- •Foreword
- •1. Introduction
- •2. Culture Shock
- •3. Preliminaries
- •Notation Used in This Book
- •Terminology
- •Sentences (statements)
- •Word Formation (tokenizing rules)
- •Numbers
- •Characters
- •Valence of Verbs (Binary and Unary Operators)
- •How Names (Identifiers) Get Assigned
- •Order of Evaluation
- •How Names Are Substituted
- •What a verb (function) looks like
- •Running a J program
- •The Execution Window; Script Windows
- •Names Defined at Startup
- •Step-By-Step Learning: Labs
- •J Documentation
- •Getting Help
- •4. A First Look At J Programs
- •Average Daily Balance
- •Calculating Chebyshev Coefficients
- •5. Declarations
- •Arrays
- •Cells
- •Phrases To Memorize
- •Constant Lists
- •Array-creating Verbs
- •6. Loopless Code I—Verbs Have Rank
- •Examples of Implicit Loops
- •The Concept of Verb Rank
- •Verb Execution—How Rank Is Used (Monads)
- •Controlling Verb Execution By Specifying a Rank
- •Examples Of Verb Rank
- •Negative Verb Rank
- •Verb Execution—How Rank Is Used (Dyads)
- •When Dyad Frames Differ: Operand Agreement
- •Order of Execution in Implied Loops
- •A Mistake To Avoid
- •7. Starting To Write In J
- •8. More Verbs
- •Arithmetic Dyads
- •Boolean Dyads
- •Min and Max Dyads
- •Arithmetic Monads
- •Boolean Monad
- •Operations on Arrays
- •9. Loopless Code II—Adverbs / and ~
- •Modifiers
- •The Adverb Monad u/
- •The adverb ~
- •10. Continuing to Write in J
- •11. Boxing (structures)
- •Terminology
- •Boxing As an Equivalent For Structures In C
- •12. Compound Verbs
- •Verb Sequences—u@:v and u@v
- •Making a Monad Into a Dyad: The Verbs [ and ]
- •Making a Dyad Into a Monad: u&n and m&v
- •13. Empty Operands
- •Execution On a Cell Of Fills
- •Empty cells
- •If Fill-Cells Are Not Enough
- •14. Loopless Code III—Adverbs \ and \.
- •15. Verbs for Arithmetic
- •Dyads
- •Monads (all rank 0)
- •16. Loopless Code IV
- •A Few J Tricks
- •Power/If/DoWhile Conjunction u^:n and u^:v
- •Tie and Agenda (switch)
- •17. More Verbs For Boxes
- •Dyad ; (Link) And Monad ; (Raze)
- •Dyad { Revisited: the Full Story
- •Split String Into J Words: Monad ;:
- •Fetch From Structure: Dyad {::
- •Report Boxing Level: Monad L.
- •18. Verb-Definition Revisited
- •What really happens during m :n and verb define
- •Compound Verbs Can Be Assigned
- •Dual-Valence verbs: u :v
- •The Suicide Verb [:
- •Multi-Line Comments Using 0 :0
- •Final Reminder
- •The Obverse u^:_1
- •Apply Under Transformation: u&.v and u&.:v
- •Defined obverses: u :.v
- •An observation about dyadic verbs
- •20. Performance: Measurement & Tips
- •Timing Individual Sentences
- •Compounds Recognized by the Interpreter
- •Use Large Verb-Ranks! and Integrated Rank Support
- •Shining a Light: The J Performance Monitor
- •21. Input And Output
- •Foreigns
- •File Operations 1!:n; Error Handling
- •Treating a File as a Noun: Mapped Files
- •Format Data For Printing: Monad And Dyad ":
- •Format an Array: 8!:n
- •Format binary data: 3!:n
- •printf, sprintf, and qprintf
- •Convert Character To Numeric: Dyad ".
- •22. Calling a DLL Under Windows
- •Memory Management
- •Aliasing of Variables
- •23. Socket Programming
- •Asynchronous Sockets and socket_handler
- •Names and IP Addresses
- •Connecting
- •Listening
- •Other Socket Verbs
- •24. Loopless Code V—Partitions
- •Find Unique Items: Monad ~. and Monad ~:
- •Apply On Subsets: Dyad u/.
- •Apply On Partitions: Monad u;.1 and u;.2
- •Apply On Specified Partitions: Dyad u;.1 and u;.2
- •Apply On Subarray: Dyad u;.0
- •Apply On All Subarrays: Dyad u;.3 and u;._3
- •Extracting Variable-Length Fields Using ^: and ;.1
- •Example: Combining Adjacent Boxes
- •25. When Programs Are Data
- •Calling a Published Name
- •Using the Argument To a Modifier
- •Invoking a Gerund: m`:6
- •Passing the Definition Of a Verb: 128!:2 (Apply)
- •Passing an Executable Sentence: Monad ". and 5!:5
- •26. Loopless Code VI
- •28. Modifying an array: m}
- •Monad I.—Indexes of the 1s in a Boolean Vector
- •29. Control Structures
- •while./do./end. and whilst./do./end.
- •if./do./else./end., if./do./elseif./do./end.
- •try./catch./catcht./end. and throw.
- •return.
- •assert.
- •30. Modular Code
- •Locales And Locatives
- •Assignment
- •Name Lookup
- •Changing The Current Locale
- •The Shared Locale 'z'
- •Using Locales
- •31. Writing Your Own Modifiers
- •Modifiers That Do Not Refer To x. Or y.
- •Modifiers That Refer To x. Or y.
- •32. Applied Mathematics in J
- •Complex Numbers
- •Matrix Operations
- •Calculus: d., D., D:, and p..
- •Taylor Series: t., t:, and T.
- •Hypergeometric Function with H.
- •Sparse Arrays: Monad and Dyad $.
- •Random Numbers: ?
- •Computational Addons
- •Useful Scripts Supplied With J
- •33. Elementary Mathematics in J
- •Verbs for Mathematics
- •Extended Integers, Rational Numbers, and x:
- •Factors and Primes: Monad p:, Monad and Dyad q:
- •Permutations: A. and C.
- •34. Graphics
- •Plot Package
- •2D Graphics: the gl2 Library
- •Displaying Tabular Data: the Grid Control
- •3D Graphics: OpenGL
- •35. Odds And Ends
- •Dyad # Revisited
- •Boxed words to string: Monad ;:^:_1
- •Spread: #^:_1
- •Choose From Lists Item-By-Item: monad m}
- •Recursion: $:
- •Make a Table: Adverb dyad u/
- •Cartesian Product: Monad {
- •Boolean Functions: Dyad m b.
- •Operations Inside Boxes: u L: n, u S: n
- •Comparison Tolerance !.f
- •Right Shift: Monad |.!.f
- •Generalized Transpose: Dyad |:
- •Monad i: and Dyad i:
- •Fast String Searching: s: (Symbols)
- •Fast Searching: m&i.
- •CRC Calculation
- •Unicode Characters: u:
- •Window Driver And Form Editor
- •Tacit Programming
- •36. Tacit Programs
- •37. First Look At Forks
- •38. Parsing and Execution I
- •39. Parsing and Execution II
- •The Parsing Table
- •Examples Of Parsing And Execution
- •Undefined Words
- •40. Forks, Hooks, and Compound Adverbs
- •Tacit and Compound Adverbs
- •Referring To a Noun In a Tacit Verb
- •41. Readable Tacit Definitions
- •Flatten a Verb: Adverb f.
- •Special Verb-Forms Used in Tacit Definitions
- •43. Common Mistakes
- •Mechanics
- •Programming Errors
- •44. Valedictory
- •45. Glossary
- •46. Error Messages
- •47. Index
The conjunction H. is used in the form m H. n where m is the numerator list and n is the denominator list. The resulting verb m H. n has rank 0. The monad m H. n y takes the limit of the sum of the generalized hypergeometric series; the dyad
x m H. n y takes the sum of the first x terms. Formally, the generalized hypergeometric function is
∞ |
(m 0 )k (m1 )k K(m <:#m )k |
|
y |
k |
|
∑ |
|
|
where (a)k =a(a +1)K(a + k −1) |
||
(n0 )k (n1 )k K(n<:#n )k |
|
k ! |
|||
k =0 |
|
|
|||
If m contains 2 items and n contains 1 item, m H. n defines a hypergeometric function.
Generalized hypergeometric functions can be used to calculate a great many functions of interest: Legendre polynomials, Laguerre polynomials, Chebyshev polynomials, and Bessel functions of the first kind are all special cases of hypergeometric functions. Ewart Shaw, in http://www.ewartshaw.co.uk/data/jhyper.doc, gives a number of examples of uses of H. . For example, the error function and the cumulative distribution function are given by
erf =: 3 : '(((2p_0.5)*y.) % (^*:y.)) * 1 H. 1.5 *: y.' n01cdf =: 3 : '-: >: erf y. % %:2' NB. CDF of N(0,1)
where I have rewritten Shaw's formulas to use elementary J. 2p_0.5 is 2/sqrt(π).
Sparse Arrays: Monad and Dyad $.
$. y converts the array y into a sparse-matrix representation which can save a lot of space and time if most of the atoms of y have the same value. $.^:_1 y converts sparse y back to normal (dense) form. A large but incomplete subset of operations is supported on sparse arrays; look at the description of $. if you think you'd like to use them.
Random Numbers: ?
Monad ? has rank 0. If y is 0, ? y is a random floating-point number uniformly distributed in the interval 0 <= ? y < 1. If y is positive, ? y is a random element of
i.y . An example use is
?3 3 $ 1000
755 458 532
218 47 678
679 934 383
Dyad ? has rank 0. x ? y is a list of x items selected without repetition from
i.y, as if the list i. y were shuffled and the first x elements were taken:
5 ? 52
24 8 48 46 22
The ? verbs use the Mersenne Twister generator by default. Foreigns, described.in the Dictionary page for ?, allow selection of other generators.
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Computational Addons
The web site at www.jsoftware.com has several addons that you can download. These are executable libraries, along with J scripts to call functions in them, that offer efficient implementations of often-used functions. Two of interest in applied mathematics are the LAPACK addon and the FFT addon. If you want a fast implementation of the singular value decomposition referred to earlier, install the LAPACK addon; then you can use
require 'addons\lapack\lapack' require 'addons\lapack\dgesvd' dgesvd_jlapack_ yourmatrix
which will quickly return the desired singular values and singular vectors.
Useful Scripts Supplied With J
The directory yourJdirectory/system/packages contains a number of subdirectories full of useful scripts. The /math and /stats subdirectories have scripts for mathematics and statistics; other subdirectories cover topics such as finance, printing, graphics, and interfacing to Windows.
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