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7437334 |
Preparing data for machine learning
An apparatus and methods for feature selection and classifier builder are disclosed. The feature selection apparatus allows for removal of bias features. The classifier builder apparatus allows...
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7433856 |
Optimization with unknown objective function
Nonlinear optimization is applied to resource allocation, as for example, buffer pool optimization in computer database software where only the marginal utility is known. The method for allocating...
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7426497 |
Method and apparatus for analysis and decomposition of classifier data anomalies
A human assisted method of debugging training data used to train a machine learning classifier is provided. The method includes obtaining a classifier training data set. The training data set is...
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7421415 |
Methods and systems for 3D object detection using learning
In a method of 3D object detection, a learning procedure is used for feature selection from a feature set based on an annotated image-volume database, generating a set of selected features. A...
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7421414 |
Split machine learning systems
Split machine learning systems can be used to generate an output for an input. When the input is received, a determination is made as to whether the input is within a first, second, or third range...
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7418430 |
Dynamic standardization for scoring linear regressions in decision trees
The present invention relates to a system and method to facilitate data mining applications and automated evaluation of models for continuous variable data. In one aspect, a system is provided that...
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7412425 |
Partially supervised machine learning of data classification based on local-neighborhood Laplacian Eigenmaps
A local-neighborhood Laplacian Eigenmap (LNLE) algorithm is provided for methods and systems for semi-supervised learning on manifolds of data points in a high-dimensional space. In one embodiment,...
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7411187 |
Ion trap in a semiconductor chip
A micrometer-scale ion trap, fabricated on a monolithic chip using semiconductor micro-electromechanical systems (MEMS) technology. A single 111Cd+ ion is confined, laser cooled, and the heating...
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7409375 |
Plasticity-induced self organizing nanotechnology for the extraction of independent components from a data stream
A system for independent component analysis includes a feedback mechanism based on a plasticity rule, and an electro-kinetic induced particle chain, wherein the feedback mechanism and the...
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7409371 |
Efficient determination of sample size to facilitate building a statistical model
A model is constructed for an initial subset of the data using a first parameter estimation algorithm. The model may be evaluated, for example, by applying the model to a holdout data set of the...
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7406451 |
Method for training neural networks
The invention relates to a system and a method for training a number of neural networks, by determining a first training data record, wherein the training data have a particular accuracy,...
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7398256 |
Dynamical brain model for use in data processing applications
A system and methods offering a dynamical model of cortical behavior is provided. In an illustrative implementation, the present invention offers a corticonic network comprising at least one...
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7395248 |
Method for determining competing risks
The invention concerns a method for determining competing risks for objects following an initial event based on previously measured or otherwise objectifiable training data patterns, in which...
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7383234 |
Extensible data mining framework
The subject disclosure pertains to extensible data mining systems, means, and methodologies. For example, a data mining system is disclosed that supports plug-in or integration of non-native mining...
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7379924 |
Quantifying and predicting the impact of line edge roughness on device reliability and performance
Systems and methods are disclosed for testing semiconductors at the wafer level, specifically, systems and methods are disclosed that quantify line-edge roughness in terms of electrical properties...
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7379926 |
Data manipulation and decision processing
A device for making automated transaction decisions comprising a memory to store a series of historical records and results, where each record contains a set of data values for a corresponding set...
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7376632 |
Model and method for using an interactive rational agent, multiagent server and system implementing same
A model and implementation process of a conversational rational agent as a kernel of a dialogue system and/or as an element (agent) of a multiagent system including definition of a conceptual...
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7370023 |
Simulation of human decision making
A method for computer emulation of human decision making defines a plurality of concepts related to a domain and a plurality of situations related to the domain, where each situation is a...
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7370019 |
Method and device for evolving a network using a genetic representation
A method for the genetic representation of a network ( 100 ), the network having one or more devices ( 20, 30, 70, 80 ), each device comprising at least one terminal ( 21, 22, 23; 71, 72 )...
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7370020 |
Sequence generator
Apparatus for generating sequences of elements including at least one task unit, each of which has an upper and a lower neural network connected in a hierarchical relationship and is operable to...
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7363281 |
Reduction of fitness evaluations using clustering techniques and neural network ensembles
The invention relates to an evolutionary optimization method. First, an initial population of individuals is set up and an original fitness function is applied. Then the offspring individuals...
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7363279 |
Method and system for calculating importance of a block within a display page
A method and system for identifying the importance of information areas of a display page. An importance system identifies information areas or blocks of a web page. A block of a web page...
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7356520 |
Computer system for generation of table data applicable to management of enterprises
Due to differences in the economic environment and other circumstances in a company, individual businesses create data with various attributes and the like. For this reason, companies have not...
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7356519 |
Method and system for solving satisfiability problems
A method and system for solving satisfiability problems is disclosed. In one embodiment, clauses in a satisfiability problem are organized as a chronologically ordered stack. In another embodiment,...
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7353214 |
Outlier determination rule generation device and outlier detection device, and outlier determination rule generation method and outlier detection method thereof
An outlier detection device for detecting abnormal data in a data set an outlier rule preservation unit, a filtering unit, a degree of outlier calculation unit, a sampling unit, and a supervised...
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7353215 |
Kernels and methods for selecting kernels for use in learning machines
Learning machines, such as support vector machines, are used to analyze datasets to recognize patterns within the dataset using kernels that are selected according to the nature of the data to be...
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7353217 |
Intelligent realtime management of processing resources
A method and system for ordering a priority for a function to receive any type of processing resources in a system that includes a plurality of functions. The invention includes identifying a...
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7349917 |
Hierarchical categorization method and system with automatic local selection of classifiers
The present invention relates generally to the classification of items into categories, and more generally, to the automatic selection of different classifiers at different places within a...
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7346595 |
Method and apparatus for learning data, method and apparatus for generating data, and computer program
A learning apparatus for learning time series data in a link model including a plurality of input time series pattern storage networks and a plurality of output time series pattern storage networks...
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7346593 |
Autoregressive model learning device for time-series data and a device to detect outlier and change point using the same
For sequentially input data string, the outliner and the change point are detected through calculation of the outlier score and the change point score by combining a time-series model learning...
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7346594 |
Classification method and system for small collections of high-value entities
A method and system for classifying small collections of high value entities with missing data. The invention includes: collecting measurement variables for a set of entity cases for which...
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7340440 |
Hybrid neural network generation system and method
A computer-implemented method and system for building a neural network is disclosed. The neural network predicts at least one target based upon predictor variables defined in a state space. First,...
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7333961 |
Training of associative networks
An artificial vision system traning method starts by forming (S 2 ) a feature matrix including feature sample vectors and a corresponding response sample vector including response sample scalars....
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7328193 |
Summary evaluation apparatus and method, and computer-readable recording medium in which summary evaluation program is recorded
The apparatus according to the present invention stores examples constituted by an article, a summary of the article and an evaluation of the summary in a solution data storage unit. Groups of sets...
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7328194 |
Method and system for conditioning of numerical algorithms for solving optimization problems within a genetic framework
A system for conditioning algorithms to achieve optimum execution time is disclosed. The system defines a computer programmable framework that can be used to efficiently find a global optimization...
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7328192 |
Asynchronous data mining system for database management system
A data mining system for a database management system and method and computer program product therefore, that provides improved functionality over synchronous data mining systems, and which...
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7324980 |
Information processing apparatus and method
This invention relates to an information processing device and method that enable generation of an unlearned new pattern. Data x t corresponding to a predetermined time series pattern is inputted...
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7321879 |
Using neural networks for data mining
A data mining system and method are provided. The system includes at least one client and a service broker configured to include an interface to receive a consultation request from the client. The...
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7318051 |
Methods for feature selection in a learning machine
In a pre-processing step prior to training a learning machine, pre-processing includes reducing the quantity of features to be processed using feature selection methods selected from the group...
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7310622 |
Representing and manipulating correlithm objects using quantum objects
Performing operations using quantum correlithm objects includes establishing real states, where each real state comprises an element of a real space, and encoding the real states as quantum objects...
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7305372 |
Enhanced artificial intelligence language
A method of determining an appropriate response to an input includes linking a plurality of attributes to a plurality of response templates using a plurality of Boolean expressions. Each attribute...
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7299215 |
Cross-validation for naive bayes data mining model
A system, method, and computer program product provides a useful measure of the accuracy of a Naïve Bayes predictive model and reduced computational expense relative to conventional techniques. A...
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7299213 |
Method of using kernel alignment to extract significant features from a large dataset
The spectral kernel machine combines kernel functions and spectral graph theory for solving problems of machine learning. The data points in the dataset are placed in the form of a matrix known as...
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7299214 |
System for predictive analysis of time series data flows
This system for predictive analysis of digital data time flows associated with text information ( 18 ) comprises means ( 12 ) for automatically predicting values ( 24 ) of a digital data time flow...
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7293001 |
Hybrid neural network and support vector machine method for optimization
System and method for optimization of a design associated with a response function, using a hybrid neural net and support vector machine (NN/SVM) analysis to minimize or maximize an objective...
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7293003 |
System and method for ranking objects by likelihood of possessing a property
A system and method for ranking objects by a likelihood of possessing a property is disclosed. The system can be used, for example, to assist in the determination of system events, such as, e.g.,...
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7293000 |
Information integration method for decision regulation in hierarchic decision systems
A decision regulation method separates noise from consistent application domain characteristics and integrates multiple types of information to create robust decisions that work well for the...
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7289972 |
Cognitive radio engine based on genetic algorithms in a network
A genetic algorithm (GA) approach is used to adapt a wireless radio to a changing environment. A cognitive radio engine implements three algorithms; a wireless channel genetic algorithm (WCGA), a...
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7287012 |
Machine-learned approach to determining document relevance for search over large electronic collections of documents
The present invention relates to a system and methodology that applies automated learning procedures for determining document relevance and assisting information retrieval activities. A system is...
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7283982 |
Method and structure for transform regression
A predictive model method (and structure) includes receiving an input data into an initial model to develop an initial model output and receiving both of the input data and the initial model output...
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