Probability and statistics for computer science [[electronic resource] /] / James L. Johnson
| Probability and statistics for computer science [[electronic resource] /] / James L. Johnson |
| Autore | Johnson James L (James Lee), <1942-> |
| Pubbl/distr/stampa | Hoboken, NJ, : Wiley Interscience, c2008 |
| Descrizione fisica | 1 online resource (764 p.) |
| Disciplina | 519.2024004 |
| Soggetto topico |
Computer science - Mathematics
Probabilities Mathematical statistics - Data processing |
| Soggetto genere / forma | Electronic books. |
| ISBN |
9786613274021
1-283-27402-7 1-118-16596-9 1-118-16583-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Probability and Statistics for Computer Science; Contents; Preface; 1 Combinatorics and Probability; 1.1 Combinatorics; 1.1.1 Sampling without replacement; 1.1.2 Sampling with replacement; 1.2 Summations; 1.3 Probability spaces and random variables; 1.4 Conditional probability; 1.5 Joint distributions; 1.6 Summary; 2 Discrete Distributions; 2.1 The Bernoulli and binomial distributions; 2.2 Power series; 2.3 Geometric and negative binomial forms; 2.4 The Poisson distribution; 2.5 The hypergeometric distribution; 2.6 Summary; 3 Simulation; 3.1 Random number generation
3.2 Inverse transforms and rejection filters3.3 Client-server systems; 3.4 Markov chains; 3.4.1 Irreducible aperiodic Markov chains; 3.4.2 Convergence properties; 4 Discrete Decision Theory; 4.1 Decision methods without samples; 4.2 Statistics and their properties; 4.3 Sufficient statistics; 4.4 Hypothesis testing; 4.4.1 Simple hypothesis versus simple alternative; 4.4.2 Composite hypotheses; 4.5 Summary; 5 Real Line-Probability; 5.1 One-dimensional real distributions; 5.2 Joint random variables; 5.3 Differentiable distributions; 5.4 Summary; 6 Continuous Distributions 6.1 The normal distribution6.1.1 The univariate and bivariate normal distributions; 6.1.2 The multivariate normal distribution; 6.2 Limit theorems; 6.2.1 Convergence concepts; 6.2.2 An inversion formula; 6.3 Gamma and beta distributions; 6.4 The χ2 and related distributions; 6.5 Computer simulations; 6.6 Summary; 7 Parameter Estimation; 7.1 Bias, consistency, and efficiency; 7.2 Normal inference; 7.3 Sums of squares; 7.4 Analysis of variance; 7.5 Linear regression; 7.6 Summary; A Analytical Tools; A.1 Sets and functions; A.2 Limits; A.3 Structure of the real numbers A.4 Riemann-Stieltjes integralsA.5 Permutations and determinants; B Statistical Tables; Bibliography; Index |
| Record Nr. | UNISA-996217426303316 |
Johnson James L (James Lee), <1942->
|
||
| Hoboken, NJ, : Wiley Interscience, c2008 | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Probability and statistics for computer science / James L. Johnson
| Probability and statistics for computer science / James L. Johnson |
| Autore | JOHNSON, James Lee <1942-> |
| Pubbl/distr/stampa | Hoboken, : Wiley Interscience, 2008 |
| Descrizione fisica | Testo elettronico (PDF) (764 p.) |
| Disciplina | 519.2024004 |
| Soggetto topico | Statistica |
| ISBN | 9781118165836 |
| Formato | Risorse elettroniche |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISA-996454748603316 |
JOHNSON, James Lee <1942->
|
||
| Hoboken, : Wiley Interscience, 2008 | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Probability and statistics for computer science [[electronic resource] /] / James L. Johnson
| Probability and statistics for computer science [[electronic resource] /] / James L. Johnson |
| Autore | Johnson James L (James Lee), <1942-> |
| Pubbl/distr/stampa | Hoboken, NJ, : Wiley Interscience, c2008 |
| Descrizione fisica | 1 online resource (764 p.) |
| Disciplina | 519.2024004 |
| Soggetto topico |
Computer science - Mathematics
Probabilities Mathematical statistics - Data processing |
| Soggetto genere / forma | Electronic books. |
| ISBN |
9786613274021
1-283-27402-7 1-118-16596-9 1-118-16583-7 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Probability and Statistics for Computer Science; Contents; Preface; 1 Combinatorics and Probability; 1.1 Combinatorics; 1.1.1 Sampling without replacement; 1.1.2 Sampling with replacement; 1.2 Summations; 1.3 Probability spaces and random variables; 1.4 Conditional probability; 1.5 Joint distributions; 1.6 Summary; 2 Discrete Distributions; 2.1 The Bernoulli and binomial distributions; 2.2 Power series; 2.3 Geometric and negative binomial forms; 2.4 The Poisson distribution; 2.5 The hypergeometric distribution; 2.6 Summary; 3 Simulation; 3.1 Random number generation
3.2 Inverse transforms and rejection filters3.3 Client-server systems; 3.4 Markov chains; 3.4.1 Irreducible aperiodic Markov chains; 3.4.2 Convergence properties; 4 Discrete Decision Theory; 4.1 Decision methods without samples; 4.2 Statistics and their properties; 4.3 Sufficient statistics; 4.4 Hypothesis testing; 4.4.1 Simple hypothesis versus simple alternative; 4.4.2 Composite hypotheses; 4.5 Summary; 5 Real Line-Probability; 5.1 One-dimensional real distributions; 5.2 Joint random variables; 5.3 Differentiable distributions; 5.4 Summary; 6 Continuous Distributions 6.1 The normal distribution6.1.1 The univariate and bivariate normal distributions; 6.1.2 The multivariate normal distribution; 6.2 Limit theorems; 6.2.1 Convergence concepts; 6.2.2 An inversion formula; 6.3 Gamma and beta distributions; 6.4 The χ2 and related distributions; 6.5 Computer simulations; 6.6 Summary; 7 Parameter Estimation; 7.1 Bias, consistency, and efficiency; 7.2 Normal inference; 7.3 Sums of squares; 7.4 Analysis of variance; 7.5 Linear regression; 7.6 Summary; A Analytical Tools; A.1 Sets and functions; A.2 Limits; A.3 Structure of the real numbers A.4 Riemann-Stieltjes integralsA.5 Permutations and determinants; B Statistical Tables; Bibliography; Index |
| Record Nr. | UNINA-9910145766303321 |
Johnson James L (James Lee), <1942->
|
||
| Hoboken, NJ, : Wiley Interscience, c2008 | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Probability and statistics for computer science / / James L. Johnson
| Probability and statistics for computer science / / James L. Johnson |
| Autore | Johnson James L (James Lee), <1942-> |
| Pubbl/distr/stampa | Hoboken, NJ, : Wiley Interscience, c2008 |
| Descrizione fisica | 1 online resource (764 p.) |
| Disciplina | 519.2024004 |
| Soggetto topico |
Computer science - Mathematics
Probabilities Mathematical statistics - Data processing |
| ISBN |
9786613274021
9781283274029 1283274027 9781118165966 1118165969 9781118165836 1118165837 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Probability and Statistics for Computer Science; Contents; Preface; 1 Combinatorics and Probability; 1.1 Combinatorics; 1.1.1 Sampling without replacement; 1.1.2 Sampling with replacement; 1.2 Summations; 1.3 Probability spaces and random variables; 1.4 Conditional probability; 1.5 Joint distributions; 1.6 Summary; 2 Discrete Distributions; 2.1 The Bernoulli and binomial distributions; 2.2 Power series; 2.3 Geometric and negative binomial forms; 2.4 The Poisson distribution; 2.5 The hypergeometric distribution; 2.6 Summary; 3 Simulation; 3.1 Random number generation
3.2 Inverse transforms and rejection filters3.3 Client-server systems; 3.4 Markov chains; 3.4.1 Irreducible aperiodic Markov chains; 3.4.2 Convergence properties; 4 Discrete Decision Theory; 4.1 Decision methods without samples; 4.2 Statistics and their properties; 4.3 Sufficient statistics; 4.4 Hypothesis testing; 4.4.1 Simple hypothesis versus simple alternative; 4.4.2 Composite hypotheses; 4.5 Summary; 5 Real Line-Probability; 5.1 One-dimensional real distributions; 5.2 Joint random variables; 5.3 Differentiable distributions; 5.4 Summary; 6 Continuous Distributions 6.1 The normal distribution6.1.1 The univariate and bivariate normal distributions; 6.1.2 The multivariate normal distribution; 6.2 Limit theorems; 6.2.1 Convergence concepts; 6.2.2 An inversion formula; 6.3 Gamma and beta distributions; 6.4 The χ2 and related distributions; 6.5 Computer simulations; 6.6 Summary; 7 Parameter Estimation; 7.1 Bias, consistency, and efficiency; 7.2 Normal inference; 7.3 Sums of squares; 7.4 Analysis of variance; 7.5 Linear regression; 7.6 Summary; A Analytical Tools; A.1 Sets and functions; A.2 Limits; A.3 Structure of the real numbers A.4 Riemann-Stieltjes integralsA.5 Permutations and determinants; B Statistical Tables; Bibliography; Index |
| Record Nr. | UNINA-9910877699503321 |
Johnson James L (James Lee), <1942->
|
||
| Hoboken, NJ, : Wiley Interscience, c2008 | ||
| Lo trovi qui: Univ. Federico II | ||
| ||