The beauty of mathematics in computer science
"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"--
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| Format: | UnknownFormat |
| Sprache: | eng |
| Veröffentlicht: |
Boca Raton, London, New York
CRC Press, Taylor & Francis Group
2019
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| Schlagworte: | |
| Online Zugang: | Inhaltsverzeichnis Inhaltstext Inhaltsverzeichnis und Leseprobe |
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Tag hinzufügen | Zusammenfassung: | "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"-- 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-47 designer, Dr. Amit Singhal -- Cosines and news classication -- 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 -- 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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| Beschreibung: | Auf dem Umschlag: "A Chapman and Hall book" |
| Beschreibung: | xv, 268 Seiten Illustrationen 24 cm |
| ISBN: | 9781138049604 978-1-138-04960-4 9781138049673 978-1-138-04967-3 1138049603 1-138-04960-3 |