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Book details File Size: 3.54 MB Format: pdf Print Length: 284 pages Simultaneous Device Usage: Up to 4 simultaneous devices, per publisher limits Publisher: Chapman and Hall/CRC; 1 edition (November 20, 2018) Publication Date: November 20, 2018 Sold by: Amazon Digital Services LLC Language: English ASIN: B07KRNYC7R
The Beauty of Mathematics in Computer Science explains the mathematical fundamentals of information technology products and services we use every day, from Google Web Search to GPS Navigation, and from speech recognition to CDMA mobile services. The book was published in Chinese in 2011 and has sold more than 600,000 copies. Readers were surprised to find that many daily-used IT technologies were so tightly tied to mathematical principles. For example, the automatic classification of news articles uses the cosine law taught in high school.
The book covers many topics related to computer applications and applied mathematics.
Table of Contents
Words and languages, numbers and information Natural language processing|From rules to statistics Statistical language model Word segmentation Hidden Markov model Quantifying information Jelinek and modern language processing Boolean algebra and search engines Graph theory and web crawlers PageRank: Google’s democratic ranking technology Relevance in web search Finite state machines and dynamic programming: Navigation in Google Maps Google’s AK- designer, Dr Amit Singhal Cosines and news classification Solving classification problems in text processing with matrices Information Fingerprinting and its application Thoughts inspired by the Chinese TV series Plot: The mathematical principles of cryptography Not all that glitters is gold: Search engine’s anti-SPAM problem and search result authoritativeness question Discussion on the importance of mathematical models Don’t put all your eggs in one basket: The principle of maximum entropy Mathematical principles of pinyin input method Bloom Filters Bayesian network: Extension of Markov Chain Conditional random Fields, syntactic parsing, and more Andrew Viterbi and the Viterbi Algorithm God’s algorithm: The expectation maximization algorithm Logistic regression and web search advertisement Google Brain and artificial neural networks The power of big data
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