Module ImportFrom alias alias alias ImportFrom alias alias ImportFrom alias Import alias identifier ImportFrom alias ClassDef bases body Expr Str Assign NameStore Num Assign NameStore Num Assign NameStore BinOpPow Num Num Assign NameStore ListLoad Assign NameStore Num Assign NameStore Num Assign NameStore NameLoad Assign NameStore ListLoad Assign NameStore ListLoad Assign NameStore Num FunctionDef arguments args NameParam NameParam NameParam defaults Num body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign TupleStore AttributeStore NameLoad attr NameStore AttributeLoad NameLoad attr Print Call AttributeLoad Str attr AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str If CompareLt AttributeLoad NameLoad attr Num body Print Str Return AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad Num TupleLoad NameLoad Num Assign NameStore Call NameLoad Num TupleLoad Num NameLoad Assign NameStore Call NameLoad Num TupleLoad Num Num Assign NameStore Call NameLoad Num Call NameLoad NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad ListLoad NameLoad UnaryOpUSub NameLoad Assign NameStore Call NameLoad AttributeLoad NameLoad attr TupleLoad NameLoad Num Assign NameStore Call NameLoad Num TupleLoad NameLoad Num Assign NameStore Call NameLoad ListLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad UnaryOpUSub NameLoad NameLoad NameLoad NameLoad NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr SubscriptLoad NameLoad Index Str Assign AttributeStore NameLoad attr ListLoad For NameStore Call NameLoad NameLoad body If CompareGt SubscriptLoad AttributeLoad NameLoad attr Index NameLoad AttributeLoad NameLoad attr body Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Num For NameStore Call NameLoad Call NameLoad AttributeLoad NameLoad attr body If CompareLt SubscriptLoad NameLoad Index TupleLoad NameLoad Num BinOpSub NameLoad AttributeLoad NameLoad attr body AugAssignAdd NameStore Num Print Call AttributeLoad Str attr Call NameLoad AttributeLoad NameLoad attr NameLoad Print Call AttributeLoad Str attr AttributeLoad NameLoad attr Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Return SubscriptLoad AttributeLoad NameLoad attr Index AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign TupleStore NameStore NameStore AttributeLoad NameLoad attr If BoolOpAnd CompareNotEq NameLoad NameLoad CompareNotEq NameLoad AttributeLoad NameLoad attr body Print Str Return AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Return AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore AttributeLoad NameLoad attr If CompareLt NameLoad Num body Print Str Return TupleLoad Num AttributeLoad NameLoad attr If CompareNotEq AttributeLoad NameLoad attr NameLoad body Print Str Return TupleLoad Num AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListComp Call NameLoad SubscriptLoad NameLoad ExtSlice Index NameLoad Slice SubscriptLoad AttributeLoad NameLoad attr Index AttributeLoad NameLoad attr comprehension NameStore Call NameLoad NameLoad Return TupleLoad NameLoad AttributeLoad NameLoad attr decorator_list decorator_list
N/A cvxopt matrix spmatrix sparse cvxopt.blas dot dotu cvxopt.solvers qp N/A numpy np kernel Kernel OCSVM N/A N/A N/A One-class support vector machine
		
		'Estimating the support of a high-dimensional distribution.',
		Sch"{o}lkopf, B and Platt, J C and Shawe-Taylor, J and Smola, a J and Williamson, R C,
		Microsoft, 1999

	 N/A MSG_ERROR -1 N/A MSG_OK 0 N/A PRECISION N/A 10 -3 N/A kernel N/A N/A samples -1 N/A C 1.0 N/A isDualTrained False N/A alphas N/A N/A svs N/A N/A threshold 0.0 __init__ N/A N/A self kernel C N/A 1.0 N/A N/A N/A self kernel kernel N/A N/A self C C N/A N/A N/A self samples foo N/A kernel size N/A N/A N/A Creating new one-class svm with {0} samples and C={1}. format N/A self samples C N/A train_dual N/A N/A self N/A N/A N/A Trains an one-class svm in dual with kernel. N/A N/A N/A self samples 1 N/A N/A Invalid training data. N/A N/A OCSVM MSG_ERROR N/A N N/A self samples N/A P N/A self kernel N/A q N/A matrix 0.0 N/A N 1 N/A A N/A matrix 1.0 N/A 1 N N/A b N/A matrix 1.0 N/A 1 1 N/A G1 N/A spmatrix 1.0 N/A range N N/A range N N/A G N/A sparse N/A G1 N/A G1 N/A h1 N/A matrix N/A self C N/A N 1 N/A h2 N/A matrix 0.0 N/A N 1 N/A h N/A matrix N/A h1 h2 N/A sol N/A qp P N/A q G h A b N/A N/A self isDualTrained True N/A N/A self alphas N/A sol N/A x N/A N/A self svs N/A N/A i N/A range N N/A N/A N/A N/A N/A self alphas N/A i N/A OCSVM PRECISION N/A N/A N/A N/A N/A self svs append i N/A N/A thres MSG N/A N/A self apply_dual N/A N/A self kernel N/A N/A N/A self svs N/A self svs N/A N/A self threshold N/A matrix N/A max thres N/A T N/A N/A np single N/A self threshold N/A cnt 0 N/A i N/A range N/A len N/A self svs N/A N/A N/A N/A thres N/A N/A i 0 N/A T N/A OCSVM PRECISION N/A N/A cnt 1 N/A N/A N/A Found {0} support vectors. {1} of them are outliers. format N/A len N/A self svs cnt N/A N/A N/A Threshold is {0} format N/A self threshold N/A N/A OCSVM MSG_OK N/A get_threshold N/A N/A self N/A N/A N/A N/A self threshold N/A get_support_dual N/A N/A self N/A N/A N/A N/A self svs N/A get_alphas N/A N/A self N/A N/A N/A N/A self alphas N/A get_support_dual_values N/A N/A self N/A N/A N/A N/A N/A self alphas N/A N/A self svs N/A set_train_kernel N/A N/A self kernel N/A N/A N/A N/A dim1 dim2 N/A kernel size N/A N/A N/A dim1 dim2 N/A dim1 N/A self samples N/A N/A (Kernel) Wrong format. N/A N/A OCSVM MSG_ERROR N/A N/A self kernel kernel N/A N/A OCSVM MSG_OK N/A apply_dual N/A N/A self kernel N/A N/A N/A Application of a dual trained oc-svm. N/A N N/A self samples N/A N/A tN foo N/A kernel size N/A N/A tN 1 N/A N/A Invalid test data N/A N/A 0 N/A OCSVM MSG_ERROR N/A N/A N/A self isDualTrained True N/A N/A First train, then test. N/A N/A 0 N/A OCSVM MSG_ERROR N/A res N/A matrix N/A N/A dotu N/A kernel N/A N/A i N/A N/A N/A self alphas N/A N/A self svs N/A i N/A range tN N/A N/A res N/A OCSVM MSG_OK N/A N/A