CDM- Separating Items Device: Separating Items into their Corresponding Class using Iris Dataset Machine Learning Classification Device

Our Invention "CDM- Separating Items Device" is a system and article of manufacture enabling adapting to a shift in document content through iris interrupt and also includes instructions for receiving at least one labeled seed document. The invented technology receiving unlabeled documents receiving at least one predetermined cost factor training a transductive classifier using the at least one predetermined cost factor, the at least one seed document, and the unlabeled documents and also classifying the unlabeled documents having a confidence level above a predefined threshold into a plurality of categories using the classifier. The reclassifying at least some of the categorized documents into the categories using the classifier and outputting identifiers of the categorized documents to at least one of a user, another system and another process. The systems and articles of manufacture for separating documents are also presented. Systems and articles of manufacture for document searching are also presented. A method and system for generating a decision-tree classifier in parallel in a shared memory multiprocessor system is disclosed and the processors first generate in the shared memory an attribute list for each record attribute. Each attribute list is assigned to a processor. The processors independently determine the best splits for their respective assigned lists, and cooperatively determine a global best split for all attribute lists. The attribute lists are reassigned to the processors and split according to the global best split into the lists for child nodes. The Invented process the split attribute lists are again assigned to the processors and the process is repeated for each new child node until each attribute list for the new child nodes includes only tuples of the same record class or a fixed number of tuples. The invented technology also devised systems, methods, and software that facilitate manual classification of headnotes and documents generally and hard-to classify headnotes or and other required data. One exemplary system provides a graphical user interface that concurrently displays an unclassified headnote a ranked list of one or more candidate classes a candidate class in combination with adjacent classes of the classification system. 0 =1.5 -0.5 C=5 -5 -3 -1 1 5 5 $ Edgemarc -DHCP 'ervareiabledcn both WAs VILAIN1- 192.16.1. V"N1 0 -10.2A10AU 11 tic switd: Tag VLANi1andV=A 10,)n to uplinkicor (Polt tn Edge~arc is plugged in to) TagVI