Optimization AlgorithmsCovers optimization algorithms, convergence properties, and time complexity of sequences and functions.
Belief Propagation on TreesExplores Belief Propagation on trees, discussing cavity marginals, message passing algorithms, and the computation of free entropy.
Elements of Computational ComplexityIntroduces computational complexity, decision problems, quantum complexity, and probabilistic algorithms, including NP-hard and NP-complete problems.
Optimal Binary Search TreesExplores optimal binary search trees to minimize search cost using dynamic programming and recursive formulations.