Notes in ACME Volume 2

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Published 09/06/2023 Temporal Complexity
Published 11/09/2023 Spatial Complexity
Published 11/09/2023 Big O: [$]f(x) \in O(g(x))[/$] as [$]x \to \infty[/$]
Published 11/09/2023 Little o: [$]f(x) \in o(g(x))[/$]
Published 11/09/2023 Logarithmic Time
Published 11/09/2023 Sublinear Time
Published 11/09/2023 Linear Time
Published 11/09/2023 Quadratic Time
Published 11/09/2023 Cubic Time
Published 11/09/2023 Polynomial Time
Published 11/09/2023 Exponential Time
Published 11/09/2023 Asymptotically Equivalent: [$]f \sim g[/$] as [$]n \to \infty[/$]
Published 11/09/2023 Fundamental Theorem of Finite Calculus
Published 11/09/2023 Difference Operator
Published 11/09/2023 Reindexing
Published 11/09/2023 Size of Cartesian Product
Published 11/09/2023 Number of permutations of \(S\)
Published 11/09/2023 Permutations of r objects from set with n elements
Published 11/09/2023 Unordered choice: r elements from set of n
Published 11/09/2023 Binomial Theorem
Published 11/09/2023 Pascal's Rule
Published 11/09/2023 Total Order (4 rules)
Published 11/09/2023 Well Ordered
Published 11/09/2023 Archimedean Property
Published 11/09/2023 Division Theorem
Published 11/09/2023 GCD(a,b)
Published 11/09/2023 Euclidean Algorithm
Published 11/09/2023 \(a \equiv b \pmod n\)
Published 11/09/2023 \(\mathbb{Z_n}\)
Published 11/09/2023 Substitution rule (modular arithmetic)
Published 11/09/2023 Fermat's Little Theorem
Published 11/09/2023 Master TheoremComplexity of recursive function is{{c4::\(T(n) = a \cdot T\left(\frac{n}{b}\right) + f(n)\)}}{{c5::\(f \in O(n^d)\)}}Complexity:{{c6::\…
Published 11/09/2023 Gamma Function
Published 11/09/2023 Stirling's Approximation
Published 11/09/2023 Simple Graph
Published 11/09/2023 Closed Walk
Published 11/09/2023 Path
Published 11/09/2023 Cycle
Published 11/09/2023 Connected Graph
Published 11/09/2023 Tree
Published 11/09/2023 Forest
Published 11/09/2023 Stack
Published 11/09/2023 Queue
Published 11/09/2023 Directed Rooted Tree (4 things)
Published 11/09/2023 Height of tree
Published 11/09/2023 Balance of a node in BST
Published 11/09/2023 AVL Tree
Published 11/09/2023 Priority Queue
Published 11/09/2023 Binary Heap: Binary Tree with 3 properties{{c3::Every level is full, except maybe the lowest}}{{c2::Parent <= children}}{{c1::Leaves as far left as…
Published 11/09/2023 Dynamic Programming
Published 11/09/2023 Bellman's Optimality Principle
Published 11/09/2023 Depth-first Search Advantages
Published 11/09/2023 Breadth-first Search Advantages
Published 11/09/2023 Orthonormal Set
Published 11/09/2023 Spanning Tree
Published 11/09/2023 Minimum Spanning Tree (MST)
Published 11/09/2023 Prim's Algorithm
Published 11/09/2023 Encoding Scheme
Published 11/09/2023 Instantaneous Decoding
Published 11/09/2023 Information Scheme
Published 11/09/2023 Average Word Length
Published 11/09/2023 Binary Code
Published 11/09/2023 Class P
Published 11/09/2023 NP Problems
Published 11/09/2023 NP-hard Problems
Published 11/09/2023 NP-Complete Problems
Published 11/09/2023 Knapsack Problems
Published 11/09/2023 Pseudopolynomial Problems
Published 11/09/2023 Hamiltonian Cycle
Published 11/09/2023 Discrete Probability
Published 11/09/2023 Continuous Probability
Published 11/09/2023 Event (discrete)
Published 11/09/2023 Mutually Exclusive
Published 11/09/2023 Collectively Exhaustive
Published 11/09/2023 Discrete Probability Measure (2 things)
Published 11/09/2023 \(P(E \cup F)\)
Published 11/09/2023 Binary Search complexity
Published 11/09/2023 Merge Sort Complexity
Published 11/09/2023 Dijkstra's Complexity
Published 11/09/2023 Prim's Algorithm Complexity
Published 11/09/2023 Huffman Encoding Complexity
Published 11/09/2023 Linked List Complexities
Published 11/09/2023 Stack/Queue Complexities
Published 11/09/2023 BST Complexities
Published 11/09/2023 AVL Tree Complexities
Published 11/09/2023 Kruskal's Algorithm Complexity
Published 11/09/2023 Heap Complexity
Published 11/09/2023 Heapify Algorithm Complexity
Published 11/09/2023 left-left imbalance (AVL)
Published 11/09/2023 left-right imbalance (AVL)
Published 11/09/2023 right-right imbalance (AVL)
Published 11/09/2023 right-left imbalance (AVL)
Published 11/09/2023 \(\sum_{k=1}^n k^2\)
Published 11/09/2023 \(P(E|F)\)
Published 11/09/2023 Probability Chain Rule
Published 11/09/2023 Law of Total Probability
Published 11/09/2023 Bayes' Rule
Published 11/09/2023 Baye's Rule on Mutually Exclusive + Collectively Exhaustive Subset
Published 11/09/2023 Probability Independence
Published 11/09/2023 Collection of Independent Events
Published 11/09/2023 Discrete Random Variable
Published 11/09/2023 Event \(X=a\)
Published 11/09/2023 Probability Mass Function of X
Published 11/09/2023 Expectation/Mean of Random Variable
Published 11/09/2023 Law of the Unconscious Statistician
Published 11/09/2023 Random Variables Independent
Published 11/09/2023 Variance of X
Published 11/09/2023 Support of Distribution
Published 11/09/2023 Bernoulli Distribution
Published 11/09/2023 Indicator Random Variable
Published 11/09/2023 Binomial Distribution
Published 11/09/2023 Binomail Distribution Function
Published 11/09/2023 Bernoulli Expectation
Published 11/09/2023 Bernoulli Variance
Published 11/09/2023 Binomial Expectation
Published 11/09/2023 Binomial Variance
Published 11/09/2023 Poisson Distribution
Published 11/09/2023 Poisson Expectation
Published 11/09/2023 Cumulative Distribution Function
Published 11/09/2023 Continuous Distribution
Published 11/09/2023 Probability Density Function
Published 11/09/2023 Continuous Expectation
Published 11/09/2023 Continuous Uniform Distribution
Published 11/09/2023 Normal Distribution PDF
Published 11/09/2023 Gamma Dsitribution
Published 11/09/2023 Poisson Continuous PDF
Published 11/09/2023 Multivariate Random Variable
Published 11/09/2023 Bivariate
Published 11/09/2023 Univariate
Published 11/09/2023 Marginal PMF at a
Published 11/09/2023 Marginal PDF \(f_i\)
Published 11/09/2023 Continuous Random Variables Independent
Published 11/09/2023 Multivariate Expected Value
Published 11/09/2023 Covariance
Published 11/09/2023 Covariance Matrix
Published 11/09/2023 Covariance (Expectation Definition)
Published 11/09/2023 Multinomial Distribution
Published 11/09/2023 Statistic
Published 11/09/2023 Estimator
Published 11/09/2023 Sample Mean Estimator
Published 11/09/2023 Biased Sample Variance estimator
Published 11/09/2023 Bias of \(\hat{\theta}\)
Published 11/09/2023 Unbiased Sample Variance
Published 11/09/2023 Likelihood of \(\theta\)
Published 11/09/2023 Maximum Likelihood Estimate
Published 11/09/2023 Markov's Inequality
Published 11/09/2023 Chebyshev's Inequality
Published 11/09/2023 Weak Law of Large Numbers
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