Home
 

Machine Learning
Veracient’s primary focus is Machine Learning; this service is central to our capabilities. We have applied Machine Learning in numerous settings including healthcare and biosurveillance, general free text analysis, and context workflow management support, and scheduling. We often perform studies investigating the efficacy of various learning techniques for a particular domain or application.

Predictive Modeling
Veracient performs predictive modeling in various domains including epidemiology, interviewee outcome prediction for the intelligence community, and patient outcomes in healthcare settings, with an eye towards decision-making under uncertainty.
An important part of predictive modeling is calibration of models to observations. We use both regression/machine-learning methods as well as traditional Bayesian methods, depending upon the abundance of available data. We leverage probabilistic Bayesian calibration of our models, from sparse data, to provide forecasts with quantified uncertainties.

Analytics and Visualizations
Veracient has expertise in analytics including time series and geospatial analysis, network analysis, and other techniques to reduce or analyze data for easy summary and visualization, in a wide variety of domains including healthcare and biosurveillance.

Veracient develops data transformations and representations of observations and modeling data to allow decision-makers to grasp the ramifications of model predictions and inferences quickly. We leverage motifs from scientific and information visualization to distill data from complex computational analyses and deliver intuitive, high-impact summaries of information to key decision makers.

Algorithms and Optimization
Veracient has experience with numerous computer science algorithmic techniques and has performed employee and patient scheduling for ProcessProxy.

Data Analysis
Data Analysis, including advanced statistical techniques, is at the forefront of all of our capabilities. We always thoroughly analyze data carefully before deciding on how it should be modeled. We have worked with ProcessProxy, Inc. to integrate their health services software with a mobile robot platform to provide intelligent telemedicine services.

Data Mining
Veracient supplies expertise in genetic algorithms, cluster analysis, neural networks, anomaly detection and other techniques for finding hidden or interesting patterns in large and complex data sets.

Technical SETA Support
Veracient currently supplies Technical SETA support to DARPA/I2O. We have supported:

 
 Â© 2013 Veracient LLC. All rights reserved.