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FPTAS for KnapsackIntroduces the FPTAS for the Knapsack problem, focusing on achieving an approximation of (1-ε) times the optimal solution.
Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Variational MethodCovers the variational method and its applications in solving mathematical problems.
Optimization and SimulationExplores greedy heuristics in optimization, integrality constraints, and comparison of optimization methods.
Data Streams: Algorithms and ApplicationsCovers data streams, sub-linear memory computation, document similarity, and randomized dimension reduction techniques for handling 'Big Data' challenges efficiently.
Taylor Series: BasicsCovers Taylor series, polynomial approximations for function behavior, coefficient finding, and error estimation.
Submodular MaximizationCovers submodular function maximization using the greedy algorithm and its approximation guarantee.
Nonlinear Truss System AnalysisExplores nonlinear truss system analysis, covering force-displacement responses, event-to-event principles, and solution algorithms.
Laplacian SolversExplores Laplacian solvers, covering approximate solutions, applications, error conversion, and theoretical advancements in computational methods.