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7620819 |
System and method for classifying regions of keystroke density with a neural network
We develop a system consisting of a neural architecture resulting in classifying regions corresponding to users' keystroke patterns. We extend the adaptation properties to classification phase...
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7620608 |
Hierarchical computing modules for performing spatial pattern and temporal sequence recognition
A hierarchy of computing modules is configured to learn a cause of input data sensed over space and time, and is further configured to determine a cause of novel sensed input data dependent on the...
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7617163 |
Kernels and kernel methods for spectral data
Support vector machines are used to classify data contained within a structured dataset such as a plurality of signals generated by a spectral analyzer. The signals are pre-processed to ensure...
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7613668 |
Anomaly detection system and a method of teaching it
A method for teaching an anomaly detecting mechanism in a system comprising observable elements ( 302 ), at least one of which has a periodic time-dependent behaviour, the anomaly detecting...
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7613601 |
Method for predicting negative example, system for detecting incorrect wording using negative example prediction
An negative example prediction processing method for predicting a likelihood of examples being negative for data where, with respect to a certain problem, it is not known whether the data is for a...
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7603330 |
Meta learning for question classification
A system and a method are disclosed for automatic question classification and answering. A multipart artificial neural network (ANN) comprising a main ANN and an auxiliary ANN classifies a received...
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7593908 |
Training with heterogeneous data
Systems and methods are provided for training neural networks and other systems with heterogeneous data. Heterogeneous data are partitioned into a number of data categories. A user or system may...
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7587069 |
Weak hypothesis generation apparatus and method, learning apparatus and method, detection apparatus and method, facial expression learning apparatus and method, facial expression recognition apparatus and method, and robot apparatus
A facial expression recognition system that uses a face detection apparatus realizing efficient learning and high-speed detection processing based on ensemble learning when detecting an area...
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7577709 |
Reliability measure for a classifier
In one aspect, a data item is input into a scoring classifier such that the scoring classifier indicates that the data item belongs to a first class. A determination is made as to the amount of...
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7562060 |
Large scale semi-supervised linear support vector machines
A computerized system and method for large scale semi-supervised learning is provided. The training set comprises a mix of labeled and unlabeled examples. Linear classifiers based on support vector...
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7542959 |
Feature selection method using support vector machine classifier
Identification of a determinative subset of features from within a large set of features is performed by training a support vector machine to rank the features according to classifier weights,...
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7536369 |
XML-based architecture for rule induction system
In a rule induction method, an overbroad candidate rule is selected for categorizing a node to be categorized. The candidate rule is specialized by: (i) adding a rule node corresponding to a node...
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7533006 |
Method and apparatus for discovering evolutionary changes within a system
An adaptive system modeling method is provided. A system model is generated by using data corresponding to an input features set selected by using a baseline significance signature of the system. A...
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7496549 |
Matching pursuit approach to sparse Gaussian process regression
A system and method is provided for supervised learning. A training set is provided to the system. The system selects a training element from the provided training set, and adds the training...
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7490072 |
Providing access controls
Providing access control for an application is disclosed. An application is monitored. An application profile is generated for the application. The application profile is based at least in part on...
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7483867 |
Processing device with intuitive learning capability
A method and apparatus for providing learning capability to processing device, such as a computer game, educational toy, telephone, or television remote control, is provided to achieve one or more...
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7478075 |
Reducing the size of a training set for classification
A system that reduces the size of a design data set. During this design data set reduction operation, the system computes a decision boundary which separates a first group of data patterns in a...
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7463773 |
Fast high precision matching method
An initial search method uses the input image and the template to create an initial search result output. A high precision match uses the initial search result, the input image, and the template to...
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7461039 |
Canonical model to normalize disparate persistent data sources
A semantic database transaction monitor is provided that monitors database transactions by taking advantage of database replication technology. The invention receives one or more event streams of...
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7457788 |
Reducing number of computations in a neural network modeling several data sets
An approach that enables reducing the number of computations while modeling data sets using a neural network. To model a first system characterized by a data set, a determination is made as to...
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7454388 |
Device for the autonomous bootstrapping of useful information
A discovery system employing a neural network, training within this system, that is stimulated to generate novel output patterns through various forms of perturbation applied to it, a critic neural...
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7444308 |
Data mining platform for bioinformatics and other knowledge discovery
The data mining platform comprises a plurality of system modules ( 500, 550 ), each formed from a plurality of components. Each module has an input data component ( 502, 552 ), a data analysis...
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7444282 |
Method of setting optimum-partitioned classified neural network and method and apparatus for automatic labeling using optimum-partitioned classified neural network
A method of automatic labeling using an optimum-partitioned classified neural network includes searching for neural networks having minimum errors with respect to a number of L phoneme combinations...
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7443395 |
Multi-variable operations
Operation of a multi-variable process involves multidimensional representation of the value (p 1 -p 12 ) of the process variables (P 1 -P 12 ) according to individual coordinate axes, and an...
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7426501 |
Nanotechnology neural network methods and systems
A physical neural network is disclosed, which includes a connection network comprising a plurality of molecular conducting connections suspended within a connection gap formed between one or more...
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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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7412428 |
Application of hebbian and anti-hebbian learning to nanotechnology-based physical neural networks
Methods and systems are disclosed herein in which a physical neural network can be configured utilizing nanotechnology. Such a physical neural network can comprise a plurality of molecular...
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7408508 |
Signal separation based on linear independent signal summation sets and an antenna array
A method for operating a communications device for separating an independent source signal from a mixture of source signals provided by M signal sources includes receiving at an antenna array at...
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7406449 |
Multiattribute specification of preferences about people, priorities, and privacy for guiding messaging and communications
The present invention relates to a system and methodology to facilitate multiattribute adjustments and control associated with messages and other communications and informational items that are...
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7401058 |
Artificial neuron with phase-encoded logic
An artificial neuron includes an aggregator that combines a plurality of input signals. The value state of each of the input signals is encoded in a phase thereof. The artificial neuron also...
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7400935 |
Method for implementing indirect controller
A system and method for implementing an indirect controller for a plant. A plant can be provided with both a direct controller and an indirect controller with a system model or a committee of...
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7395316 |
Establishing dynamic communication group by searching implicit information that is obtained through inference
Mining human capital information includes defining one or more attributes of a communication group, extracting a target group by searching one or more of explicit and implicit data sources...
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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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7392230 |
Physical neural network liquid state machine utilizing nanotechnology
A physical neural network is disclosed, which comprises a liquid state machine. The physical neural network is configured from molecular connections located within a dielectric solvent between...
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7386523 |
K-means clustering using t-test computation
A method, apparatus, and system are provided for k-means clustering using t-test computation. According to one embodiment, k-means clustering is performed on a dataset. In performing k-means...
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7383238 |
Inductive monitoring system constructed from nominal system data and its use in real-time system monitoring
The present invention relates to an Inductive Monitoring System (IMS), its software implementations, hardware embodiments and applications. Training data is received, typically nominal system data...
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7383167 |
Methods and systems for modeling power plants
A modular method of modeling a power plant includes selecting a major component module model from a library of component module models for each major component of the power plant, with each major...
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7379568 |
Weak hypothesis generation apparatus and method, learning apparatus and method, detection apparatus and method, facial expression learning apparatus and method, facial expression recognition apparatus and method, and robot apparatus
A facial expression recognition system that uses a face detection apparatus realizing efficient learning and high-speed detection processing based on ensemble learning when detecting an area...
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7370022 |
Building plans for household tasks from distributed knowledge
A system and a method are disclosed that provide plans for autonomous machines such as humanoid robots to perform indoor task. Human subjects contribute plans to a knowledge database. Information...
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7356521 |
System and method for automatic molecular diagnosis of ALS based on boosting classification
A method for diagnosing Amyotrophic lateral sclerosis includes providing surface-enhanced laser desorption/ionisation mass spectrometric (SELDI-MS) data of a plurality of proteins, said data...
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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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7340089 |
Geometric pattern matching using dynamic feature combinations
A geometric pattern matching method to locate instances of a template image in a target image using a plurality of models with different feature combinations. A learning phase involves learning...
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7333963 |
Cognitive memory and auto-associative neural network based search engine for computer and network located images and photographs
Designs for cognitive memory systems storing input data, images, or patterns, and retrieving it without knowledge of where stored when cognitive memory is prompted by query pattern that is related...
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7328146 |
Spoken language understanding that incorporates prior knowledge into boosting
A system for understanding entries, such as speech, develops a classifier by employing prior knowledge with which a given corpus of training entries is enlarged threefold. A rule is created for...
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7324979 |
Genetically adaptive neural network classification systems and methods
Genetically adaptive neural network systems and methods provide environmentally adaptable classification algorithms for use, among other things, in multi-static active sonar classification....
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7319943 |
Optimum design method, and apparatus, and program for the same
In an optimum design method comprising a first solution determining step of solving an optimization problem of a first evaluation function for a state variable vector with a design variable vector...
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7296018 |
Resource-light method and apparatus for outlier detection
Outlier detection methods and apparatus have light computational resources requirement, especially on the storage requirement, and yet achieve a state-of-the-art predictive performance. The outlier...
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7296005 |
Method and apparatus for learning data, method and apparatus for recognizing data, method and apparatus for generating data, and computer program
A learning apparatus for learning time series data, includes a learning unit for updating, in a self-organizing manner based on an observed value of the time series data, a time series pattern...
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7275048 |
Product support of computer-related products using intelligent agents
An apparatus, program product, and method utilize a dynamic, automated, extensible and flexible intelligent agent-based product support “framework” to facilitate the provision of product...
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7275047 |
Method 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...
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