hex.pca
Class PCAScore

java.lang.Object
  extended by water.Iced
      extended by water.api.Constants
          extended by water.api.RequestStatics
              extended by water.api.RequestArguments
                  extended by water.api.RequestQueries
                      extended by water.api.RequestBuilders
                          extended by water.api.Request
                              extended by water.Request2
                                  extended by water.Job
                                      extended by water.Job.FrameJob
                                          extended by hex.pca.PCAScore
All Implemented Interfaces:
java.lang.Cloneable, Freezable

public class PCAScore
extends Job.FrameJob

Principal Components Scoring This algorithm maps a dataset into the subspace generated by the principal components. If A = dataset to be scored, and B = eigenvector matrix (rows = features, cols = components), then the score is simply A * B, assuming the column features match up exactly. PCA on Wikipedia


Nested Class Summary
static class PCAScore.PCAScoreTask
           
 
Nested classes/interfaces inherited from class water.Job
Job.ChunkProgress, Job.ChunkProgressJob, Job.ColumnsJob, Job.Fail, Job.FrameJob, Job.HexJob, Job.ModelJob, Job.Progress, Job.ProgressMonitor, Job.ValidatedJob
 
Nested classes/interfaces inherited from class water.Request2
Request2.ColumnSelect, Request2.Dependent, Request2.DoClassBoolean, Request2.MultiVecSelect, Request2.MultiVecSelectType, Request2.TypeaheadKey, Request2.VecClassSelect, Request2.VecSelect
 
Nested classes/interfaces inherited from class water.api.Request
Request.API, Request.Default, Request.Filter
 
Nested classes/interfaces inherited from class water.api.RequestBuilders
RequestBuilders.ArrayBuilder, RequestBuilders.ArrayHeaderRowBuilder, RequestBuilders.ArrayRowBuilder, RequestBuilders.ArrayRowElementBuilder, RequestBuilders.ArrayRowSingleColBuilder, RequestBuilders.BooleanStringBuilder, RequestBuilders.Builder, RequestBuilders.ElementBuilder, RequestBuilders.HideBuilder, RequestBuilders.KeyCellBuilder, RequestBuilders.KeyElementBuilder, RequestBuilders.KeyLinkElementBuilder, RequestBuilders.KeyMinAvgMaxBuilder, RequestBuilders.NoCaptionObjectBuilder, RequestBuilders.ObjectBuilder, RequestBuilders.PaginatedTable, RequestBuilders.PreFormattedBuilder, RequestBuilders.Response, RequestBuilders.WarningCellBuilder
 
Nested classes/interfaces inherited from class water.api.RequestArguments
RequestArguments.Argument<T>, RequestArguments.Bool, RequestArguments.CaseModeSelect, RequestArguments.CaseSelect, RequestArguments.ClassifyBool, RequestArguments.EnumArgument<T extends java.lang.Enum<T>>, RequestArguments.ExistingFile, RequestArguments.FrameClassVec, RequestArguments.FrameKeyMultiVec, RequestArguments.FrameKeyVec, RequestArguments.H2OCategoryStrata, RequestArguments.H2OCategoryWeights, RequestArguments.H2OExistingKey, RequestArguments.H2OGLMModelKey, RequestArguments.H2OHexKey, RequestArguments.H2OHexKeyCol, RequestArguments.H2OKey, RequestArguments.H2OKey2, RequestArguments.H2OKMeansModelKey, RequestArguments.H2OModelKey<TM extends OldModel,TK extends TypeaheadKeysRequest>, RequestArguments.H2OPCAModelKey, RequestArguments.HexAllColumnSelect, RequestArguments.HexColumnSelect, RequestArguments.HexKeyClassCol, RequestArguments.HexNonClassColumnSelect, RequestArguments.HexNonConstantColumnSelect, RequestArguments.HexPCAColumnSelect, RequestArguments.InputCheckBox, RequestArguments.InputSelect<T>, RequestArguments.InputText<T>, RequestArguments.Int, RequestArguments.LongInt, RequestArguments.MultipleSelect<T>, RequestArguments.MultipleText<T>, RequestArguments.NTree, RequestArguments.NumberSequence, RequestArguments.Real, RequestArguments.Record<T>, RequestArguments.RFModelKey, RequestArguments.RSeq, RequestArguments.Str, RequestArguments.StringList, RequestArguments.TypeaheadInputText<T>
 
Nested classes/interfaces inherited from class water.api.RequestStatics
RequestStatics.RequestType
 
Nested classes/interfaces inherited from class water.api.Constants
Constants.Extensions, Constants.Schemes, Constants.Suffixes
 
Field Summary
static DocGen.FieldDoc[] DOC_FIELDS
           
 
Fields inherited from class water.Job.FrameJob
source
 
Fields inherited from class water.Job
_fjtask, CANCELLED_END_TIME, description, destination_key, end_time, exception, job_key, start_time
 
Fields inherited from class water.api.Request
_requestHelp, SUPPORTS_ONLY_V1, SUPPORTS_ONLY_V2, SUPPORTS_V1_V2
 
Fields inherited from class water.api.RequestBuilders
ARRAY_BUILDER, ARRAY_HEADER_ROW_BUILDER, ARRAY_ROW_BUILDER, ARRAY_ROW_ELEMENT_BUILDER, ARRAY_ROW_SINGLECOL_BUILDER, ELEMENT_BUILDER, GSON_BUILDER, OBJECT_BUILDER, ROOT_OBJECT
 
Fields inherited from class water.api.RequestQueries
_queryHtml
 
Fields inherited from class water.api.RequestArguments
_arguments
 
Fields inherited from class water.api.Constants
ALPHA, ARGUMENTS, AUC, BASE, BEST_THRESHOLD, BETA_EPS, BIN_LIMIT, BROWSE, BUCKET, BUILT_IN_KEY_JOBS, CANCELLED, CASE, CASE_MODE, CHUNK, CLASS, CLOUD_NAME, CLOUD_SIZE, CLUSTERS, COEFFICIENTS, COLS, COLUMNS_DISPLAY, CONSENSUS, CONTENTS, COUNT, DATA_KEY, DEPTH, DESCRIPTION, DEST_KEY, DTHRESHOLDS, END_TIME, ENUM_DOMAIN_SIZE, ERROR, ESCAPE_NAN, EXCLUSIVE_SPLIT_LIMIT, EXPRESSION, FAILED, FAMILY, FEATURES, FILE, FILES, FILTER, FIRST_CHUNK, FJ_QUEUE_HI, FJ_QUEUE_LO, FJ_THREADS_HI, FJ_THREADS_LO, FREE_DISK, FREE_MEM, HEADER, HEIGHT, HELP, IGNORE, ITEMS, ITERATIVE_CM, JOB, JOB_KEY, JOBS, JSON_H2O, KEY, KEYS, LAMBDA, LAST_CONTACT, LIMIT, LINK, LOCKED, MAX, MAX_DISK, MAX_ITER, MAX_MEM, MAX_ROWS, MEAN, MIN, MODEL_KEY, MODELS, MORE, MTRY, MTRY_NODES, NAME, NEG_X, NO_CM, NODE, NODE_NAME, NODES, NORMALIZE, NUM_COLS, NUM_CPUS, NUM_FAILED, NUM_KEYS, NUM_MISSING_VALUES, NUM_ROWS, NUM_SUCCEEDED, NUM_TREES, OBJECT, OFFSET, OOBEE, PARALLEL, PARSER_TYPE, PATH, PREVIEW, PREVIOUS_MODEL_KEY, PROGRESS, PROGRESS_KEY, PROGRESS_TOTAL, REDIRECT, REDIRECT_ARGS, REPLICATION_FACTOR, REQUEST_TIME, RESPONSE, RHO, ROW, ROW_SIZE, ROWS, RPCS, SAMPLE, SAMPLING_STRATEGY, SCALE, SEED, SENT_ROWS, SEPARATOR, SIZE, SOURCE_KEY, STACK_TRACES, START_TIME, STAT_TYPE, STATUS, STEP, STRATA_SAMPLES, SUCCEEDED, SYSTEM_LOAD, TASK_KEY, TCPS_ACTIVE, TCPS_DUTY, TIME, TOT_MEM, TREE_COUNT, TREE_DEPTH, TREE_LEAVES, TREE_NUM, TREES, TWEEDIE_POWER, TYPE, URL, USE_NON_LOCAL_DATA, VALUE, VALUE_SIZE, VALUE_TYPE, VARIANCE, VERSION, VIEW, WARNINGS, WEIGHT, WEIGHTS, WIDTH, X, XVAL, Y
 
Constructor Summary
PCAScore()
           
 
Method Summary
protected  void exec()
          Actual job code.
protected  void init()
          Invoked before job runs.
static java.lang.String link(Key modelKey, java.lang.String content)
           
static java.lang.String link(java.lang.String key_param, Key k, java.lang.String content)
           
 Frame subset(Frame data, java.lang.String[] feat)
           
 
Methods inherited from class water.Job.FrameJob
logStart
 
Methods inherited from class water.Job
all, cancel, cancel, cancel, cancelled, defaultDestKey, defaultJobKey, dest, done, findJob, findJobByDest, fork, get, invoke, onCancelled, progress, redirect, remove, running, running, runTimeMs, self, serve, speedDescription, speedValue, start, waitUntilJobEnded, waitUntilJobEnded
 
Methods inherited from class water.Request2
create, input, registered, serveGrid, set, split, superServeGrid, supportedVersions
 
Methods inherited from class water.api.Request
addToNavbar, addToNavbar, DocExampleFail, DocExampleSucc, href, href, hrefType, HTMLHelp, initializeNavBar, log, mapTypeahead, ReSTHelp, serve, toDocGET, toHTML, wrap, wrap, wrap, writeJSONFields
 
Methods inherited from class water.api.RequestBuilders
build, buildJSONResponseBox, buildResponseHeader, name
 
Methods inherited from class water.api.RequestQueries
buildQuery, checkArguments, queryArgumentValueSet
 
Methods inherited from class water.api.RequestArguments
arguments, argumentsToJson, frameColumnNameToIndex, vaCategoryNames, vaCategoryNames, vaColumnNameToIndex
 
Methods inherited from class water.api.RequestStatics
checkJsonName, encodeRedirectArgs, JSON2HTML, jsonError, requestName, Str2JSON
 
Methods inherited from class water.Iced
clone, frozenType, init, newInstance, read, toDocField, write, writeJSON
 
Methods inherited from class java.lang.Object
equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait
 

Field Detail

DOC_FIELDS

public static DocGen.FieldDoc[] DOC_FIELDS
Constructor Detail

PCAScore

public PCAScore()
Method Detail

exec

protected void exec()
Description copied from class: Job
Actual job code. Should be blocking until execution is done.

Overrides:
exec in class Job

init

protected void init()
Description copied from class: Job
Invoked before job runs. This is the place to checks arguments are valid or throw IllegalArgumentException. It will get invoked both from the Web and Java APIs.

Overrides:
init in class Job

subset

public final Frame subset(Frame data,
                          java.lang.String[] feat)

link

public static java.lang.String link(Key modelKey,
                                    java.lang.String content)

link

public static java.lang.String link(java.lang.String key_param,
                                    Key k,
                                    java.lang.String content)