课程目标:
本课程系统介绍算法设计与分析的方法和理论,包括算法基础、图、贪婪算法、分治、动态规划、网络流、计算复杂性初步、近似算法及随机算法等。同时,本课程还包含算法领域的一些前沿课题和最新进展。本课程可以作为数学、计算机等相关专业的研究生和高年级本科生关于算法理论的基础课程。
课程截图:
〖课程目录〗:
- | └──12、算法设计与分析(2019秋)
- | | ├──{10}–10LocalSearch
- | | | ├──{1}–10.1LandscapeofanOptimizationPro
- | | | ├──{2}–10.2MaximumCut
- | | | ├──{3}–10.3NashEquilibria
- | | | └──{4}–10.4PriceofStability
- | | ├──{11}–11RandomizedAlgorithms
- | | | ├──{1}–11.1ContentionResolution
- | | | ├──{2}–11.2LinearityofExpectation
- | | | ├──{3}–11.3MAX3-SAT
- | | | └──{4}–11.4ChernoffBounds
- | | ├──{1}–1IntroductionofAlgorithm
- | | | ├──{1}–1.1Introduction
- | | | ├──{2}–1.2AFirstProblemStableMatching
- | | | ├──{3}–1.3Gale-ShapleyAlgorithm
- | | | └──{4}–1.4UnderstandingGale-ShapleyAlgo
- | | ├──{2}–2BasicsofAlgorithmAnalysis
- | | | ├──{1}–2.1ComputationalTractability
- | | | ├──{2}–2.2AsymptoticOrderofGrowth
- | | | └──{3}–2.3ASurveyofCommonRunningTimes
- | | ├──{3}–3Graph
- | | | ├──{1}–3.1BasicDefinitionsandApplicatio
- | | | ├──{2}–3.2GraphTraversal
- | | | ├──{3}–3.3TestingBipartiteness
- | | | ├──{4}–3.4ConnectivityinDirectedGraphs
- | | | └──{5}–3.5DAGandTopologicalOrdering
- | | ├──{4}–4GreedyAlgorithms
- | | | ├──{1}–4.1CoinChanging
- | | | ├──{2}–4.2IntervalScheduling
- | | | ├──{3}–4.3IntervalPartitioning
- | | | ├──{4}–4.4SchedulingtoMinimizeLateness
- | | | ├──{5}–4.5OptimalCaching
- | | | ├──{6}–4.6ShortestPathsinaGraph
- | | | ├──{7}–4.7MinimumSpanningTree
- | | | ├──{8}–4.8CorrectnessofAlgorithms
- | | | └──{9}–4.9Clustering
- | | ├──{5}–5DivideandConquer
- | | | ├──{1}–5.1Mergesort
- | | | ├──{2}–5.2CountingInversions
- | | | ├──{3}–5.3ClosestPairofPoints
- | | | ├──{4}–5.4IntegerMultiplication
- | | | ├──{5}–5.5MatrixMultiplication
- | | | ├──{6}–5.6ConvolutionandFFT
- | | | ├──{7}–5.7FFT
- | | | └──{8}–5.8InverseDFT
- | | ├──{6}–6DynamicProgramming
- | | | ├──{1}–6.1WeightedIntervalScheduling
- | | | ├──{2}–6.2SegmentedLeastSquares
- | | | ├──{3}–6.3KnapsackProblem
- | | | ├──{4}–6.4RNASecondaryStructure
- | | | ├──{5}–6.5SequenceAlignment
- | | | └──{6}–6.6ShortestPaths
- | | ├──{7}–7NetworkFlow
- | | | ├──{1}–7.1FlowsandCuts
- | | | ├──{2}–7.2MinimumCutandMaximumFlow
- | | | ├──{3}–7.3Ford-FulkersonAlgorithm
- | | | ├──{4}–7.4ChoosingGoodAugmentingPaths
- | | | └──{5}–7.5BipartiteMatching
- | | ├──{8}–8NPandComputationalIntractabilit
- | | | ├──{1}–8.1Polynomial-TimeReductions
- | | | ├──{2}–8.2BasicReductionStrategiesI
- | | | ├──{3}–8.3BasicReductionStrategiesII
- | | | ├──{4}–8.4DefinitionofNP
- | | | ├──{5}–8.5ProblemsinNP
- | | | ├──{6}–8.6NP-Completeness
- | | | ├──{7}–8.7SequencingProblems
- | | | ├──{8}–8.8NumericalProblems
- | | | └──{9}–8.9co-NPandtheAsymmetryofNP
- | | └──{9}–9ApproximationAlgorithms
- | | | ├──{1}–9.1LoadBalancing
- | | | ├──{2}–9.2CenterSelection
- | | | ├──{3}–9.3ThePricingMethodVertexCover
- | | | ├──{4}–9.4LPRoundingVertexCover
- | | | └──{5}–9.5KnapsackProblem
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