عنوان

The beauty of mathematics in computer science /

شابک

1138049603

شابک

1138049670

شابک

9781138049604

شابک

9781138049673

عنوان اصلي

The beauty of mathematics in computer science /

نام عام مواد

[Book]

نام نخستين پديدآور

Jun Wu ; translated from the Chinese edition by Rachel Wu and Yuxi Candice Wang.

محل نشرو پخش و غیره

Boca Raton, FL :

نام ناشر، پخش کننده و غيره

CRC Press, Taylor & Francis Group,

تاریخ نشرو بخش و غیره

[2019]

تاریخ نشرو بخش و غیره

©2019

نام خاص و کميت اثر

xv, 268 pages ;

ابعاد

25 cm

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Words and languages, numbers and information : Information ; Words and numbers ; The mathematics behind language -- Natural language processing: from rules to statistics : Machine intelligence ; From rules to statistics -- Statistical language model : Describing language through mathematics ; Implementation caveats : Higher order language models; Training methods, zero-probability problems, and smoothing; Corpus selection -- Word segmentation : Evolution of Chinese word segmentation ; Evaluating results : Consistency; Granularity -- Hidden Markov model : Communication models ; Hidden Markov model ; HMM training -- Quantifying information : Information entropy ; Role of information ; Mutual information ; Relative entropy -- Jelinek and modern language processing : Early life ; From Watergate to Monica Lewinsky ; An old man's miracle -- Boolean algebra and search engines : Boolean algebra ; Indexing -- Graph theory and web crawlers : Graph theory ; Web crawlers ; Two topics in graph theory : Euler's proof of the Königsberg bridges; The engineering of a web crawler -- PageRank: Google's democratic ranking technology : The PageRank algorithm ; PageRank calculations -- Relevance in web search : TF-IDF ; TF-IDF and information theory -- Finite state machines and dynamic programming: navigation in Google maps : Address analysis and finite state machines ; Global navigation and dynamic programming ; Finite state transducer -- Google's AK-47 designer, Dr. Amit Singhal -- Cosines and news classification : Feature vectors for news ; Vector distance ; The art of computing cosines : Cosines in big data ; Positional weighting -- Solving classification problems in text processing with matrices : Matrices of words and texts ; Singular value decomposition method and application -- Information fingerprinting and its application : Information fingerprint ; APplications for information fingerprint: Determining identical sets; Detecting similar sets; YouTube's anti-piracy ; Information fingerprint's repeatability and SimHash : Probability of repeated information fingerprint ; SimHash -- Thoughts inspired by the Chinese TV series Plot: the mathematical principles of cryptography : The spontaneous era of cryptography ; Cryptography in the information age -- Not all that glitters is gold: search engine's anti-SPAM problem and search result authoritativeness question : Search engine anti-SPAM ; Authoritativeness of search results -- Discussion on the importance of mathematical models -- Don't put all your eggs in one basket: the principle of maximum entropy : Principle of maximum entropy and maximum entropy model ; Maximum entropy model training -- Mathematical principles of Chinese input method editors : Input method and coding ; How many keystrokes to type a Chinese character?: Discussion on Shannon's First Theorem ; The algorithm of phonetic transcription ; Personalized language models -- Bloom filters : The principles of Bloom filters ; The false alarm problem of Bloom filters -- Bayesian network: extension of Markov chain : Bayesian network ; Bayesian network application in word classification ; Training a Bayesian network -- Conditional random fields, syntactic parsing, and more : Syntactic parsing: the evolution of computer algorithms ; Conditional random fields ; Conditional random field applications in other fields -- Andrew Viterbi and the Viterbi algorithm : The Viterbi algorithm ; CDMA technology: the foundation of 3G mobile communication -- God's algorithm: the expectation maximization algorithm : Self-converged document classification ; Convergence of expectation-maximization algorithms -- Logistic regression and web search advertisement : The evaluation of web search advertisement ; The logistic model -- Google Brain and artificial neural networks : Artificial neural network ; Training an artificial neural network ; The relationship between artificial neural networks and Bayesian networks ; "Google Brain" -- The power of big data : The importance of data ; Statistics and information technology ; Why we need big data.

بدون عنوان

0

متن يادداشت

"A series of essays introducing the applications of machine learning and statistics in natural language processing, speech recognition and web search for non-technical readers"--

موضوع مستند نشده

Computer science-- Mathematics.

موضوع مستند نشده

Machine learning.

موضوع مستند نشده

Computer science-- Mathematics.

موضوع مستند نشده

Informatik

موضوع مستند نشده

Machine learning.

موضوع مستند نشده

Mathematik

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Wu, Jun,1967-

تاريخ عمليات

20200822160531.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y