System and method for determining class discrimination features

CM DeAngelis, RW Green - US Patent 5,734,797, 1998 - Google Patents
A system for generating a minimal artificial neural network (ANN) architecture having as
inputs the minimal number of features necessary to discriminate between event classes. A …

Method and apparatus for combining independently evolved neural networks in a distributed environment

S Rallapalli, M Srivatsa, S Wang - US Patent App. 15/798,584, 2019 - Google Patents
A neural network classification method, system, and computer program product include
selecting a set of models for combination based on scenario descriptors of existing models …

Parallel, multi-unit, adaptive, nonlinear pattern class separator and identifier

LN Cooper, C Elbaum, DL Reilly… - US Patent 5,054,093, 1991 - Google Patents
A system for separating and identifying classes of patterns or events which are not
necessarily linearly separable. During a training process of the system, new prototypes are …

Pattern classification using linear programming

A Roy - US Patent 5,299,284, 1994 - Google Patents
A method and apparatus (system) is provided for the separation into and the identification of
classes of events wherein each of the events is represented by a signal vector comprising …

Application of neural nets to determine the probability of an event being causal

P Tee, R Harper - US Patent 10,050,910, 2018 - Google Patents
An event clustering system has an extraction engine in communication with a managed
infrastructure. A signalizer engine includes one or more of an NMF engine, a k-means …

Temporally dynamic artificial neural networks

FH Gage, JB Aimone, J Wiles - US Patent 8,630,966, 2014 - Google Patents
An apparatus, article and method containing an artificial neural network that, after training,
produces new trainable nodes such that input data representative of a first event and input …

System and method for addressing overfitting in a neural network

GE Hinton, A Krizhevsky, I Sutskever… - US Patent …, 2019 - Google Patents
A system for training a neural network. A switch is linked to feature detectors in at least some
of the layers of the neural network. For each training case, the switch randomly selectively …

System and method for addressing overfitting in a neural network

GE Hinton, A Krizhevsky, I Sutskever… - US Patent …, 2016 - Google Patents
A system for training a neural network. A switch is linked to feature detectors in at least some
of the layers of the neural network. For each training case, the switch randomly selectively …

Generating complex event processing rules utilizing machine learning from multiple events

A Adi, E Yom-Tov - US Patent 8,078,556, 2011 - Google Patents
A novel and useful mechanism enabling a standard learning algorithm to generate rules for
complex event processing (CEP) systems. The method creates rules that infer previously …

System and method for building artificial neural network architectures

ASL Wong, MJ Shafiee - US Patent App. 15/429,470, 2018 - Google Patents
There is disclosed a novel system and method for building artificial neural networks for a
given task. In an embodiment, the method utilizes one or more network models that define …