INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENTDEVELOPERDOWNLOAD INCANTER Incanter is a Clojure -based, R -like platform for statistical computing and graphics. Incanter can be used as a standalone, interactive data analysis environment or embedded within other analytics systems as a modular suite of libraries. Incanter leverages both the power of Clojure, a dynamically-typed, functional programming

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DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. NORMAL (PARALLEL COLT 0.7.2 nextDouble public double nextDouble(double mean, double standardDeviation) Returns a random number from the distribution; bypasses the internal state. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

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GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENTDEVELOPERDOWNLOAD INCANTER Incanter is a Clojure -based, R -like platform for statistical computing and graphics. Incanter can be used as a standalone, interactive data analysis environment or embedded within other analytics systems as a modular suite of libraries. Incanter leverages both the power of Clojure, a dynamically-typed, functional programming

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FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. NORMAL (PARALLEL COLT 0.7.2 nextDouble public double nextDouble(double mean, double standardDeviation) Returns a random number from the distribution; bypasses the internal state. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

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GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

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GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

NORMAL (PARALLEL COLT 0.7.2 nextDouble public double nextDouble(double mean, double standardDeviation) Returns a random number from the distribution; bypasses the internal state. DOUBLEFFT_2D (PARALLEL COLT 0.7.2 Cheapest prices ever! Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo USES OF CLASS CERN.COLT.LIST.TFLOAT.FLOATARRAYLIST Packages that use FloatArrayList; cern.colt.buffer.tfloat: Fixed sized (non resizable) streaming buffers holding float elements connected to a target objects to which data is automatically flushed upon buffer overflow.: cern.colt.list.tfloat: Resizable list holding elements of float data type.: cern.colt.map.tfloat CIALIS SUPERACTIVE, 40 MG CIALIS Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. CERN.COLT.LIST.TLONG CLASS HIERARCHY (PARALLEL COLT 0.7.2 Hierarchy For Package cern.colt.list.tlong Package Hierarchies: All

Packages

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENTDEVELOPERDOWNLOAD INCANTER Incanter is a Clojure -based, R -like platform for statistical computing and graphics. Incanter can be used as a standalone, interactive data analysis environment or embedded within other analytics systems as a modular suite of libraries. Incanter leverages both the power of Clojure, a dynamically-typed, functional programming

language, and the

FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts

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DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. NORMAL (PARALLEL COLT 0.7.2 nextDouble public double nextDouble(double mean, double standardDeviation) Returns a random number from the distribution; bypasses the internal state. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENTDEVELOPERDOWNLOAD INCANTER Incanter is a Clojure -based, R -like platform for statistical computing and graphics. Incanter can be used as a standalone, interactive data analysis environment or embedded within other analytics systems as a modular suite of libraries. Incanter leverages both the power of Clojure, a dynamically-typed, functional programming

language, and the

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INCANTER

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DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. NORMAL (PARALLEL COLT 0.7.2 nextDouble public double nextDouble(double mean, double standardDeviation) Returns a random number from the distribution; bypasses the internal state. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

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PARALLEL COLT 0.7.2

Packages; cern.clhep: A Java port of CLHEP 1.4.0(C++) - A Class Library for High Energy Physics.: cern.colt: Core base classes; Operations on primitive arrays such as sorting, partitioning and permuting. cern.colt.buffer.tdouble DOUBLEFFT_2D (PARALLEL COLT 0.7.2 Cheapest prices ever! Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. POISSON (PARALLEL COLT 0.7.2 public class Poisson extends AbstractDiscreteDistribution. Poisson distribution (quick); See the math definition and animated definition.. p(k) = (mean^k / k!) * exp(-mean) for k >= 0. Valid parameter ranges: mean > 0.Note: if mean = n, the LU decomposition is an m x n unit lower triangular matrix L, an n x n upper triangular matrix U, and a permutation vector piv of length m so that A(piv,:) = L*U; If m n, then L is m x m and U is m x n.. The LU decomposition with pivoting always exists, even if the matrix is USES OF CLASS CERN.COLT.LIST.TFLOAT.FLOATARRAYLIST Packages that use FloatArrayList; cern.colt.buffer.tfloat: Fixed sized (non resizable) streaming buffers holding float elements connected to a target objects to which data is automatically flushed upon buffer overflow.: cern.colt.list.tfloat: Resizable list holding elements of float data type.: cern.colt.map.tfloat USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo DOUBLEHYBR (PARALLEL COLT 0.7.2 public class DoubleHyBR extends AbstractDoubleIterativeSolver. HyBR is a Hybrid Bidiagonalization Regularization method used for solving large-scale, ill-posed inverse problems of the form: b = A*x + noise The method combines an iterative Lanczos Bidiagonalization (LBD) Method with an SVD-based regularization method to stabilize the semiconvergence behavior that is characteristic of many ill INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com)

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PARALLEL COLT 0.7.2

Packages; cern.clhep: A Java port of CLHEP 1.4.0(C++) - A Class Library for High Energy Physics.: cern.colt: Core base classes; Operations on primitive arrays such as sorting, partitioning and permuting. cern.colt.buffer.tdouble DOUBLEFFT_2D (PARALLEL COLT 0.7.2 Cheapest prices ever! Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. C-INDEX (PARALLEL COLT 0.7.2 This method calculates the dot product of portions of two columns of a matrix. colisamax_f77 (int, double , int, int, int) - Static method in class optimization. Blas_f77. This method finds the index of the element of a portion of a column of a matrix that has the maximum

absolute value.

USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

OBJECTFACTORY1D (PARALLEL COLT 0.7.2 public class ObjectFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding Object cells. Use idioms like ObjectFactory1D.dense.make(1000) to construct dense matrices, ObjectFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k DOUBLEQUANTILEFINDERFACTORY (PARALLEL COLT 0.7.2 public class DoubleQuantileFinderFactory extends Object. Factory constructing exact and approximate quantile finders for both known and unknown N.Also see QuantileDoubleBin1D, demonstrating how this package can be used.The approx. algorithms compute approximate quantiles of DOUBLEHYBR (PARALLEL COLT 0.7.2 public class DoubleHyBR extends AbstractDoubleIterativeSolver. HyBR is a Hybrid Bidiagonalization Regularization method used for solving large-scale, ill-posed inverse problems of the form: b = A*x + noise The method combines an iterative Lanczos Bidiagonalization (LBD) Method with an SVD-based regularization method to stabilize the semiconvergence behavior that is characteristic of many ill INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com)

INCANTER

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PARALLEL COLT 0.7.2

Packages; cern.clhep: A Java port of CLHEP 1.4.0(C++) - A Class Library for High Energy Physics.: cern.colt: Core base classes; Operations on primitive arrays such as sorting, partitioning and permuting. cern.colt.buffer.tdouble DOUBLEFFT_2D (PARALLEL COLT 0.7.2 Cheapest prices ever! Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. C-INDEX (PARALLEL COLT 0.7.2 This method calculates the dot product of portions of two columns of a matrix. colisamax_f77 (int, double , int, int, int) - Static method in class optimization. Blas_f77. This method finds the index of the element of a portion of a column of a matrix that has the maximum

absolute value.

USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

OBJECTFACTORY1D (PARALLEL COLT 0.7.2 public class ObjectFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding Object cells. Use idioms like ObjectFactory1D.dense.make(1000) to construct dense matrices, ObjectFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k DOUBLEQUANTILEFINDERFACTORY (PARALLEL COLT 0.7.2 public class DoubleQuantileFinderFactory extends Object. Factory constructing exact and approximate quantile finders for both known and unknown N.Also see QuantileDoubleBin1D, demonstrating how this package can be used.The approx. algorithms compute approximate quantiles of DOUBLEHYBR (PARALLEL COLT 0.7.2 public class DoubleHyBR extends AbstractDoubleIterativeSolver. HyBR is a Hybrid Bidiagonalization Regularization method used for solving large-scale, ill-posed inverse problems of the form: b = A*x + noise The method combines an iterative Lanczos Bidiagonalization (LBD) Method with an SVD-based regularization method to stabilize the semiconvergence behavior that is characteristic of many ill INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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hormone in men

EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com) INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Incanter: Statistical Computing and Graphics Environment for Clojure. Incanter executables. Incanter.dmg (Mac OS X) Incanter.exe (Windows) incanter.jar (Executable Java jar file) Pre-built Incanter distributions. Latest build 1.2.x. Release 1.0.0. Getting Started

Instructions.

INCANTER: STATISTICAL COMPUTING AND GRAPHICS ENVIRONMENT Source Code Incanter is available on Github and the Clojars repository, instructions for including Incanter in Leiningen-based projects are available at repo.incanter.org.. Incanter Developers. Interested in helping build Incanter? ©2010 David Liebke DATA SORCERY WITH CLOJURE INCANTER National Capital Area Clojure Meetup 18 February 2010 David Edgar Liebke liebke@incanter.org Data Sorcery with Clojure & Incanter Introduction to Datasets & Charts FROM CONCURRENCY TO PARALLELISM 2 summary Concurrency is commonly mistaken for parallelism, but the two are distinct concepts. Concurrency is concerned with managing access to shared state from

INCANTER

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hormone in men

EXPONENTIAL (PARALLEL COLT 0.7.2 public class Exponential extends AbstractContinousDoubleDistribution. Exponential Distribution (aka Negative Exponential Distribution); See

the math definition

DOUBLEFACTORY1D (PARALLEL COLT 0.7.2 public class DoubleFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding double cells. Use idioms like DoubleFactory1D.dense.make(1000) to construct dense matrices, DoubleFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. DOUBLEFFT_1D (PARALLEL COLT 0.7.2 Merriam-Webster defines superfoods as foods that are "rich in compounds (such as antioxidants, fiber, or fatty acids) considered beneficial to a person's order cialis without perscription health." It goes on to add that such foods "increase energy and vitality, regulate cholesterol and blood pressure, and may help Depressed Women. USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo BENCHMARKFLOATFFT (PARALLEL COLT 0.7.2 public class BenchmarkFloatFFT extends Object. Benchmark of single precision FFT's Author: Piotr Wendykier (piotr.wendykier@gmail.com)

INCANTER

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hormone in men

PARALLEL COLT 0.7.2

Packages; cern.clhep: A Java port of CLHEP 1.4.0(C++) - A Class Library for High Energy Physics.: cern.colt: Core base classes; Operations on primitive arrays such as sorting, partitioning and permuting. cern.colt.buffer.tdouble DOUBLEFFT_2D (PARALLEL COLT 0.7.2 Cheapest prices ever! Brand and best quality generic drugs. Secure site 128 bit SSL. 691 Rayborn Crescent. St Albert , Alberta T8N 1C7 , Canada. Phone: 780-671-3666. 4.8 stars 1123 votes. C-INDEX (PARALLEL COLT 0.7.2 This method calculates the dot product of portions of two columns of a matrix. colisamax_f77 (int, double , int, int, int) - Static method in class optimization. Blas_f77. This method finds the index of the element of a portion of a column of a matrix that has the maximum

absolute value.

USES OF INTERFACE CERN.COLT.FUNCTION.TDOUBLE Packages that use DoubleDoubleFunction; cern.colt.matrix.tdouble: Matrix interfaces and factories holding elements of double data type.: cern.colt.matrix.tdouble.algo GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends DoubleConstants. Gamma and Beta functions. Implementation: Some code taken and adapted from the Java 2D Graph Package 2.4, which in turn is a port from the Cephes 2.2 Math Library (C). Most Cephes code (missing from the 2D Graph Package) directly

ported.

OBJECTFACTORY1D (PARALLEL COLT 0.7.2 public class ObjectFactory1D extends PersistentObject. Factory for convenient construction of 1-d matrices holding Object cells. Use idioms like ObjectFactory1D.dense.make(1000) to construct dense matrices, ObjectFactory1D.sparse.make(1000) to construct sparse matrices. If the factory is used frequently it might be useful to streamline the notation. GAMMA (PARALLEL COLT 0.7.2 public class Gamma extends AbstractContinousDoubleDistribution. Gamma distribution; math definition, definition of gamma function and animated definition. p(x) = k DOUBLEQUANTILEFINDERFACTORY (PARALLEL COLT 0.7.2 public class DoubleQuantileFinderFactory extends Object. Factory constructing exact and approximate quantile finders for both known and unknown N.Also see QuantileDoubleBin1D, demonstrating how this package can be used.The approx. algorithms compute approximate quantiles of DOUBLEHYBR (PARALLEL COLT 0.7.2 public class DoubleHyBR extends AbstractDoubleIterativeSolver. HyBR is a Hybrid Bidiagonalization Regularization method used for solving large-scale, ill-posed inverse problems of the form: b = A*x + noise The method combines an iterative Lanczos Bidiagonalization (LBD) Method with an SVD-based regularization method to stabilize the semiconvergence behavior that is characteristic of many ill

* Documentation |

* Blog |

* Developer |

* Discussion |

* Twitter |

* T-shirts

INCANTER is a Clojure -based, R -like platform for statistical computing

and graphics.

Incanter can be used as a standalone, interactive data analysis environment or embedded within other analytics systems as a modular

suite of libraries.

FEATURES

* Charting & visualization functions * Mathematical functions * Statistical functions * Matrix & linear algebra functions * Data manipulation functions INTERACTIVE, DYNAMIC, FUNCTIONAL STATISTICAL-PROGRAMMING ON THE JVM Incanter leverages both the power of Clojure, a dynamically-typed, functional programming language, and the rich set of libraries available on the JVM for accessing, processing, and visualizing data. At its core are the _Parallel Colt

_

numerics library, a multithreaded version of _Colt

_, the _JFreeChart

_ charting library, the _Processing _ visualization library, as well as several other Java and Clojure libraries. Clojure’s seamless integration with Java makes leveraging these libraries much simpler than is possible in R, and Incanter’s R-like semantics and interactive shell makes statistical programming much simpler than is possible in pure Java. Clojure is well suited to data processing with its sequence-oriented data structures (and the ability to extend them with the sequence abstraction), powerful sequence-processing functions, destructuring, data structure literals, and an ever growing list of new functionality provided by third-party libraries.

BACK TO THE FUTURE

Motivation for a Lisp-based R-like statistical environment can be found in the paper _Back to the Future: Lisp as a Base for a Statistical Computing System by Ihaka and Lang (2008)

_. Incanter is

also inspired by the now dormant Lisp-Stat (see the special volume in the Journal of Statistical Software on _Lisp-Stat: Past, Present, and Future _ from 2005). Motivation for a JVM-based Lisp can be found at the _Clojure website _, and other Clojure resources can be found at _http://clojuredocs.org_.

GETTING STARTED

Download a pre-built version of Incanter _here _, or grab the latest source code from the _Github repository _, and then visit the _getting started _

page.

Incanter is also hosted on _Clojars _ for those using _Leiningen _ or _Maven _-based tools to build Clojure applications. Incanter can be included as a dependency in your project with a single line in a Leiningen project.clj file, or with a few lines of XML in a

Maven pom.xml file.

For examples of statistical programming with Incanter visit the _documentation page _ and the _Incanter Blog _, and for descriptions of all of Incanter's functions, see the _API

_ page.

Additional help can be found, and questions answered, through the _Incanter Google Group _

(_subscribe here

_).

_David Edgar Liebke_ ©2010 David Liebke