Info
Probability for Information Technology / / by Changho Suh
| Probability for Information Technology / / by Changho Suh |
| Autore | Suh Changho |
| Edizione | [1st ed. 2025.] |
| Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2025 |
| Descrizione fisica | 1 online resource (359 pages) |
| Disciplina | 004.015192 |
| Soggetto topico |
Computer science - Mathematics
Mathematical statistics Digital media Artificial intelligence - Data processing Machine learning Probability and Statistics in Computer Science Digital and New Media Data Science Machine Learning |
| ISBN |
9789819740321
9789819740314 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preface -- Acknowledgements -- Part I. Basic concepts of probability -- Chapter 1. Overview of the book -- Chapter 2. Sample space and events -- Chapter 3. Monty Hall problem and Python implementation -- Problem Set 1 -- Chapter 4. Conditional probability and total probability law -- Chapter 5. Independence -- Chapter 6. Coupon collector problem and Python implementation -- Problem Set 2 -- Chapter 7. Random variables -- Chapter 8. Expectation -- Chapter 9. BitTorrent and Python implementation -- Chapter 10.Variance and Chebyshev’s inequality -- Problem Set 3 -- Chapter 11.Continuous random variables -- Chapter 12. Gaussian random variables -- Problem Set 4 -- Part II. Introductory random processes and key principles -- Chapter 13. Introduction to random processes -- Chapter 14. Maximum A Posteriori (MAP) principle -- Chapter 15. MAP: Multiple observations -- Chapter 16. MAP: Performance analysis -- Chapter 17. MAP: Cancer prediciton and Python implementation -- Problem Set 5 -- Chapter 18. Maximum Likelihood Estimation (MLE) -- Chapter 19. MLE: Law of large numbers -- Chapter 20. MLE: Gaussian distribution -- Chapter 21. MLE: Gaussian distribution estimation and Python implementation -- Chapter 22. Central limit theorem -- Problem Set 6 -- Part III. Information Technology Applications -- Chapter 23. Communication: Probabilistic modeling -- Chapter 24. Communication: MAP principle -- Chapter 25. Communication: MAP under multiple observations -- Chapter 26. Communication: Repetition coding and Python implementation -- Problem Set 7 -- Chapter 27. Social networks: Probabilistic modeling -- Chapter 28. Social networks: ML principle -- Chapter 29. Social networks: Community detecition and Python implementation -- Problem Set 8 -- Chapter 30. Speech recognition: Probabilistic modeling -- Chapter 31. Speech recognition: MAP principle -- Chapter 32. Speech recognition: Viterbi algorithm -- Chapter 33. Speech recognition: Python implementation -- Problem Set 9 -- Appendix A: Python basics -- Bibliography -- Index. |
| Record Nr. | UNINA-9910983060503321 |
Suh Changho
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| Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2025 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Randomized algorithms / Rajeev Motwani, Prabhakar Raghavan
| Randomized algorithms / Rajeev Motwani, Prabhakar Raghavan |
| Autore | Motwani, Rajeev |
| Pubbl/distr/stampa | Cambridge ; New York : Cambridge University Press, 1995 |
| Descrizione fisica | xiv, 476 p. : ill. ; 26 cm |
| Disciplina | 004.015192 |
| Altri autori (Persone) | Raghavan, Prabhakarauthor |
| Soggetto topico |
Stochastic processes - Data processing
Algorithms |
| ISBN | 0521474655 (hardback) |
| Classificazione |
AMS 65C
AMS 60G42 AMS 60J20 AMS 65Y AMS 68Q25 LC QA274.M68 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISALENTO-991003275259707536 |
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Motwani, Rajeev
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| Cambridge ; New York : Cambridge University Press, 1995 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. del Salento | ||
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Uses of randomness in algorithms and protocols / Joe Kilian
| Uses of randomness in algorithms and protocols / Joe Kilian |
| Autore | Kilian, Joe |
| Pubbl/distr/stampa | Cambridge (Mass.) ; London, : MIT press, c1990 |
| Descrizione fisica | 235 p. ; 24 cm |
| Disciplina |
004.01
004.0151 004.015192 |
| Collana | ACM distinguished dissertations |
| Soggetto topico |
Informatica
Variabili casuali Algoritmi |
| ISBN | 0262111535 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISANNIO-TO00536293 |
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Kilian, Joe
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| Cambridge (Mass.) ; London, : MIT press, c1990 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. del Sannio | ||
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