2018 · Probabilistic learning
Peptide-Spectra Matching from Weak Supervision
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & contextDaphne Koller
Probabilistic learning
Using probabilistic structure to learn from complex data.
Koller’s work uses probabilistic models to represent uncertainty and relationships in complex data. These papers cover structured learning, Bayesian networks, and inference, alongside applications to biological data and learning at scale.
Selected work
10 papers
2018 · Probabilistic learning
Inferring Multidimensional Rates of Aging from Cross-Sectional Data
Selected research in probabilistic learning, ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Machine learning
Tuned Models of Peer Assessment in MOOCs
Selected research in machine learning, probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Probability Estimation in Face of Irrelevant Information
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Generating New Beliefs From Old
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Stochastic Simulation Algorithms for Dynamic Probabilistic Networks
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Context-Specific Independence in Bayesian Networks
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Nonuniform Dynamic Discretization in Hybrid Networks
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Object-Oriented Bayesian Networks
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2013 · Probabilistic learning
Update Rules for Parameter Estimation in Bayesian Networks
Selected research in probabilistic learning. Read the full paper, including the methods, experiments, and reported results.
Paper & contextAn independent editorial profile. Inclusion does not imply Council membership or endorsement. Research is collaborative; coauthorship does not imply sole credit.
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