Error Autocorrelation Objective Function for Improved System Modeling

no code implementations • 8 Aug 2020 • Anand Ramakrishnan, Warren B. Jackson, Kent Evans

Deep learning models are trained to minimize the error between the model's output and the actual values.

Time Series Analysis

Characterizing an Analogical Concept Memory for Architectures Implementing the Common Model of Cognition

no code implementations • 2 Jun 2020 • Shiwali Mohan, Matt Klenk, Matthew Shreve, Kent Evans, Aaron Ang, John Maxwell

Architectures that implement the Common Model of Cognition - Soar, ACT-R, and Sigma - have a prominent place in research on cognitive modeling as well as on designing complex intelligent agents.

Novel Concepts

Improved Modeling of Complex Systems Using Hybrid Physics/Machine Learning/Stochastic Models

no code implementations • ICLR 2020 • Anand Ramakrishnan, Warren B. Jackson, Kent Evans

Combining domain knowledge models with neural models has been challenging.

BIG-bench Machine Learning Time Series +1