摘要:
A static memory processor for pattern recognition and an input data dimensionality reduction is provided having a multi-layer harmonic neural network and a classifier network. The multi-layer harmonic neural network receives a fused feature vector of the pattern to be recognized from a neural sensor and generates output vectors which aid in discrimination between similar patterns. The fused feature vector and each output vector are separately provided to corresponding positional king of the mountain (PKOM) circuits within the classifier network. Each PKOM circuit generates a positional output vector with only the element corresponding to the element of the fused feature vector or output vector having the highest contribution in its respective vector having a value corresponding to one. The positional output vectors are active in a multidimensional memory space and are read by a recognition vector array which generates class likelihood outputs determined by the occupied memory space. The class likelihood outputs are provided to a class PKOM circuit which outputs classification identifiers to provide the desired pattern recognition.
摘要:
A system for helping a chemist to identify pharmacophoric mechanisms, based on a set of input data representing many chemical compounds. Given an input data set defining for each compound a feature characteristic and an activity characteristic, a computer agglomeratively clusters representations of the molecules based on their feature characteristics. The result of this process is a multi-domain pyramid structure, made up of a number of nodes each representing one or more molecules. For each node, the computer identifies a representative feature set (such as a largest substructure common among the molecules in the node) and a representative activity level (such as an average of the activity levels of the molecules in the node). The computer then provides as output to a chemist a description of all or part of the pyramid. This process thus converts a large set of raw data into an understandable and commercially useful form, which can assist the chemist in developing beneficial new pharmaceuticals.
摘要:
A method for estimating a real function that describes a phenomenon occurring in a space of any dimensionality is disclosed. The function is estimated by taking a series of measurements of the phenomenon being described and using those measurements to construct an expansion that has a manageable number of terms. A reduction in the number of terms is achieved by using an approximation that is defined as an expansion on kernel functions, the kernel functions forming an inner product in Hilbert space. By finding the support vectors for the measurements one specifies the expansion functions. The number of terms in an estimation according to the present invention is generally much less than the number of observations of the real world phenomenon that is being estimated. In one embodiment, the function estimation method may be used to reconstruct a radiation density image using Positron Emission Tomography (PET) scan measurements.
摘要:
A nonlinear signal mapper that can implement any continuous one-to-one nonlinear map of baseband or intermediate-frequency digital signals. The mapping method follows a “divide-and-conquer” approach in that a nonlinear map to be implemented is piecewise decomposed into a set of simpler nonlinear component maps. The component maps are implemented using code-enabled feed-forward neural networks (FF-NNs). Each code-enabled feed-forward neural network only operates on samples of a digital input signal that lie in a specified interval of the real-valued number line. Code-enabled FF-NNs are controlled by codewords produced by a scalar quantization encoder. The quantization encoder also controls a multiplexer that directs values produced by the FF-NNs to the nonlinear mapper's output.
摘要:
The present invention is a device for converting an RZ signal into a NRZ signal which contains an optical bistable device (5), where an output level of this device passing from a low level to a high level when an input power level crosses in an upward direction a first threshold, and returning to a low level when an input level crosses in a downward direction a second threshold below the first, the output (7) of the bistable (5) carrying the NRZ signal, and a device (2) for converting the RZ signal into a control signal of an output logic level of the optical bistable device (5) receiving the RZ signal, and delivering the control signal of the optical bistable device (5), this signal having a level above the first threshold when the RZ signal passes to 1 and which becomes lower at the second threshold only if the RZ signal passes to 0 and stays there for more than one bit time.
摘要:
A method and system for human or computer-based group-members to interact with peers to craft an action sequence to achieve a group goal. Method includes means for guiding group members on how to integrate their activities in pursuit of a specific pre-defined group goal, when given only partial understanding of how they can achieve said goal. The method identifies, selects, values and integrates group-member actions that are causal to a group achievement. The system incorporates the method along with means for recording, assigning value and reporting contributions by group members. System also includes an apparatus consisting of head-mounted microphone, voice recognition software and miniature video screen in field of view to aid data collection in applications where events occur in rapid sequence. For computer-based group members, system includes unsupervised neural network embodied in a computer mechanism and means to evaluate the instant activity and immediately relate processed information to guide the integration of group members actions.
摘要:
A classification apparatus for performing effective learning type automatic classification for realistic problems of classification. The apparatus includes input unit for entering the known case data and the unknown case data, a classification ruled database for storing classification rules including the probabilistic information, a case database for storing the known case data in the form of a network based on the logical relation of conditional parts, a probability value estimating unit for estimating probability values of the results of classification using the conditional parts of the known case data and the unknown case data as entered and the rules of classification and a classification rule generating unit for evaluating the validity of the classification rules by statistic verification for suppressing generation of useless classification rules, and a negative condition searching unit for receiving all or part of the conditional parts of the known case data as entered. The classification rule generating unit has an added function of generating a classification rule including the negative condition using the negative condition searching unit.
摘要:
A system and method for performing trainable nonlinear prediction of transform coefficients in data compression such that the number of bits required to represent the data is reduced. The nonlinear prediction data compression system includes a nonlinear predictor for generating predicted transform coefficients, a nonlinear prediction encoder that uses the predicted transform coefficients to encode original data, and a nonlinear prediction decoder that uses the predicted transform coefficients to decode the encoded bitstream and reconstruct the original data. The nonlinear predictor may be trained using training techniques, including a novel in-loop training technique of the present invention. The present invention also includes a method for using a nonlinear predictor to encode and decode data. The method also includes improving the performance of the nonlinear prediction data compression and decompression using several novel speedup techniques.
摘要:
Model checking for message sequence charts (MSCs), message sequence chart graphs and hierarchical message sequence chart graphs (HMSCs) is provided. To verify the behavior of a given MSC, MSC graph and HMSC, a specification automaton is constructed. This specification automaton specifies the undesirable executions of the model under analysis. From the model under analysis, linearizations are defined from the model and a finite test automaton is constructed from the linearizations. The test automaton and the specification automaton are combined and it is determined whether there is an execution in the intersection. Where no state in the specification automaton is reachable from the test automaton, the model is verified.
摘要:
An optical device is provided for processing a digital optical signal in parallel and in free space. A device consistent with the invention provides for inputting a digital optical signal in guided propagation, converting the digital optical signal to n digital optical signals in guided propagation, and converting the n digital optical signals to n digital optical signals in free space. In addition, the invention provides for selecting a bit preselected from the at least one temporal series of n bits of each of the n digital optical signals, modifying optically, at least one bit of the spatial figure of the n bits, and outputting the at least one bit of the spatial figure of n bits.