Computer Science Bookscomputer algorithm Books

Advanced Algorithms by Prof. Michel Goemans

Advertisement

Advanced Algorithms by Prof. Michel Goemans

Advanced Algorithms by Prof. Michel Goemans

This note is designed for doctoral students interested in theoretical computer science. Topics covered includes: Fibonacci heaps, Network flows, Maximum flow, minimum cost circulation, Goldberg-Tarjan min-cost circulation algorithm, Cancel-and-tighten algorithm; binary search trees, Splay trees, Dynamic trees , Linear programming, LP: duality, geometry, simplex, LP: complexity, ellipsoid algorithm, LP: applications of the ellipsoid algorithm, Conic programming, Approximation algorithms, Max-cut and sparsest-cut, Multi-commodity flows and metric embeddings, Convex hulls.

Author(s):

sNA Pages
Similar Books
Advanced Algorithms by Anupam Gupta

Advanced Algorithms by Anupam Gupta

The PDF covers the following topics related to Computer Algorithms : Discrete Algorithms, Minimum Spanning Trees, Arborescences: Directed Spanning Trees, Dynamic Algorithms for Graph Connectivity, Shortest Paths in Graphs, Low-Stretch Spanning Trees, Graph Matchings I: Combinatorial Algorithms, Graph Matchings II: Weighted Matchings, Graph Matchings III: Algebraic Algorithms, The Curse of Dimensionality, and Dimension Reduction, Dimension Reduction and the JL Lemma, Streaming Algorithms, Dimension Reduction: Singular Value Decompositions, From Discrete to Continuous Algorithms, Online Learning: Experts and Bandits, Solving Linear Programs using Experts, Approximate Max-Flows using Experts, The Gradient Descent Framework, Mirror Descent, The Centroid and Ellipsoid Algorithms, Interior-Point Methods, Combating Intractability, Approximation Algorithms via SDPs, Online Algorithms, Additional Topics, Prophets and Secretaries.

s309 Pages
Data Structures And Algorithms by Sugih Jamin

Data Structures And Algorithms by Sugih Jamin

This note covers the following topics: Algorithm Analysis, algorithmic patterns, Standard I/O and iostream, Foundational Data Structures and Basic Abstract Data Types, Linked-list, Stacks and Queues, PA1 walkthrough, Pointer, Hashing, Recursion and Recurrence Relations, Trees, Binary Search Trees, Range and Multidimensional Searches, Heaps, Tries, Balanced Search Trees, Binary-tree Representations of Multi-way Trees.

sNA Pages
Approximation Algorithms

Approximation Algorithms

The field of approximation algorithms has developed in response to the difficulty in solving a good many optimization problems exactly. This note will present general techniques that underly these algorithms.

sNA Pages
Introduction to Algorithms Lecture Notes

Introduction to Algorithms Lecture Notes

This note concentrates on the design of algorithms and the rigorous analysis of their efficiency. Topics covered includes: the basic definitions of algorithmic complexity, basic tools such as dynamic programming, sorting, searching, and selection; advanced data structures and their applications, graph algorithms and searching techniques such as minimum spanning trees, depth-first search, shortest paths, design of online algorithms and competitive analysis.

sNA Pages
Advanced Algorithms Lectures and Resources

Advanced Algorithms Lectures and Resources

This note will cover classic and modern algorithmic ideas that are central to many areas of Computer Science. The focus is on most powerful paradigms and techniques of how to design algorithms, and measure their efficiency. The topics will include hashing, sketching, dimension reduction, linear programming, spectral graph theory, gradient descent, multiplicative weights, compressed sensing, and others.

sNA Pages
Lecture Notes on Data Structures

Lecture Notes on Data Structures

This note covers the following topics: Algorithms and Data Structures, Introduction to Java, Software Development, Writing Classes, Writing Classes in Java, Unit Testing, Building Large Java Applications, Inheritance and Polymorphism, Interfaces, A Math Review, Algorithm Analysis, Data Types versus Data Structures, Collections, Stacks ,Queues, Lists, Recursion, Sorting, Trees, Oriented Trees, Ordered Trees, Binary Trees, Sets and Dictionaries, Search Trees, Binary Search Trees, Red-Black Trees.

sNA Pages
Lecture Notes for Algorithm Analysis and Design (PDF 124P)

Lecture Notes for Algorithm Analysis and Design (PDF 124P)

This note covers the following topics related to Algorithm Analysis and Design: Model and Analysis, Warm up problems, Brute force and Greedy strategy, Dynamic Programming, Searching, Multidimensional Searching and Geometric algorithms, Fast Fourier Transform and Applictions, String matching and finger printing, Graph Algorithms, NP Completeness and Approximation Algorithms.

s128 Pages
Sorting and Searching Algorithms (Thomas Niemann)

Sorting and Searching Algorithms (Thomas Niemann)

Currently this section contains no detailed description for the page, will update this page soon.

s Pages
Information Retrieval (C.J. van Rijsgergen)

Information Retrieval (C.J. van Rijsgergen)

The material of this book is aimed at advanced undergraduate information (or computer) science students, postgraduate library science students, and research workers in the field of IR. Some of the chapters, particular chapter 6, make simple use of a little advanced mathematics.

sNA Pages
Dictionary of Algorithms and Data Structures

Dictionary of Algorithms and Data Structures

Currently this section contains no detailed description for the page, will update this page soon.

s Pages

Advertisement