Search Results for author: Nivedita Bijlani

Found 2 papers, 0 papers with code

Interpreting Differentiable Latent States for Healthcare Time-series Data

no code implementations29 Nov 2023 Yu Chen, Nivedita Bijlani, Samaneh Kouchaki, Payam Barnaghi

Understanding the meaning of latent states is crucial for interpreting machine learning models, assuming they capture underlying patterns.

Predicting Patient Outcomes Time Series

G-CMP: Graph-enhanced Contextual Matrix Profile for unsupervised anomaly detection in sensor-based remote health monitoring

no code implementations29 Nov 2022 Nivedita Bijlani, Oscar Mendez Maldonado, Samaneh Kouchaki

The Contextual Matrix Profile (CMP) is a configurable 2-dimensional version of the Matrix Profile (MP) that uses the distance matrix of all subsequences of a time series to discover patterns and anomalies.

graph construction Time Series Analysis +1

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