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《模式识别》课程教学资源(书籍文献)Data Clustering - 50 Years Beyond K-means
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《模式识别》课程教学资源(书籍文献)A tutorial on Principal Components Analysis(Lindsay I Smith)
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《模式识别》课程教学资源(书籍文献)Sequential Minimal Optimization - A Fast Algorithm for Training Support Vector Machines(John C. Platt)
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《模式识别》课程教学资源(书籍文献)Introduction to Support Vector Learning
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《模式识别》课程教学资源(书籍文献)Background and Foreground Modeling Using Nonparametric Kernel Density Estimation for Visual Surveillance
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《模式识别》课程教学资源(书籍文献)Statistical Pattern Recognition - A Review
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1 The Role of Algorithms in Computing 2 Getting Started 3 Growth of Functions 4 Divide-and-Conquer 5 Probabilistic Analysis and Randomized Algorithms 6 Heapsort 7 Quicksort 8 Sorting in Linear Time 9 Medians and Order Statistics 10 Elementary Data Structures 11 Hash Tables 12 Binary Search Trees 13 Red-Black Trees 14 Augmenting Data Structures 15 Dynamic Programming 16 Greedy Algorithms 17 Amortized Analysis 18 B-Trees 19 Fibonacci Heaps 20 van Emde Boas Trees 21 Data Structures for Disjoint Sets 22 Elementary Graph Algorithms 23 Minimum Spanning Trees 24 Single-Source Shortest Paths 25 All-Pairs Shortest Paths 26 Maximum Flow 27 Multithreaded Algorithms 28 Matrix Operations 29 Linear Programming 30 Polynomials and the FFT 31 Number-Theoretic Algorithms 32 String Matching 33 Computational Geometry 34 NP-Completeness 35 Approximation Algorithms
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《计算机问题求解》课程参考书籍资料:《Mathematics for Computer Science》PDF电子书(revised Wednesday 6th June, 2018,Eric Lehman、F Thomson Leighton、Albert R Meyer)
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CHAPTER ONE:ANALYSIS OF ALGORITHMS CHAPTER TWO:RECURRENCE RELATIONS CHAPTER THREE:GENERATING FUNCTIONS CHAPTER FOUR:ASYMPTOTIC APPROXIMATIONS CHAPTER FIVE:ANALYTIC COMBINATORICS CHAPTER SIX:TREES CHAPTER SEVEN:PERMUTATIONS CHAPTER EIGHT:STRINGS AND TRIES CHAPTER NINE:WORDS AND MAPPINGS
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The first three chapters cover the standard material on sets, relations, and functions and algorithms. Next come chapters on logic, counting, and probability. We then have three chapters on graph theory: graphs, directed graphs, and binary trees. Finally there are individual chapters on properties of the integers, languages, machines, ordered sets and lattices, and Boolean algebra, and appendices on vectors and matrices, and algebraic systems. The chapter on functions and algorithms includes a discussion of cardinality and countable sets, and complexity. The chapters on graph theory include discussions on planarity, traversability, minimal paths, and Warshall’s and Huffman’s algorithms. We emphasize that the chapters have been written so that the order can be changed without difficulty and without loss of continuity
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