svmRegression

 

 

Description

The svmRegression function returns the Number Vector containing the trained weights for the support vector machine regression on the specified training points. The argument {X} contains the N x M independent variables in the form of a number vector array:

x11 x12  ... x1M
x21 x22 ... x2M
... ... ... ...
xN1 xN2 ... xNM

The argument {Y} contains the N dependent variables in the form of a number vector:

y1
y2
...
yN

The return value is a Structure {S} containing the following elements:

The return element {Weights} contains the N trained weights for the support vector machine dual form regression model in the form of a number vector:

w1
w2
...
wN

For a more thorough discussion of the complex subject of support vector machine regression, please refer to "An Introduction to Support Vector Machines and other kernel-based learning methods", by Nello Christianini and John Shawe-Taylor, Cambridge University Press, 2000.

When to use

The svmRegression function can be used to perform linear and non-linear dual form regressions on small, mid, and large scale training data. Training data up to 50,000 x 100 can be regressed, in reasonable time, on medium speed laptop computers. A wide range of built-in support vector machine kernels are available plus user defined kernel Lambdas are also readily accepted, making the svmRegression function useful across a wide range of applications.

 

Syntax

(svmRegression X Y kernel ETollerance maxError MaxGenerations maxSVSize printSW)



Name Description AIS Types
XThe N x M Number Vector array of independent training points Integer
Y The N Number Vector of dependent training points Integer
kernel The two argument support vector machine kernel function to be used in the regression.Symbol
ETollerance The error tolerance limit as a percent of dependent value.Real
maxErrorThe maximum error rate at which training may stop.Real
MaxGenerationsThe maximum number of training generations at which training must stop.Integer
MaxSVSizeThe maximum number of support vectors attempted during initialization.Integer
printSWThe verbose mode display switch for testing purposes.Symbol


Returns:

The Structure {S} with elements: Error, Weights, Generations, Ey, and Py.

 

Examples

Here are a number of links to Lambda coding examples which contain this instruction in various use cases.

 

Argument Types

Here are the links to the data types of the function arguments.

Vector Structure Integer NumVector
Symbol Real

Here are also a number of links to functions having arguments with any of these data types.

++(Symbol) +=(Symbol) +(Complex) +(Number)
/=(Symbol) /(Complex) /(Number) *=(Symbol)
*(Complex) *(Number) --(Symbol) -=(Symbol)
-(Complex) -(Number) abs(Complex) abs(Number)
addMethod(BitVector) addMethod(Boolean) addMethod(Brick) addMethod(Character)
addMethod(CpxVector) addMethod(Date) addMethod(Dictionary) addMethod(Directory)
addMethod(FltVector) addMethod(Function) addMethod(IntVector) addMethod(List)
addMethod(Matrix) addMethod(NumMatrix) addMethod(NumVector) addMethod(Number)
addMethod(ObjVector) addMethod(ObjectRepository) addMethod(Pair) addMethod(PcodeVector)
addMethod(ShortVector) addMethod(String) addMethod(Structure) addMethod(Symbol)
addMethod(Vector) addMethod(Void) addi(Number) appendWriteln(ByteVector)
append(BitVector) append(Complex) append(CpxVector) append(FltVector)
append(IntVector) append(Matrix) append(NumMatrix) append(NumVector)
append(ObjVector) append(Pair) append(ShortVector) append(String)
append(Structure) append(Symbol) append(Vector) apply(BitVector)
apply(CpxVector) apply(FltVector) apply(IntVector) apply(Matrix)
apply(NumMatrix) apply(NumVector) apply(Pair) apply(ShortVector)
apply(Structure) apply(Vector) avg(CpxVector) avg(Number)
badd(Boolean) balance(Lambda) bdiv(Boolean) binaryInsert(CpxVector)
binaryInsert(FltVector) binaryInsert(IntVector) binaryInsert(Matrix) binaryInsert(NumMatrix)
binaryInsert(NumVector) binaryInsert(ShortVector) binaryInsert(Structure) binaryInsert(Vector)
binaryNand(Integer) binaryNor(Integer) binaryNot(Integer) binaryNxor(Integer)
binarySearch(CpxVector) binarySearch(Dictionary) binarySearch(FltVector) binarySearch(IntVector)
binarySearch(Matrix) binarySearch(NumMatrix) binarySearch(NumVector) binarySearch(ObjVector)
binarySearch(ShortVector) binarySearch(Structure) binarySearch(Vector) bitToNumberVector(BitVector)
bitToNumberVector(NumVector) bitwiseAnd(Integer) bitwiseNand(Integer) bitwiseNor(Integer)
bitwiseNot(Integer) bitwiseNxor(Integer) bitwiseOr(Integer) bitwiseShiftLeft(Integer)
bitwiseShiftRight(Integer) bitwiseXor(Integer) bmod(Boolean) bmul(Boolean)
boolean(Boolean) cadd(Character) cdiv(Character) cdr(BitVector)
cdr(Brick) cdr(CpxVector) cdr(Dictionary) cdr(Directory)
cdr(FltVector) cdr(IntVector) cdr(List) cdr(Matrix)
cdr(NumMatrix) cdr(NumVector) cdr(ObjVector) cdr(ShortVector)
cdr(Structure) cdr(Vector) char(String) character(Character)
cmod(Character) cmul(Character) code(String) compareEQ(BitVector)
compareEQ(Boolean) compareEQ(Brick) compareEQ(Character) compareEQ(Complex)
compareEQ(CpxVector) compareEQ(Date) compareEQ(Dictionary) compareEQ(Directory)
compareEQ(FltVector) compareEQ(Function) compareEQ(IntVector) compareEQ(Lambda)
compareEQ(List) compareEQ(Matrix) compareEQ(NumMatrix) compareEQ(NumVector)
compareEQ(Number) compareEQ(ObjVector) compareEQ(ObjectRepository) compareEQ(Pair)
compareEQ(ShortVector) compareEQ(String) compareEQ(Structure) compareEQ(Symbol)
compareEQ(Vector) compareEQ(Void) compareGE(BitVector) compareGE(Boolean)
compareGE(Brick) compareGE(Character) compareGE(Complex) compareGE(CpxVector)
compareGE(Date) compareGE(Dictionary) compareGE(Directory) compareGE(Function)
compareGE(IntVector) compareGE(Lambda) compareGE(List) compareGE(Matrix)
compareGE(NumMatrix) compareGE(Number) compareGE(ObjVector) compareGE(ObjectRepository)
compareGE(Pair) compareGE(ShortVector) compareGE(String) compareGE(Structure)
compareGE(Symbol) compareGE(Vector) compareGE(Void) compareGT(BitVector)
compareGT(Boolean) compareGT(Brick) compareGT(Character) compareGT(Complex)
compareGT(CpxVector) compareGT(Date) compareGT(Dictionary) compareGT(Directory)
compareGT(Function) compareGT(IntVector) compareGT(Lambda) compareGT(List)
compareGT(Matrix) compareGT(NumMatrix) compareGT(NumVector) compareGT(Number)
compareGT(ObjVector) compareGT(ObjectRepository) compareGT(Pair) compareGT(ShortVector)
compareGT(String) compareGT(Structure) compareGT(Symbol) compareGT(Vector)
compareGT(Void) compareLE(BitVector) compareLE(Boolean) compareLE(Brick)
compareLE(Character) compareLE(Complex) compareLE(CpxVector) compareLE(Date)
compareLE(Dictionary) compareLE(Directory) compareLE(FltVector) compareLE(Function)
compareLE(IntVector) compareLE(Lambda) compareLE(List) compareLE(Matrix)
compareLE(NumMatrix) compareLE(NumVector) compareLE(Number) compareLE(ObjVector)
compareLE(ObjectRepository) compareLE(Pair) compareLE(ShortVector) compareLE(String)
compareLE(Structure) compareLE(Symbol) compareLE(Vector) compareLE(Void)
compareLT(BitVector) compareLT(Boolean) compareLT(Brick) compareLT(Character)
compareLT(Complex) compareLT(CpxVector) compareLT(Date) compareLT(Dictionary)
compareLT(Directory) compareLT(FltVector) compareLT(Function) compareLT(IntVector)
compareLT(Lambda) compareLT(List) compareLT(Matrix) compareLT(NumMatrix)
compareLT(NumVector) compareLT(Number) compareLT(ObjVector) compareLT(ObjectRepository)
compareLT(Pair) compareLT(ShortVector) compareLT(String) compareLT(Structure)
compareLT(Symbol) compareLT(Vector) compareLT(Void) compareNE(BitVector)
compareNE(Boolean) compareNE(Brick) compareNE(Character) compareNE(Complex)
compareNE(CpxVector) compareNE(Date) compareNE(Dictionary) compareNE(Directory)
compareNE(FltVector) compareNE(Function) compareNE(IntVector) compareNE(Lambda)
compareNE(List) compareNE(Matrix) compareNE(NumMatrix) compareNE(NumVector)
compareNE(Number) compareNE(ObjVector) compareNE(ObjectRepository) compareNE(Pair)
compareNE(ShortVector) compareNE(String) compareNE(Structure) compareNE(Symbol)
compareNE(Vector) compareNE(Void) compare(BitVector) compare(Boolean)
compare(Brick) compare(Character) compare(Complex) compare(CpxVector)
compare(Date) compare(Dictionary) compare(Directory) compare(FltVector)
compare(Function) compare(IntVector) compare(Lambda) compare(List)
compare(Matrix) compare(NumMatrix) compare(NumVector) compare(Number)
compare(ObjVector) compare(ObjectRepository) compare(Pair) compare(ShortVector)
compare(String) compare(Structure) compare(Symbol) compare(Vector)
compare(Void) comparison(BitVector) comparison(Boolean) comparison(Brick)
comparison(Character) comparison(Complex) comparison(Date) comparison(Dictionary)
comparison(Directory) comparison(FltVector) comparison(Function) comparison(IntVector)
comparison(List) comparison(Matrix) comparison(NumMatrix) comparison(NumVector)
comparison(Number) comparison(ObjVector) comparison(ObjectRepository) comparison(Pair)
comparison(ShortVector) comparison(String) comparison(Structure) comparison(Symbol)
comparison(Vector) comparison(Void) compress(ByteVector) cons(Pair)
copy(BitVector) copy(Brick) copy(CpxVector) copy(Dictionary)
copy(Directory) copy(FltVector) copy(IntVector) copy(Lambda)
copy(List) copy(Matrix) copy(NumMatrix) copy(NumVector)
copy(ObjVector) copy(Pair) copy(PcodeVector) copy(ShortVector)
copy(Structure) copy(Vector) count(Dictionary) count(Directory)
count(List) count(Matrix) count(NumMatrix) count(Pair)
count(Structure) count(Vector) csub(Character) day(Date)
days360(Date) debugDialog(String) debug(Context) debug(Lambda)
defchild(Lambda) define(macro)(Lambda) defineStructure(Structure) define(Lambda)
defmacro(Lambda) defmethod(BitVector) defmethod(Boolean) defmethod(Brick)
defmethod(Character) defmethod(Date) defmethod(Dictionary) defmethod(Directory)
defmethod(FltVector) defmethod(Function) defmethod(IntVector) defmethod(List)
defmethod(Matrix) defmethod(NumMatrix) defmethod(NumVector) defmethod(Number)
defmethod(ObjectRepository) defmethod(Pair) defmethod(ShortVector) defmethod(String)
defmethod(Structure) defmethod(Symbol) defmethod(Vector) defmethod(Void)
deforphan(Lambda) defriend(Lambda) defstruct(Structure) defun(Lambda)
deleteRows(Brick) delete(Dictionary) delete(Directory) delete(FltVector)
delete(IntVector) delete(List) delete(Matrix) delete(NumMatrix)
delete(NumVector) delete(ObjVector) delete(ObjectRepository) delete(Pair)
delete(ShortVector) delete(Structure) delete(Vector) disassemble(Context)
disassemble(Lambda) display(ByteVector) display(FileIO) divi(Number)
downcase(String) downcase(Symbol) encode(ByteVector) evalInSyncLocalContext(Context)
exportTab(Lambda) exportTab(ObjectRepository) fact(Integer) fact(Number)
fdisplay(ByteVector) fdisplay(Text) fieldsOf(Structure) fileClose(ByteVector)
fileClose(Text) fileDisplay(ByteVector) fileDisplay(Text) fileErase(ByteVector)
fileErase(Text) fileOpen(ByteVector) fileOpen(Text) fileReadRecord(ByteVector)
fileReadRecord(String) fileReadRecord(Text) fileRead(ByteVector) fileRead(Text)
fileResize(ByteVector) fileResize(String) fileResize(Text) fileSeek(ByteVector)
fileSeek(String) fileSeek(Text) fileWrite(ByteVector) fileWrite(String)
fileWrite(Text) filewriteln(ByteVector) filewriteln(String) filewriteln(Text)
findBlock(BitVector) find(String) floor(Number) fraction(Number)
freeBlock(BitVector) gc(Context) gcd(Integer) gcd(Number)
getContextPtr(Context) getGlobalValue(Context) getGlobalValue(Symbol) getHttp(String)
getHttp(Text) getSymbolTable(Context) getSymbolTable(Symbol) globalBinding(Context)
globalBinding(Lambda) hashString(String) hashString(Symbol) hour(Date)
iadd(Integer) icompareEQ(Integer) icompareGE(Integer) icompareGT(Integer)
icompareLE(Integer) icompareLT(Integer) icompareNE(Integer) idiv(Integer)
imod(Integer) importTab(Lambda) importTab(ObjectRepository) imul(Number)
insertRows(Brick) insert(Dictionary) insert(Directory) insert(FltVector)
insert(IntVector) insert(Matrix) insert(NumMatrix) insert(NumVector)
insert(ObjVector) insert(ShortVector) insert(Structure) insert(Vector)
inside(BitVector) inside(Dictionary) inside(Directory) inside(IntVector)
inside(List) inside(Matrix) inside(NumMatrix) inside(NumVector)
inside(ShortVector) inside(Structure) inside(Vector) inspect(Context)
inspect(Lambda) inspect(ObjectRepository) integer(Integer) isAtom(BitVector)
isAtom(Brick) isAtom(Dictionary) isAtom(Directory) isAtom(FltVector)
isAtom(IntVector) isAtom(List) isAtom(Matrix) isAtom(NumMatrix)
isAtom(NumVector) isAtom(ObjVector) isAtom(Pair) isAtom(PcodeVector)
isAtom(ShortVector) isAtom(Structure) isAtom(Vector) isBitVector(BitVector)
isBoolean(Boolean) isBound(Dictionary) isBound(Directory) isBound(Structure)
isByteVector(ByteVector) isCharAlphabetic(ByteVector) isCharAlphabetic(String) isCharAlphabetic(Symbol)
isCharAlphanumeric(ByteVector) isCharAlphanumeric(String) isCharAlphanumeric(Symbol) isCharLowercase(ByteVector)
isCharLowercase(String) isCharLowercase(Symbol) isCharName(ByteVector) isCharName(String)
isCharName(Symbol) isCharNumeric(ByteVector) isCharNumeric(String) isCharNumeric(Symbol)
isCharUppercase(ByteVector) isCharUppercase(String) isCharUppercase(Symbol) isCharWhitespace(ByteVector)
isCharWhitespace(String) isCharWhitespace(Symbol) isChar(String) isCharacter(Character)
isComplex(Complex) isDate(Date) isDictionary(Dictionary) isDirectory(Directory)
isEqual(BitVector) isEqual(Boolean) isEqual(Brick) isEqual(Character)
isEqual(Complex) isEqual(Date) isEqual(Dictionary) isEqual(Directory)
isEqual(FltVector) isEqual(Function) isEqual(IntVector) isEqual(List)
isEqual(Matrix) isEqual(NumMatrix) isEqual(NumVector) isEqual(Number)
isEqual(ObjVector) isEqual(Pair) isEqual(ShortVector) isEqual(String)
isEqual(Structure) isEqual(Vector) isEqual(Void) isError(Error)
isEven(Number) isFloatVector(FltVector) isIdentical(BitVector) isIdentical(Boolean)
isIdentical(Brick) isIdentical(Character) isIdentical(Complex) isIdentical(Date)
isIdentical(Dictionary) isIdentical(Directory) isIdentical(Error) isIdentical(FltVector)
isIdentical(Function) isIdentical(IntVector) isIdentical(List) isIdentical(Matrix)
isIdentical(NumMatrix) isIdentical(NumVector) isIdentical(Number) isIdentical(ObjVector)
isIdentical(ObjectRepository) isIdentical(Pair) isIdentical(PcodeVector) isIdentical(ShortVector)
isIdentical(Structure) isIdentical(Vector) isIdentical(Void) isInside(BitVector)
isInside(Dictionary) isInside(Directory) isInside(IntVector) isInside(List)
isInside(Matrix) isInside(NumMatrix) isInside(NumVector) isInside(ObjVector)
isInside(Pair) isInside(ShortVector) isInside(Structure) isInside(Vector)
isIntegerVector(IntVector) isInteger(Integer) isMatrix(Matrix) isMember(BitVector)
isMember(Dictionary) isMember(Directory) isMember(IntVector) isMember(List)
isMember(Matrix) isMember(NumMatrix) isMember(NumVector) isMember(ObjVector)
isMember(Pair) isMember(ShortVector) isMember(Structure) isMember(Vector)
isMoney(Number) isNumberMatrix(NumMatrix) isNumberVector(NumVector) isNumber(Number)
isObjectVector(ObjVector) isObject(BitVector) isObject(Brick) isObject(ByteVector)
isObject(Dictionary) isObject(Directory) isObject(FltVector) isObject(IntVector)
isObject(List) isObject(Matrix) isObject(NumMatrix) isObject(NumVector)
isObject(ObjVector) isObject(Pair) isObject(PcodeVector) isObject(ShortVector)
isObject(String) isObject(Structure) isObject(Symbol) isObject(Vector)
isPair(List) isPair(Pair) isPcodeVector(PcodeVector) isString(String)
isStructure(Structure) isSymbol(Symbol) isText(String) isType(BitVector)
isType(Boolean) isType(Brick) isType(Character) isType(Complex)
isType(Date) isType(Dictionary) isType(Directory) isType(FltVector)
isType(Function) isType(IntVector) isType(Matrix) isType(NumMatrix)
isType(NumVector) isType(Number) isType(ObjVector) isType(ObjectRepository)
isType(Pair) isType(ShortVector) isType(String) isType(Structure)
isType(Symbol) isType(Vector) isType(Void) isVector(Vector)
isub(Integer) kurtosis(Number) lcm(Integer) left(String)
length(BitVector) length(Brick) length(Dictionary) length(Directory)
length(FltVector) length(IntVector) length(List) length(Matrix)
length(NumMatrix) length(NumVector) length(ObjVector) length(ObjectRepository)
length(Pair) length(PcodeVector) length(ShortVector) length(String)
length(Structure) length(Symbol) length(Vector) list(List)
macroReplace(String) makeGramMatrix(NumMatrix) makeQuotedList(List) makeQuotedSymbol(Symbol)
makeStructure(Structure) map(Dictionary) map(Directory) map(FltVector)
map(IntVector) map(List) map(Matrix) map(NumMatrix)
map(NumVector) map(Pair) map(ShortVector) map(Structure)
map(Vector) mapc(Dictionary) mapc(Directory) mapc(FltVector)
mapc(IntVector) mapc(List) mapc(Matrix) mapc(NumMatrix)
mapc(NumVector) mapc(Pair) mapc(ShortVector) mapc(Structure)
mapc(Vector) max(Number) median(Number) member(BitVector)
member(Dictionary) member(Directory) member(IntVector) member(List)
member(Matrix) member(NumMatrix) member(NumVector) member(ObjVector)
member(ShortVector) member(Structure) member(Vector) methodsOf(BitVector)
methodsOf(Boolean) methodsOf(Brick) methodsOf(Character) methodsOf(Complex)
methodsOf(Date) methodsOf(Dictionary) methodsOf(Directory) methodsOf(FltVector)
methodsOf(Function) methodsOf(IntVector) methodsOf(List) methodsOf(Matrix)
methodsOf(NumMatrix) methodsOf(NumVector) methodsOf(Number) methodsOf(ObjVector)
methodsOf(ObjectRepository) methodsOf(Pair) methodsOf(PcodeVector) methodsOf(ShortVector)
methodsOf(String) methodsOf(Structure) methodsOf(Symbol) methodsOf(Vector)
methodsOf(Void) mid(String) min(Number) minute(Date)
mod(Complex) mod(Number) modi(Number) money(Number)
month(Date) muli(Number) new(BitVector) new(Brick)
new(ByteVector) new(CpxVector) new(Dictionary) new(Directory)
new(FltVector) new(IntVector) new(Lambda) new(Matrix)
new(NumMatrix) new(NumVector) new(ObjVector) new(ObjectRepository)
new(PcodeVector) new(ShortVector) new(String) new(Structure)
new(Symbol) new(Vector) number(Number) objectToList(List)
objectToMatrix(Matrix) objectToNumMatrix(NumMatrix) objectToNumVector(NumVector) objectToStructure(Structure)
objectToVector(Vector) openLog(FileIO) openLog(String) pair(Pair)
parse(String) postHttp(String) postHttp(Text) preAllocateFixedMemoryBlocks(Context)
product(Number) proplist(Symbol) proprecord(Symbol) putprop(Symbol)
random(Number) randomize(Number) range(Number) rank(Matrix)
rank(NumMatrix) readHtmlPage(String) readHtmlPage(Text) refAttributes(Dictionary)
refAttributes(Directory) refAttributes(Structure) refAttributes(Vector) refValues(Dictionary)
refValues(Directory) refValues(Structure) refValues(Vector) ref(BitVector)
ref(Boolean) ref(Brick) ref(Character) ref(Complex)
ref(Date) ref(Dictionary) ref(Directory) ref(FltVector)
ref(Function) ref(IntVector) ref(Lambda) ref(List)
ref(Matrix) ref(NumMatrix) ref(NumVector) ref(Number)
ref(ObjVector) ref(ObjectRepository) ref(PcodeVector) ref(ShortVector)
ref(String) ref(Structure) ref(Symbol) ref(Vector)
ref(Void) remProp(Symbol) remove(BitVector) remove(Dictionary)
remove(Directory) remove(IntVector) remove(Matrix) remove(NumMatrix)
remove(NumVector) remove(ObjVector) remove(ShortVector) remove(Structure)
remove(Vector) rename(ObjectRepository) replace(String) rept(String)
requestHttp(String) requestHttp(Text) resize(BitVector) resize(Dictionary)
resize(Directory) resize(FltVector) resize(IntVector) resize(Matrix)
resize(NumMatrix) resize(NumVector) resize(ObjVector) resize(ShortVector)
resize(Structure) resize(Vector) reverse(BitVector) reverse(FltVector)
reverse(IntVector) reverse(List) reverse(Matrix) reverse(NumMatrix)
reverse(NumVector) reverse(ObjVector) reverse(ShortVector) reverse(Vector)
right(String) round(Number) saveObject(ByteVector) saveObject(Integer)
saveRepository(ObjectRepository) second(Date) send(BitVector) send(Boolean)
send(Brick) send(Character) send(CpxVector) send(Date)
send(Dictionary) send(Directory) send(FltVector) send(Function)
send(IntVector) send(Lambda) send(List) send(Matrix)
send(NumMatrix) send(NumVector) send(Number) send(ObjectRepository)
send(Pair) send(ShortVector) send(String) send(Structure)
send(Symbol) send(Vector) send(Void) setAttributes(Dictionary)
setAttributes(Directory) setAttributes(Structure) setAttributes(Vector) setBlock(BitVector)
setCar(List) setCar(Pair) setCdr(BitVector) setCdr(Brick)
setCdr(Dictionary) setCdr(Directory) setCdr(FltVector) setCdr(IntVector)
setCdr(List) setCdr(Matrix) setCdr(NumMatrix) setCdr(NumVector)
setCdr(ObjVector) setCdr(Pair) setCdr(ShortVector) setCdr(Structure)
setCdr(Vector) setLastCdr(BitVector) setLastCdr(FltVector) setLastCdr(IntVector)
setLastCdr(List) setLastCdr(Matrix) setLastCdr(NumMatrix) setLastCdr(NumVector)
setLastCdr(ObjVector) setLastCdr(Structure) setLastCdr(Vector) set(ObjectRepository)
setf(ObjectRepository) setq(BitVector) setq(Boolean) setq(Brick)
setq(Character) setq(Date) setq(Dictionary) setq(Directory)
setq(FltVector) setq(IntVector) setq(Lambda) setq(List)
setq(Matrix) setq(NumVector) setq(Number) setq(ObjVector)
setq(ObjectRepository) setq(PcodeVector) setq(ShortVector) setq(String)
setq(Structure) setq(Symbol) setq(Vector) setq(Void)
sizeof(BitVector) sizeof(Boolean) sizeof(Brick) sizeof(ByteVector)
sizeof(Character) sizeof(Complex) sizeof(Date) sizeof(Dictionary)
sizeof(Directory) sizeof(FltVector) sizeof(Function) sizeof(IntVector)
sizeof(List) sizeof(Matrix) sizeof(NumMatrix) sizeof(NumVector)
sizeof(Number) sizeof(ObjVector) sizeof(ObjectRepository) sizeof(Pair)
sizeof(PcodeVector) sizeof(ShortVector) sizeof(String) sizeof(Structure)
sizeof(Symbol) sizeof(Vector) sizeof(Void) skew(Number)
sort(BitVector) sort(Dictionary) sort(Directory) sort(FltVector)
sort(IntVector) sort(List) sort(Matrix) sort(NumMatrix)
sort(NumVector) sort(ObjVector) sort(ShortVector) sort(Structure)
sort(Vector) sqrt(Complex) sqrt(Number) srandom(Number)
stdev(Number) stdevp(Number) stringToBVector(String) stringToVector(String)
string(Complex) string(String) subi(Number) substitute(String)
substring(String) sum(Complex) sum(Number) sumsqr(Complex)
sumsqr(Number) svmRegression(Vector) symbol(Symbol) system(ByteVector)
system(Text) testFunction(Structure) text(String) time(Date)
type(BitVector) type(Boolean) type(Brick) type(ByteVector)
type(Character) type(Complex) type(Date) type(Dictionary)
type(Directory) type(FltVector) type(Function) type(IntVector)
type(Lambda) type(Matrix) type(NumMatrix) type(NumVector)
type(Number) type(ObjVector) type(ObjectRepository) type(Pair)
type(PcodeVector) type(ShortVector) type(String) type(Structure)
type(Symbol) type(Vector) type(Void) uniqueInsert(FltVector)
uniqueInsert(IntVector) uniqueInsert(Matrix) uniqueInsert(NumMatrix) uniqueInsert(NumVector)
uniqueInsert(ObjVector) uniqueInsert(ShortVector) uniqueInsert(Structure) uniqueInsert(Vector)
var(Number) varp(Number) vectorBinaryInnerProduct(NumVector) vectorBipolarInnerProduct(NumVector)
vectorCosineInnerProduct(NumVector) vectorCubeInnerProduct(NumVector) vectorDelete(Directory) vectorExpInnerProduct(NumVector)
vectorFill(BitVector) vectorFill(FltVector) vectorFill(IntVector) vectorFill(Matrix)
vectorFill(NumMatrix) vectorFill(NumVector) vectorFill(ObjVector) vectorFill(ShortVector)
vectorFill(Vector) vectorInnerProduct(NumVector) vectorLogInnerProduct(NumVector) vectorQuartInnerProduct(NumVector)
vectorQuintInnerProduct(NumVector) vectorSigmoidInnerProduct(NumVector) vectorSineInnerProduct(NumVector) vectorSquareInnerProduct(NumVector)
vectorTanInnerProduct(NumVector) vectorTanhInnerProduct(NumVector) writeln(ByteVector) writeln(String)
writeln(Text) year(Date)

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