國立虎尾科技大學 |

Probability in Physics = An Introductory Guide /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Probability in Physics/ by Andy Lawrence.
其他題名:	An Introductory Guide /
作者:	Lawrence, Andy.
面頁冊數:	XXIV, 347 p. 79 illus., 13 illus. in color.online resource. :
Contained By:	Springer Nature eBook
標題:	Physics. -
電子資源:	https://doi.org/10.1007/978-3-030-04544-9
ISBN:	9783030045449

Probability in Physics = An Introductory Guide /
Lawrence, Andy.

Probability in PhysicsAn Introductory Guide /[electronic resource] :by Andy Lawrence. - 1st ed. 2019. - XXIV, 347 p. 79 illus., 13 illus. in color.online resource. - Undergraduate Lecture Notes in Physics,2192-4791. - Undergraduate Lecture Notes in Physics,.

Part I: The Basics -- Randomness and Probability -- Distributions, Moments, and Errors -- Part II: Frequency Distributions in the Physical World -- Counting the Ways: Arrangements and Subsets -- Counting Statistics: Binomial and Poisson Distributions -- Combining Many Factors: The Gaussian Distribution -- Distributions Arising from Random Processes in Time -- Part III: Probabilistic Inference: Reasoning in the Presence of Uncertainty -- Hypothesis Testing -- Parameter Estimation -- Inference With Two Variables: Correlation Testing and Line Fitting -- Model Fitting -- Part IV: Selected Topics -- Information, Uncertainty, and Surprise -- Erratic Time Series -- Probability in Quantum Physics -- Entropy, Complexity, and the Arrow of Time -- Solutions.

This textbook presents an introduction to the use of probability in physics, treating introductory ideas of both statistical physics and of statistical inference, as well the importance of probability in information theory, quantum mechanics, and stochastic processes, in a unified manner. The book also presents a harmonised view of frequentist and Bayesian approaches to inference, emphasising their complementary value. The aim is to steer a middle course between the "cookbook" style and an overly dry mathematical statistics style. The treatment is driven by real physics examples throughout, but developed with a level of mathematical clarity and rigour appropriate to mid-career physics undergraduates. Exercises and solutions are included.

ISBN: 9783030045449

Standard No.: 10.1007/978-3-030-04544-9doiSubjects--Topical Terms:

564049
Physics.

LC Class. No.: QC5.53

Dewey Class. No.: 530.15

Probability in Physics = An Introductory Guide /
LDR:02865nam a22003975i 4500 001 1006847
003 DE-He213
005 20200704041409.0
007 cr nn 008mamaa
008 210106s2019 gw | s |||| 0|eng d
020 $a 9783030045449 $9 978-3-030-04544-9
024 7 $a 10.1007/978-3-030-04544-9 $2 doi
035 $a 978-3-030-04544-9
050 4 $a QC5.53
072 7 $a PHU $2 bicssc
072 7 $a SCI040000 $2 bisacsh
072 7 $a PHU $2 thema
082 0 4 $a 530.15 $2 23
100 1 $a Lawrence, Andy. $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 1022827
245 1 0 $a Probability in Physics $h [electronic resource] : $b An Introductory Guide / $c by Andy Lawrence.
250 $a 1st ed. 2019.
264 1 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2019.
300 $a XXIV, 347 p. 79 illus., 13 illus. in color. $b online resource.
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
347 $a text file $b PDF $2 rda
490 1 $a Undergraduate Lecture Notes in Physics, $x 2192-4791
505 0 $a Part I: The Basics -- Randomness and Probability -- Distributions, Moments, and Errors -- Part II: Frequency Distributions in the Physical World -- Counting the Ways: Arrangements and Subsets -- Counting Statistics: Binomial and Poisson Distributions -- Combining Many Factors: The Gaussian Distribution -- Distributions Arising from Random Processes in Time -- Part III: Probabilistic Inference: Reasoning in the Presence of Uncertainty -- Hypothesis Testing -- Parameter Estimation -- Inference With Two Variables: Correlation Testing and Line Fitting -- Model Fitting -- Part IV: Selected Topics -- Information, Uncertainty, and Surprise -- Erratic Time Series -- Probability in Quantum Physics -- Entropy, Complexity, and the Arrow of Time -- Solutions.
520 $a This textbook presents an introduction to the use of probability in physics, treating introductory ideas of both statistical physics and of statistical inference, as well the importance of probability in information theory, quantum mechanics, and stochastic processes, in a unified manner. The book also presents a harmonised view of frequentist and Bayesian approaches to inference, emphasising their complementary value. The aim is to steer a middle course between the "cookbook" style and an overly dry mathematical statistics style. The treatment is driven by real physics examples throughout, but developed with a level of mathematical clarity and rigour appropriate to mid-career physics undergraduates. Exercises and solutions are included.
650 0 $a Physics. $3 564049
650 0 $a Probabilities. $3 527847
650 0 $a Statistics . $3 1253516
650 0 $a Astronomy. $3 593935
650 0 $a Astrophysics. $3 646223
650 0 $a Statistical physics. $3 528048
650 0 $a Dynamical systems. $3 1249739
650 1 4 $a Mathematical Methods in Physics. $3 670749
650 2 4 $a Probability Theory and Stochastic Processes. $3 593945
650 2 4 $a Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. $3 782247
650 2 4 $a Astronomy, Astrophysics and Cosmology. $3 593936
650 2 4 $a Complex Systems. $3 888664
650 2 4 $a Statistical Physics and Dynamical Systems. $3 1114011
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
776 0 8 $i Printed edition: $z 9783030045425
776 0 8 $i Printed edition: $z 9783030045432
830 0 $a Undergraduate Lecture Notes in Physics, $x 2192-4791 $3 1253454
856 4 0 $u https://doi.org/10.1007/978-3-030-04544-9
912 $a ZDB-2-PHA
912 $a ZDB-2-SXP
950 $a Physics and Astronomy (SpringerNature-11651)
950 $a Physics and Astronomy (R0) (SpringerNature-43715)