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Products
MAC has developed Pattern Recognition packages that may be licensed:
SPADE - (Special Processing Applied to Data Exploitation) a
data mining solution for anomaly and fault detection. The SPADE approach distills input data into highly quantized
features (byte- or bit-valued) and then uses MAC's novel techniques for constructing Ensembles of Decision Trees (EDTs)
in order to develop extremely accurate diagnostic and prognostic models for classification, regression, clustering,
anomaly detection and semi-supervised learning tasks. A key feature of EDTs is their inherent potential for explaining
why a given decision/classification is made. There are many significant advantages to the SPADE approach:
Completely data-driven; Training is extremely fast and per-sample, on-line evaluation is theoretically
orders of magnitude faster than conventional methods; Operates effectively on very large data tables (millions of samples by
a million features, or larger); and, Proven to be as accurate as state-of-the-art techniques, if not more so, in
many significant real-world applications.
Taiga - Next Generation software currently being implemented as
the follow-up to SPADE. It will be a sophisticated tool capable of producing extremely accurate diagnostic and prognostic
models on supervised and unsupervised problems for feature-set reduction, classification, regression, clustering, anomaly
detection and semi-supervised tasks. Major innovations include:
Automatic intelligent data imports Highly optimized internal data representations that enable the handling of
datasets with more than a billion records and a million features Genetic methods for tree growing in conjunction with Pareto techniques for
multi-objective learning Methods for transforming trees into Hilbert Spaces for advanced analysis and
redundancy elimination Powerful interactive visualization and drill-down capabilities to provide
explanations for observed behavior Evaluation methods for efficient real-time deployment on platforms such as
Field-Programmable Gate Arrays, Digital Signal Processing chips and Graphical Processing Units.
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