Online Statistical Modeling (Regression Analysis) for Independent Responses

Statistical analysis of neural data: Regression approaches for modeling neural responses and stimulus decoding

Statistical discourse analysis: A method for modeling online discussion processes

Online forums (synchronous and asynchronous) offer exciting data opportunities to analyze how people influence one another through their interactions. However, researchers must address several analytic difficulties involving the data (missing values, nested structure [messages within topics], non‐sequential messages), outcome variables (discrete outcomes, rare instances, m...

Microarchitecture-Independent Cache Modeling for Statistical Simulation

Computer architects heavily rely on simulation tools during the design process of their next generation processor. Statistical simulation allows for making quick performance estimates early in the design cycle. However, the current state-of-the-art in statistical simulation still uses microarchitecture-dependent cache models which is impractical when exploring cache hierarchy design spaces. Thi...

Regression Analysis: Statistical Modeling of a Response Variable

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Independent Factor Analysis 1 Statistical Modeling and Blind Source Separation

We introduce the independent factor analysis (IFA) method for recovering independent hidden sources from their observed mixtures. IFA generalizes and uniies ordinary factor analysis (FA), principal component analysis (PCA), and independent component analysis (ICA), and can handle not only square noiseless mixing, but also the general case where the number of mixtures diiers from the number of s...