metrics As Quality Indicators

by Victor R. Basili, Lionel Briand, Walcélio L. Melo - IEEE Transactions on Software Engineering , 1995
"... This paper presents the results of a study conducted at the University of Maryland in which we experimentally investigated the suite of Object-Oriented (OO) design metrics introduced by [Chidamber&Kemerer, 1994]. In order to do this, we assessed these metrics as predictors of fault-prone clas ..."
Abstract - Cited by 439 (19 self) - Add to MetaCart
-prone classes. This study is complementary to [Li&Henry, 1993] where the same suite of metrics had been used to assess frequencies of maintenance changes to classes. To perform our validation accurately, we collected data on the development of eight medium-sized information management systems based

Efficient characteristic projection in upwind difference schemes for hyperbolic systems (The Complementary Projection Method

by Ronald P. Fedkiw, Barry Merriman, Stanley Osher - J. Computational Physics , 1998
"... Abstract The standard construction of upwind difference schemes for hyperbolic systems of conservation laws requires the full eigensystem of the Jacobian matrix. This system is used to define the transformation into and out of the characteristic scalar fields, where upwind differencing is meaningful ..."
Abstract - Cited by 14 (10 self) - Add to MetaCart
. Instead, a complementary projection technique can be used to formulate upwind differencing without specifying a basis. For systems with eigenvalues of high multiplicity, this approach simplifies the analytical and programming effort and reduces the computational cost. Numerical experiments show

Efficient Characteristic Projection in Upwind Difference Schemes for Hyperbolic Systems (The Complementary Projection Method)

by Ronald Fedkiw Barry, Barry Merriman, Stanley Osher - J. Computational Physics , 1998
"... The standard construction of upwind difference schemes for hyperbolic systems of conservation laws requires the full eigensystem of the Jacobian matrix. This system is used to define the transformation into and out of the characteristic scalar fields, where upwind differencing is meaningful. When th ..."
Abstract - Add to MetaCart
the Jacobian has a repeated eigenvalue, the associated normalized eigenvectors are not uniquely determined, and an arbitrary choice of eigenvectors must be made to span the characteristic subspace. In this report we point out that it is possible to avoid this arbitrary choice entirely. Instead, a complementary

Background

by Results Beaver, Creek Watershed
"... Several complementary projects in the Beaver ..."
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Several complementary projects in the Beaver

Complementary DNA sequencing: expressed sequence tags and human genome project

by Mark D Adams , Jenny M Kelley , Jeannine D Gocayne , Mark Dubnick , Mihael H Polymeropoulos , Hong Xiao , Carl R Merril , Andrew Wu , Bjorn Olde , Ruben F Moreno , Anthony R Kerlavage , W Richard Mccombie , J Craig Venter - Science , 1991
"... Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printed page of such transmission. JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range of content in a trusted d ..."
Abstract - Cited by 162 (0 self) - Add to MetaCart
Each copy of any part of a JSTOR transmission must contain the same copyright notice that appears on the screen or printed page of such transmission. JSTOR is a not-for-profit service that helps scholars, researchers, and students discover, use, and build upon a wide range of content in a trusted digital archive. We use information technology and tools to increase productivity and facilitate new forms of scholarship. For more information about JSTOR, please contact support@jstor.org. American Association for the Advancement of Science is collaborating with JSTOR to digitize, preserve and extend access to Science.

MIPS: analysis and annotation of proteins from whole genomes

by H. W. Mewes, D. Frishman, K. F. X. Mayer, M. Münsterkötter, O. Noubibou, T. Rattei, M. Oesterheld, V. Stümpflen - Nucleic Acids Res , 2004
"... resources related to genome information. Manually curated databases for several reference organisms are maintained. Several of these databases are described elsewhere in this and other recent NAR database issues. In a complementary effort, a comprehensive set of.400 genomes automatically annotated w ..."
Abstract - Cited by 206 (14 self) - Add to MetaCart
resources related to genome information. Manually curated databases for several reference organisms are maintained. Several of these databases are described elsewhere in this and other recent NAR database issues. In a complementary effort, a comprehensive set of.400 genomes automatically annotated

complementary or divergent?

by Development A Rticle, Shahron Williams Van Rooij , 2010
"... Abstract This paper reports the results of a study to identify the extent to which orga-nizations that develop educational/training products are committed to project management, as measured by their project management implementation maturity, as a methodology that is separate and distinct from the p ..."
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Abstract This paper reports the results of a study to identify the extent to which orga-nizations that develop educational/training products are committed to project management, as measured by their project management implementation maturity, as a methodology that is separate and distinct from
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