public class AprioriTFP_CMAR extends AprioriTFPclass
PartialSupportTree.PtreeRecordjavax.swing.JFrame.AccessibleJFramejava.awt.Window.AccessibleAWTWindow, java.awt.Window.Typeaccuracy, averageAccuracy, averageNumCRs, averageNumFreqSets, averageNumUpdates, numRowsInInputSet, numRowsInTestSet, numRowsInTrainingSet, tenthDataSets, testDataArraystartPtreeTablecurrentRlist, duration, MAX_NUM_FREQUENT_SETS, nextLevelExists, numFrequentsets, numUpdates, startTtreeRefconfidence, conversionArray, dataArray, errorFlag, fileInput, fileName, filePath, inputFormatOkFlag, minSupport, numClasses, numCols, numOneItemSets, numRows, reconversionArray, supportaccessibleContext, EXIT_ON_CLOSE, rootPane, rootPaneCheckingEnabledCROSSHAIR_CURSOR, DEFAULT_CURSOR, E_RESIZE_CURSOR, HAND_CURSOR, ICONIFIED, MAXIMIZED_BOTH, MAXIMIZED_HORIZ, MAXIMIZED_VERT, MOVE_CURSOR, N_RESIZE_CURSOR, NE_RESIZE_CURSOR, NORMAL, NW_RESIZE_CURSOR, S_RESIZE_CURSOR, SE_RESIZE_CURSOR, SW_RESIZE_CURSOR, TEXT_CURSOR, W_RESIZE_CURSOR, WAIT_CURSORBOTTOM_ALIGNMENT, CENTER_ALIGNMENT, LEFT_ALIGNMENT, RIGHT_ALIGNMENT, TOP_ALIGNMENT| Constructor and Description |
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AprioriTFP_CMAR(double minConf,
double minSup,
int delta)
Processes command line arguments.
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| Modifier and Type | Method and Description |
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protected void |
createTtreeLevelN()
Commences the process of determining the remaining levels in the T-tree
(other than the top level), level by level in an "Apriori" manner.
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protected void |
generateCARs(short[] itemSetSofar,
int size,
int level,
short[] consequent,
TtreeNode[] linkRef)
Continues process of generating classificationh association rules from
a T-tree by recursively looping through T-tree level by level.
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void |
startCMARclassification()
Starts CMAR classifier generation proces.
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double |
startCMARclassificationWithOutput()
Starts CMAR classifier generation proces (version with full output).
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createTenthsDataSets, createTrainingAndTestDataSets, createTrainingAndTestDataSets, getAccuracy, getAverageAccuracy, getAverageNumCRs, getAverageNumFreqSets, getAvergaeNumUpdates, getNumSupOneItemSets, idInputDataOrdering, outputAccuracy, outputMenu, outputNumClasses, outputSettings, outputTestDataArray, pruneUnsupportedAtts, reconstructInputData, setNumRowsInInputSet, setNumRowsInTrainingSet, setSupportAndConfidence, testDataSetaddSupportToTtreeLevelN, addToPtree, createPtree, createPtreeTable, createTotalSupportTree, createTtreeTopLevel2, createTtreeTopLevel3, getNumPtreeNodes, getStartOfPtree, outputNumNodes, outputPtree, outputPtree1, outputPtreeStats, outputPtreeStorage, outputPtreeTable, outputPtreeTableStatscalculateStorage, countNumFreqSets, countNumFreqSets, createTtreeTopLevel, findItemSetInTtree, generateLevel2, generateLevelN, generateNextLevel, getConfidence, getConfidence, getCurrentRuleListObject, getMinSupport, getNumFreqSets, getSupportForItemSetInTtree, outputFrequentSets, outputFrequentSets, outputNumFreqSets, outputNumFreqSetsPerBranch, outputNumUpdates, outputStorage, outputTtree, outputTtreeBranch, outputTtreeStats, outputTtreeStats, pruneLevelN, setNumOneItemSets, testCombinationsappend, binConversion, checkForLeadingSubString, checkItemSets, combinations, complement, copyItemSet, copyItemSet, countSingles, defConvertArrays, getConfidence, getDuration, getLastElement, inputDataSet, isBefore, isEqual, isSubset, notMemberOf, orderFirstNofCountArray, outputConversionArrays, outputDataArray, outputDataArray, outputDataArraySize, outputDuration, outputItemSet, outputItemSetWithReconversion, outputSettings2, outputSuppAndConf, readFile, realloc1, realloc2, realloc3, realloc4, reallocInsert, recastInputData, recastInputDataAndPruneUnsupportedAtts, removeFirstNelements, resizeInputData, similar2dec, sortItemSet, threeDecPlaces, twoDecPlacesaddImpl, createRootPane, frameInit, getAccessibleContext, getContentPane, getDefaultCloseOperation, getGlassPane, getGraphics, getJMenuBar, getLayeredPane, getRootPane, getTransferHandler, isDefaultLookAndFeelDecorated, isRootPaneCheckingEnabled, paramString, processWindowEvent, remove, repaint, setContentPane, setDefaultCloseOperation, setDefaultLookAndFeelDecorated, setGlassPane, setIconImage, setJMenuBar, setLayeredPane, setLayout, setRootPane, setRootPaneCheckingEnabled, setTransferHandler, updateaddNotify, getCursorType, getExtendedState, getFrames, getIconImage, getMaximizedBounds, getMenuBar, getState, getTitle, isResizable, isUndecorated, remove, removeNotify, setBackground, setCursor, setExtendedState, setMaximizedBounds, setMenuBar, setOpacity, setResizable, setShape, setState, setTitle, setUndecoratedaddPropertyChangeListener, addPropertyChangeListener, addWindowFocusListener, addWindowListener, addWindowStateListener, applyResourceBundle, applyResourceBundle, createBufferStrategy, createBufferStrategy, dispose, getBackground, getBufferStrategy, getFocusableWindowState, getFocusCycleRootAncestor, getFocusOwner, getFocusTraversalKeys, getIconImages, getInputContext, getListeners, getLocale, getModalExclusionType, getMostRecentFocusOwner, getOpacity, getOwnedWindows, getOwner, getOwnerlessWindows, getShape, getToolkit, getType, getWarningString, getWindowFocusListeners, getWindowListeners, getWindows, getWindowStateListeners, hide, isActive, isAlwaysOnTop, isAlwaysOnTopSupported, isAutoRequestFocus, isFocusableWindow, isFocusCycleRoot, isFocused, isLocationByPlatform, isOpaque, isShowing, isValidateRoot, pack, paint, postEvent, processEvent, processWindowFocusEvent, processWindowStateEvent, removeWindowFocusListener, removeWindowListener, removeWindowStateListener, reshape, setAlwaysOnTop, setAutoRequestFocus, setBounds, setBounds, setCursor, setFocusableWindowState, setFocusCycleRoot, setIconImages, setLocation, setLocation, setLocationByPlatform, setLocationRelativeTo, setMinimumSize, setModalExclusionType, setSize, setSize, setType, setVisible, show, toBack, toFrontadd, add, add, add, add, addContainerListener, applyComponentOrientation, areFocusTraversalKeysSet, countComponents, deliverEvent, doLayout, findComponentAt, findComponentAt, getAlignmentX, getAlignmentY, getComponent, getComponentAt, getComponentAt, getComponentCount, getComponents, getComponentZOrder, getContainerListeners, getFocusTraversalPolicy, getInsets, getLayout, getMaximumSize, getMinimumSize, getMousePosition, getPreferredSize, insets, invalidate, isAncestorOf, isFocusCycleRoot, isFocusTraversalPolicyProvider, isFocusTraversalPolicySet, layout, list, list, locate, minimumSize, paintComponents, preferredSize, print, printComponents, processContainerEvent, remove, removeAll, removeContainerListener, setComponentZOrder, setFocusTraversalKeys, setFocusTraversalPolicy, setFocusTraversalPolicyProvider, setFont, transferFocusDownCycle, validate, validateTreeaction, add, addComponentListener, addFocusListener, addHierarchyBoundsListener, addHierarchyListener, addInputMethodListener, addKeyListener, addMouseListener, addMouseMotionListener, addMouseWheelListener, bounds, checkImage, checkImage, coalesceEvents, contains, contains, createImage, createImage, createVolatileImage, createVolatileImage, disable, disableEvents, dispatchEvent, enable, enable, enableEvents, enableInputMethods, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, firePropertyChange, getBaseline, getBaselineResizeBehavior, getBounds, getBounds, getColorModel, getComponentListeners, getComponentOrientation, getCursor, getDropTarget, getFocusListeners, getFocusTraversalKeysEnabled, getFont, getFontMetrics, getForeground, getGraphicsConfiguration, getHeight, getHierarchyBoundsListeners, getHierarchyListeners, getIgnoreRepaint, getInputMethodListeners, getInputMethodRequests, getKeyListeners, getLocation, getLocation, getLocationOnScreen, getMouseListeners, getMouseMotionListeners, getMousePosition, getMouseWheelListeners, getName, getParent, getPeer, getPropertyChangeListeners, getPropertyChangeListeners, getSize, getSize, getTreeLock, getWidth, getX, getY, gotFocus, handleEvent, hasFocus, imageUpdate, inside, isBackgroundSet, isCursorSet, isDisplayable, isDoubleBuffered, isEnabled, isFocusable, isFocusOwner, isFocusTraversable, isFontSet, isForegroundSet, isLightweight, isMaximumSizeSet, isMinimumSizeSet, isPreferredSizeSet, isValid, isVisible, keyDown, keyUp, list, list, list, location, lostFocus, mouseDown, mouseDrag, mouseEnter, mouseExit, mouseMove, mouseUp, move, nextFocus, paintAll, prepareImage, prepareImage, printAll, processComponentEvent, processFocusEvent, processHierarchyBoundsEvent, processHierarchyEvent, processInputMethodEvent, processKeyEvent, processMouseEvent, processMouseMotionEvent, processMouseWheelEvent, removeComponentListener, removeFocusListener, removeHierarchyBoundsListener, removeHierarchyListener, removeInputMethodListener, removeKeyListener, removeMouseListener, removeMouseMotionListener, removeMouseWheelListener, removePropertyChangeListener, removePropertyChangeListener, repaint, repaint, repaint, requestFocus, requestFocus, requestFocusInWindow, requestFocusInWindow, resize, resize, revalidate, setComponentOrientation, setDropTarget, setEnabled, setFocusable, setFocusTraversalKeysEnabled, setForeground, setIgnoreRepaint, setLocale, setMaximumSize, setName, setPreferredSize, show, size, toString, transferFocus, transferFocusBackward, transferFocusUpCyclepublic AprioriTFP_CMAR(double minConf,
double minSup,
int delta)
minConf - Minimum confidence thresholdminSup - Minimum support thresholddelta - Minimum coverage thresholdpublic void startCMARclassification()
Proceeds as follows:
public double startCMARclassificationWithOutput()
Proceeds as follows:
protected void generateCARs(short[] itemSetSofar,
int size,
int level,
short[] consequent,
TtreeNode[] linkRef)
itemSetSofar - the label for a T-treenode as generated sofar.size - the length/size of the current array lavel in the T-tree.level - the current level in the T-treeconsequent - the current consequent (classifier) for the CAR.linkRef - the reference to the current array lavel in the T-tree.protected void createTtreeLevelN()
Follows an add support, prune, generate loop until there are no more levels to generate.
createTtreeLevelN in class PartialSupportTree