Labelled Markov processes /
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| Author / Creator: | Panangaden, P. (Prakash) |
|---|---|
| Imprint: | London : Imperial College Press ; Singapore : Distributed by World Scientific Pub. Co., ©2009. |
| Description: | 1 online resource (xii, 199 pages) : illustrations |
| Language: | English |
| Subject: | Markov processes. Measure theory. MATHEMATICS -- Probability & Statistics -- Stochastic Processes. Markov processes. Measure theory. Mathematical Statistics. Mathematics. Physical Sciences & Mathematics. Electronic books. Electronic books. |
| Format: | E-Resource Book |
| URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11214025 |
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| 100 | 1 | |a Panangaden, P. |q (Prakash) |0 http://id.loc.gov/authorities/names/no2003063283 | |
| 245 | 1 | 0 | |a Labelled Markov processes / |c Prakash Panangaden. |
| 260 | |a London : |b Imperial College Press ; |a Singapore : |b Distributed by World Scientific Pub. Co., |c ©2009. | ||
| 300 | |a 1 online resource (xii, 199 pages) : |b illustrations | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 504 | |a Includes bibliographical references (pages 189-196) and index. | ||
| 505 | 0 | |a 1. Introduction. 1.1. Preliminary remarks. 1.2. Elementary discrete probability theory. 1.3. The need for measure theory. 1.4. The laws of large numbers. 1.5. Borel-Cantelli lemmas -- 2. Measure theory. 2.1. Measurable spaces. 2.2. Measurable functions. 2.3. Metric spaces and properties of measurable functions. 2.4. Measurable spaces of sequences. 2.5. Measures. 2.6. Lebesgue measure. 2.7. Nonmeasurable sets. 2.8. Exercises -- 3. Integration. 3.1. The definition of integration. 3.2. Properties of the integral. 3.3. Riemann integrals. 3.4. Multiple integrals. 3.5. Exercises -- 4. The Radon-Nikodym theorem. 4.1. Set functions. 4.2. Decomposition theorems. 4.3. Absolute continuity. 4.4. Exercises -- 5. A category of stochastic relations. 5.1. The category of SRel. 5.2. Probability monads. 5.3. The structure of SRel. 5.4. Kozen semantics and duality. 5.5. Exercises -- 6. Probability theory on continuous spaces. 6.1. Probability spaces. 6.2. Random variables. 6.3. Conditional probability. 6.4. Regular conditional probability. 6.5. Stochastic processes and Markov processes -- 7. Bisimulation for labelled Markov processes. 7.1. Ordinary bisimulation. 7.2. Probabilistic bisimulation for discrete systems. 7.3. Two examples of continuous-state processes. 7.4. The definition of labelled Markov processes. 7.5. Basic facts about analytic spaces. 7.6. Bisimulation for labelled Markov processes. 7.7. A logical characterisation of bisimulation -- 8. Metrics for labelled Markov processes. 8.1. From bisimulation to a metric. 8.2. A real-valued logic on labelled Markov processes. 8.3. Metrics on processes. 8.4. Metric reasoning for process algebras. 8.5. Perturbation. 8.6. The asymptotic metric. 8.7. Behavioural properties of the metric. 8.8. The pseudometric as a maximum fixed point -- 9. Approximating labelled Markov processes. 9.1. An explicit approximation construction. 9.2. Dealing with loops. 9.3. Adapting the approximation to formulas -- 10. Approximating the approximation -- 11. A domain of labelled Markov processes. 11.1. Background on domain theory. 11.2. The domain Proc. 11.3. L[symbol] as the logic of Proc. 11.4. Relating Proc and LMP -- 12. Real-time and continuous stochastic logic. 12.1. Background. 12.2. Spaces of paths in a CTMP. 12.3. The Logic CSL. 12.4. A general technique for relating bisimulation and logic. 12.5. Bisimilarity and CSL -- 13. Related work. 13.1. Mathematical foundations. 13.2. Metrics. 13.3. Nondeterminism. 13.4. Testing. 13.5. Weak bisimulation. 13.6. Approximation. 13.7. Model checking. | |
| 520 | |a Labelled Markov processes are probabilistic versions of labelled transition systems with continuous state spaces. The book covers basic probability and measure theory on continuous state spaces and then develops the theory of LMPs. The main topics covered are bisimulation, the logical characterization of bisimulation, metrics and approximation theory. An unusual feature of the book is the connection made with categorical and domain theoretic concepts. | ||
| 588 | 0 | |a Print version record. | |
| 650 | 0 | |a Markov processes. |0 http://id.loc.gov/authorities/subjects/sh85081369 | |
| 650 | 0 | |a Measure theory. |0 http://id.loc.gov/authorities/subjects/sh85082702 | |
| 650 | 7 | |a MATHEMATICS |x Probability & Statistics |x Stochastic Processes. |2 bisacsh | |
| 650 | 7 | |a Markov processes. |2 fast |0 (OCoLC)fst01010347 | |
| 650 | 7 | |a Measure theory. |2 fast |0 (OCoLC)fst01013175 | |
| 650 | 7 | |a Mathematical Statistics. |2 hilcc | |
| 650 | 7 | |a Mathematics. |2 hilcc | |
| 650 | 7 | |a Physical Sciences & Mathematics. |2 hilcc | |
| 655 | 4 | |a Electronic books. | |
| 655 | 0 | |a Electronic books. | |
| 710 | 2 | |a World Scientific (Firm) |0 http://id.loc.gov/authorities/names/no2001005546 | |
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| 776 | 1 | |z 9781848162877 | |
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| 928 | |t Library of Congress classification |a QA274.7 .P36 2009eb |l Online |c UC-FullText |u https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=e000xna&AN=305142 |z eBooks on EBSCOhost |g ebooks |i 12282437 | ||