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Class 706/12 - MACHINE LEARNING


Subclass of Class 706 - Data processing: artificial intelligence
Definition: Subject matter wherein a system has the capability to automatically
No. of patents: 879
Last issue date: 05/29/2012


          11            
NumberTitleIssue Date
7275047Method and apparatus for interpreting information
A method of processing data relating to a plurality of examples using a data classifier arranged to classify input data into one of a number of classes, and a rule inducer, comprising the steps of: (i) inputting a series of inputs ...
09/25/2007
7272583Using supervised classifiers with unsupervised data
In one embodiment, a method includes converting unsupervised data into supervised data using multiple processes and training multiple supervised classifiers with the supervised data of the processes. In such manner, supervised classifiers may be used to classify uns...
09/18/2007
7272612Method of partitioning data records
A tree-structured index to multidimensional data is created using occurring patterns and clusters within the data which permit efficient search and retrieval strategies in a database of DNA profiles. A search engine utilizes hierarchical decomposition of the databas...
09/18/2007
7272594Method and apparatus to link to a related document
A method, apparatus, and system exist to generate a ranked list of one or more related documents and a link to each of the one or more related documents. The one or more related documents are ranked based upon relevance to the first representation of content associa...
09/18/2007
7269580Application integration system and method using intelligent agents for integrating information access over extended networks
Models that encapsulate information on how remote applications are controlled and data is accessed are created to be used by a runtime agent that intelligently reasons out goal-oriented plans and execute tasks to solve problem statements generated by a user interfac...
09/11/2007
7266536Calibrated classifiers with threshold comparisons
A classifier is calibrated to produce a calibration map and a threshold is derived from the calibration map. A probability assignment produced by the classifier for input data is then compared to the threshold. ...
09/04/2007
7266535System and method for electronic communication management
A system and method for electronic communication management comprises a universal data model, a modeling engine, and an adaptive knowledge base. The modeling engine includes a natural language processor and a statistical modeler. A communication is translated from i...
09/04/2007
7266532Reconfigurable autonomous device networks
The present invention describes the use of autonomous devices, which can be arranged in networks, such as neural networks, to better identify, track, and acquire sources of signals present in an environment. The environment may be a physical environment, such as a b...
09/04/2007
7266559Method and apparatus for adapting a search classifier based on user queries
A method and computer-readable medium are provided for constructing a classifier for classifying search queries. The classifier is constructed by receiving a query from a user and applying the query to a classifier to identify the task. An unsupervised mapping betwe...
09/04/2007
7266545Methods and apparatus for indexing in a database and for retrieving data from a database in accordance with queries using example sets
A computer-based technique is provided for retrieving one or more items from a database in response to a query specified by a user via one or more example sets. Preferably the example sets include multiple positive and negative example sets. The method comprises the...
09/04/2007
7263645Communication system using correlation matrix, correlation matrix learning method, correlation matrix learning device and program
A communication system of the present invention comprises a transmission side for transmitting a codeword in which the components of a block encoded codeword are rearranged with a predetermined rule of rearrangement to disperse a redundant portion, and a receiving s...
08/28/2007
7263462Non-disruptive embedding of specialized elements
A system including at least (1) specialized elements that are restricted to a particular domain of data analysis or processing and (2) configurable data that permits the specialized elements to be tailored to a particular application. The configurable data expands a...
08/28/2007
7258275Televised competition viewer voting modified scoring methodology
An improved method of tabulating votes cast by audiences of “Reality TV” shows in which contestants are competing with each other during a series of such shows, with one contestant ultimately being determined the winner. The method does this by systematically fa...
08/21/2007
7260558Simultaneously searching for a plurality of patterns definable by complex expressions, and efficiently generating data for such searching
An apparatus, a carrier medium carrying computer readable code to implement a method, and a method for searching for a plurality of patterns definable by complex expressions, and further, for efficiently generating data for such searching. One method includes accept...
08/21/2007
7257569System and method for determining community overlap
A system and method for evaluating an information aggregate. A metrics database stores document indicia including document attributes and associated person. A query engine responsive to a user request and the metrics database aggregates documents having same, unique...
08/14/2007
7257565Linguistic disambiguation system and method using string-based pattern training learn to resolve ambiguity sites
A linguistic disambiguation system and method creates a knowledge base by training on patterns in strings that contain ambiguity sites. The string patterns are described by a set of reduced regular expressions (RREs) or very reduced regular expressions (VRREs). The ...
08/14/2007
7254590Set-oriented real-time data processing based on transaction boundaries
A method is provided for real-time data processing based on data sets or data sets defined by applicable rules or user-defined logic. Also provided is a real-time data processing system that implements such method. Transaction boundaries are set and propagated throu...
08/07/2007
7254577Methods, apparatus and computer programs for evaluating and using a resilient data representation
Provided are methods, apparatus and computer programs for evaluating the resilience, to structural changes in a data source, of a representative label representing a data element within the data source. Also disclosed are applications using a resilient representativ...
08/07/2007
7251640Method and system for measuring interest levels of digital messages
In an electronic communication system, relevance levels of an incoming or outgoing message for presenting it to an interlocutor is measured without having to actually interact with the interlocutor, by a method comprising the steps of extracting from the message, a ...
07/31/2007
7251639System and method for feature selection in decision trees
Selection of certain attributes as output and input attributes is provided so a decision tree may be created more efficiently. For each possible output attribute an interestingness score is calculated. This interestingness score is based on entropy of the output att...
07/31/2007
7251636Scalable methods for learning Bayesian networks
The present invention leverages scalable learning methods to efficiently obtain a Bayesian network for a set of variables of which the total ordering in a domain is known. Certain criteria are employed to generate a Bayesian network which is then evaluated and utili...
07/31/2007
7249123System and method for building social networks based on activity around shared virtual objects
A system and method for determining a social network. A metrics database stores virtual object indicia including document attributes, activities, and associated persons. A query engine responsive to a user request and the metrics database infers individual connectio...
07/24/2007
7249048Incorporating predicrive models within interactive business analysis processes
A Customer Relationship Management (CRM) system that incorporates predictive models. The system is used by business users who are unfamiliar with the art of data mining. The predictive model, which is constructed by a model-building mechanism in a data mining subsys...
07/24/2007
7249116Machine learning
This invention relates to the machine recognition and learning of predetermined categories and more generally, to the representation of patterns, information and knowledge in computational applications. A method of learning categories is an important component of ad...
07/24/2007
7246103Probabilistic model of distraction for a virtual reality environment
Improved human-like realism of computer opponents in racing or motion-related games is provided. The computer driver may be “distracted” by various characteristics, such as nervousness caused by another competitor closing the gap behind a computer driver. The di...
07/17/2007
7245767Method and apparatus for object identification, classification or verification
There is provided a method for classifying, identifying or verifying an object by representing the object by a respective sequence of vectors, modeling the sequence of vectors with a respective generative model such that the object is represented by the generative m...
07/17/2007
7246100Classifying an analog voltage in a control system using binary classification of time segments determined by voltage level
In one embodiment, the present invention includes a method of successively splitting an analog function into high and low ranges and calculating a binary mask for these ranges to obtain a plurality of data regions at a plurality of split levels, and training binary ...
07/17/2007
7246110Product feature and relation comparison system
A method of presenting data regarding products. Feature categories are assigned to each product category based on available data. A weighted importance is assigned to each feature category of each product category based on the available data. The items in the produc...
07/17/2007
7246322Grid-like guided user interface for video selection and display
A UI including a “Guide,” presenting a list of videos, having data fields relating to each entry, possibly including multiple data values for a single data field. When focusing on a single entry, the focused-upon entry is expanded and emphasized. The focused-upo...
07/17/2007
7243086Methods and systems for automatically generating provably correct computer program code
A provably correct computer program can be generated using genetic programming techniques. A desired behavior is used to define a formal specification. An initial population of programs is created where each program has a meaning that can be defined using a formaliz...
07/10/2007
7243087Method and apparatus for solving bit-slice operators
The following techniques for word-level networks are presented: constraints solving, case-based learning and bit-slice solving. Generation of a word-level network to model a constraints problem is presented. The networks utilized have assigned, to each node, a range...
07/10/2007
7243085Hybrid personalization architecture
Belief probabilities for ontological concepts within a preference model representing a belief of user preferences are determined. The belief probabilities are based on user feedback. A convolution of the belief probabilities and ontology co-occurrence probabilities ...
07/10/2007
7243100Methods and apparatus for mining attribute associations
Attribute association discovery techniques that support relational-based data mining are disclosed. In one aspect of the invention, a technique for mining attribute associations in a relational data set comprises the following steps/operations. Multiple items are ob...
07/10/2007
7242989Apparatus and method for batch property estimation
A method and apparatus that generates an estimate of a property of a batch process uses a non-parametric model to generate a plurality of rate of reaction estimates associated with the batch process. Each rate of reaction estimate may correspond, for example, to a p...
07/10/2007
7240038Heuristic method of classification
The invention concerns heuristic algorithms for the classification of Objects. A first learning algorithm comprises a genetic algorithm that is used to abstract a data stream associated with each Object and a pattern recognition algorithm that is used to classify th...
07/03/2007
7236615Synergistic face detection and pose estimation with energy-based models
A method for human face detection that detects faces independently of their particular poses and simultaneously estimates those poses. Our method exhibits an immunity to variations in skin color, eyeglasses, facial hair, lighting, scale and facial expressions, and o...
06/26/2007
7236964Method of explaining a decision taken by a compensatory multi-criteria aggregation model
The method in accordance with the invention is a method making it possible to explain a decision taken by a compensatory multi-criterion aggregation model, according to which a single compensatory multi-criterion aggregation model is established for the application ...
06/26/2007
7236965Method and apparatus for case-based learning
The following techniques for word-level networks are presented: constraints solving, case-based learning and bit-slice solving. Generation of a word-level network to model a constraints problem is presented. The networks utilized have assigned, to each node, a range...
06/26/2007
7233886Adaptive modeling of changed states in predictive condition monitoring
An improved empirical model-based surveillance or control system for monitoring or controlling a process or machine provides adaptation of the empirical model in response to new operational states that are deemed normal or non-exceptional for the process or machine....
06/19/2007
7233931Feature regulation for hierarchical decision learning
A feature regulation application method for hierarchical decision learning systems receives feature regulation training data and invokes a plurality of hierarchical decision learning to create feature subset information output. The method receives learning data and ...
06/19/2007
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