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Bayesian statistics textbook by Richard McElreath
Statistical Rethinking: A Bayesian Course with Examples in R and Stan is an applied Bayesian statistics textbook by Richard McElreath. A second edition
Statistical_Rethinking
American anthropologist (born 1973)
an author of the Statistical Rethinking applied Bayesian statistics textbook, among the first to largely rely on the Stan statistical environment, and
Richard_McElreath
Study of collection and analysis of data
or social problem, it is conventional to begin with a statistical population or a statistical model to be studied. Populations can be diverse groups
Statistics
Theory and paradigm of statistics
and Hall/CRC. ISBN 978-1-4398-4095-5. McElreath, Richard (2020). Statistical Rethinking : A Bayesian Course with Examples in R and Stan (2nd ed.). Chapman
Bayesian_statistics
Smooth approximation to the maximum function
Mathematics Stack Exchange". stackexchange.com. McElreath, Richard. Statistical Rethinking. OCLC 1107423386. "Practical issues: Numeric stability". CS231n
LogSumExp
Mathematical rule for inverting probabilities
arXiv:1702.01634. doi:10.1063/1.5023474. McElreath, Richard (2020). Statistical Rethinking: A Bayesian Course with Examples in R and Stan (2nd ed.). Chapman
Bayes'_theorem
Estimator for quality of a statistical model
foundations of statistics and is also widely used for statistical inference. Suppose that we have a statistical model of some data. Let k be the number of estimated
Akaike_information_criterion
Analytical expression in statistics
quadratic approximate posterior distribution in rmcelreath/rethinking: Statistical Rethinking book package". rdrr.io. Retrieved 2026-03-17. Kass, Robert
Laplace's_approximation
Taxonomy of statistical data elements
In statistics, data can have any of various types. Statistical data types include categorical (e.g. country), directional (angles or directions, e.g.
Statistical_data_type
Sampling algorithm
McElreath, Richard (25 January 2022). "Markov chain Monte Carlo". Statistical Rethinking 2022 – via YouTube. Hamiltonian Monte Carlo from scratch Optimization
Hamiltonian_Monte_Carlo
Contested psychological condition
At the 'Mind The Gap' Conference in 2015, Dr. Allan Wade presented "Rethinking Stockholm Syndrome" in which he discussed his recent conversations with
Stockholm_syndrome
Concept in statistical science
ISBN 978-3-319-97797-3, retrieved 2024-11-14 McElreath, Richard (2020). Statistical Rethinking : A Bayesian Course with Examples in R and Stan (2nd ed.). Chapman
Widely applicable information criterion
Widely_applicable_information_criterion
Diagnostic statistic used in Bayesian model selection
62016. Wikidata Q135676816. McElreath, Richard (January 29, 2015). "Statistical Rethinking Lecture 8 (on DIC and other information criteria)". Archived from
Deviance information criterion
Deviance_information_criterion
Metropolitan area in the U.S. state of Pennsylvania
Budget's Pittsburgh, PA Metropolitan Statistical Area (MSA) and Pittsburgh-New Castle-Weirton, PA-OH-WV Combined Statistical Area (CSA). The Nielsen Corporation's
Greater_Pittsburgh
"Canadian" as an ethnic identity
p. 14. ISBN 0-660-16664-X. Bezanson, Kate; Webber, Michelle (2016). Rethinking Society in the 21st Century (4th ed.). Canadian Scholars' Press. pp. 455–456
Canadian_ethnicity
ISBN 978-0-470-14114-4. McElreath, Richard (2020). "Models With Memory". Statistical Rethinking : A Bayesian Course with Examples in R and Stan. CRC Press. ISBN 978-0-367-13991-9
Hyperprior
Intelligence in machines
the outcomes, often identifying groups and seeking to compensate for statistical disparities. Representational fairness tries to ensure that AI systems
Artificial_intelligence
Method of logical reasoning
non-random and the sample size is very small. Statistical generalizations are also called statistical projections and sample projections. An anecdotal
Inductive_reasoning
Protestant denomination in the Netherlands
Ten Have. ISBN 9789025957407. Pigott, Robert (5 August 2011). "Dutch rethink Christianity for a doubtful world". BBC News. Retrieved 2 October 2011
Protestant Church in the Netherlands
Protestant_Church_in_the_Netherlands
Sub-national divisions of England
creation of the Government Office Regions in 1994 and their adoption for statistical purposes in 1999, some historical regional schemes have become obsolete
Historical and alternative regions of England
Historical_and_alternative_regions_of_England
Global conflict from 1939 to 1945
201. Miscamble 2007, pp. 203–204. Ward Wilson. "The Winning Weapon? Rethinking Nuclear Weapons in Light of Hiroshima". International Security, Vol. 31
World_War_II
Probability distribution
ISBN 978-0471241959. Plunkett, Kim, and Jeffrey Elman (1997). Exercises in Rethinking Innateness: A Handbook for Connectionist Simulations (Neural Network Modeling
Beta_distribution
Statistical method
been implemented in several statistical analysis programs since the 1980s: BMDP JMP (statistical software) Mplus (statistical software) Python: module scikit-learn
Factor_analysis
Greek-American scientist (born 1965)
practices; better statistical methods; standardization of definitions and analyses; more appropriate (usually more stringent) statistical thresholds; and
John_Ioannidis
Proposed socioeconomic class
found problems with Florida's statistical indices. Hoyman and Faricy, using Florida's own indices, find no statistical evidence that cities with higher
Creative_class
Distinction between nominal, ordinal, interval and ratio variables
and the coefficient of variation are allowed to measure statistical dispersion. All statistical measures are allowed because all necessary mathematical
Level_of_measurement
2021 National Football League championship game
2021. Retrieved January 29, 2021. Poggi, Jeanine (October 8, 2020). "CBS rethinks iconic eye in new branding strategy". Advertising Age. Archived from the
Super_Bowl_LV
Type of human genetic study conducted on twins
statistical abstraction with no relationship to the underlying DNA and that the statistical underpinnings of twin research are invalid. Statistical critiques
Twin_study
Prime Minister of the United Kingdom since 2026
from the original on 11 October 2015. Ivory, Mark (8 October 2009). "Rethinking the Cinderella Service". Local Government Chronicle. Retrieved 4 October
Andy_Burnham
Months in which low-quality films are released
Week. Retrieved March 24, 2021. Surowiecki, James (February 23, 2015). "rethinking the Seasonal Strategy". The New Yorker. Retrieved August 2, 2018. Einav
Dump_months
programming environments, machine learning frameworks, data engineering tools, statistical software, data analysis, plotting, MLOps systems, and more. Cassandra
List_of_data_science_software
American epidemiologist
N., Connor, J. T., Tunis, S., Whicher, D., Schwartz, J. S. (2009). "Rethinking Randomized Clinical Trials for Comparative Effectiveness Research: The
Steven_N._Goodman
Bilateral relations
ISBN 978-0-19-769659-0. Morris-Suzuki, Tessa (2015). "Prisoner Number 600,001: Rethinking Japan, China, and the Korean War 1950–1953". The Journal of Asian Studies
China–United_States_relations
Country in East Asia
original on 12 June 2018. Retrieved 6 January 2021. Zhu, Tianbiao (2006). "Rethinking Import-substituting Industrialization: Development Strategies and Institutions
Taiwan
Collection of islands
Sets" (PDF). U.S. Geological Survey. pp. 42–44. Retrieved 3 July 2026. "Rethinking Artificial Islands: Challenges and Risks in Using Man-Made Structures
Archipelago
Concept in machine learning
Maddox, Wesley J.; Benton, Gregory W.; Wilson, Andrew Gordon (2020). "Rethinking Parameter Counting in Deep Models: Effective Dimensionality Revisited"
Double_descent
Country in East Asia
from the original on November 26, 2020. Retrieved December 11, 2020. "Statistical Annex". UNWTO World Tourism Barometer. 18 (5): 18. August–September 2020
Japan
Political party in India
break the party's free fall. Chirakkara, Vipin Kumar (September 2022). "Rethinking regional politics: Beyond the 2021 West Bengal elections". Asian Journal
Trinamool_Congress
U.S. federal statute known as Obamacare
Retrieved June 2, 2011. Nowak, Sarah; Eibner, Christine (December 18, 2015). "Rethinking the Affordable Care Act's "Cadillac Tax": A More Equitable Way to Encourage
Affordable_Care_Act
American baseball player and executive (born 1962)
and Billy Beane talk Moneyball". Slate. Retrieved February 27, 2012. "Rethinking Moneyball – MLB – Yahoo! Sports". Yahoo! Sports. February 22, 2012. Archived
Billy_Beane
Personality construct
for antisocial personality reaction/disturbance in the Diagnostic and Statistical Manual of Mental Disorders (DSM), as did American psychologist George
Psychopathy
Country in Southwestern Europe
Retrieved 30 April 2026. World food and agriculture – statistical yearbook 2025. FAO statistical yearbook – world food and agriculture. Rome: Food and
Portugal
The demographics of Thailand paint a statistical portrait of the national population. Demography includes such measures as population density and distribution
Demographics_of_Thailand
Country in South Asia
is Bharat, shall be a Union of States. Jha, Dwijendra Narayan (2014). Rethinking Hindu Identity. Routledge. p. 11. ISBN 978-1-317-49034-0. Singh 2017,
India
Statistics and machine learning technique
any of the constituent learning algorithms alone. Unlike a statistical ensemble in statistical mechanics, which is usually infinite, a machine learning
Ensemble_learning
Human-caused changes to climate on Earth
Tatyana; Hedrick, Jamie; Marland, Gregg; Tovar, Henning; et al. (2020). "Rethinking standards of permanence for terrestrial and coastal carbon: implications
Climate_change
American statistician (born 1941)
publications and has served the statistical community in many capacities, including as editor of the Journal of the American Statistical Association from 1983-85
Joseph_Born_Kadane
Illness diagnosis, treatment and prevention based on data collection and analysis
Press. ISBN 978-0-521-53025-5. Engebretsen, Eivind; Baker, Mona (2022). Rethinking Evidence in the Time of Pandemics: Scientific vs Narrative Rationality
Evidence-based_medicine
Corporate task of optimizing the existing resources in a company
11–15, JSTOR 40398564. Liedtka, Jeanne, Andrew King, and Kevin Bennett."Rethinking Strategic Planning at SAP." In Solving Problems with Design Thinking:
Enterprise_resource_planning
personnel were neither complete nor consistent. According to the State Statistical Bureau, at the end of 1986 there were some 8.2 million personnel (out
History of science and technology in the People's Republic of China
History_of_science_and_technology_in_the_People's_Republic_of_China
Country in Southern Africa
2023. Retrieved 8 April 2024. Buccus, Imraan (27 August 2007). "Mercury: Rethinking the crisis of local democracy". Abahlali.org. Archived from the original
South_Africa
American lawyer and commentator (born 1988)
otherwise have." Bruenig is the author of numerous articles, including "Rethinking Noncombatant Immunity", "Fertility Rates and Government Intervention"
Matt_Bruenig
Country primarily in North America
doi:10.1093/qje/qjac033. ISSN 0033-5533. Smithers, Gregory D. (2012). "Rethinking Genocide in North America". In Bloxham, Donald; Moses, A. Dirk (eds.)
United_States
Prime Minister of Canada (1968–1979; 1980–1984)
Lorimer. ISBN 978-0-88862-124-5. Lyon, David; Van Die, Marguerite (2000). Rethinking Church, State, and Modernity: Canada Between Europe and America. Toronto:
Pierre_Trudeau
Archipelagic country in Southeast Asia
2023. Retrieved April 14, 2023. Cronin, Patrick M. (September 1993). "Rethinking Asian Alliances" (PDF). Joint Force Quarterly (2). Institute for National
Philippines
20th chief minister of Bihar
(2016). Social Movements and the State in India Deepening Democracy:Rethinking International Development series. Springer. ISBN 978-1-137-59133-3. The
Lalu_Prasad_Yadav
original on 27 March 2026. Retrieved 7 April 2026. "2025 OPEC Annual Statistical Bulletin" (PDF). opec.org. OPEC. 4 July 2025. p. 34. Archived (PDF) from
2026_Iran_war_fuel_crisis
Logic error due to ignoring the base rate
John Tooby (1996). "Are humans good intuitive statisticians after all? Rethinking some conclusions of the literature on judgment under uncertainty". Cognition
Base_rate_fallacy
American entrepreneur and venture capitalist (born 1967)
statement caused controversies, he replied that, he had made a "commonplace statistical observation about voting patterns that is often called the gender gap"
Peter_Thiel
Abuse of members of the same household
Second Story Press. ISBN 978-1-927583-21-0. Details. Dutton DG (2006). Rethinking Domestic Violence. Vancouver, BC, Canada: UBC Press. ISBN 978-1-282-74107-2
Domestic_violence
Ethnic group in the larger Kashmir region
Kashmir Life. Retrieved 20 February 2026. Bhatia, Mohita (29 October 2020). Rethinking Conflict at the Margins: Dalits and Borderland Hindus in Jammu and Kashmir:
Gurjars_in_Kashmir
Syrian state from 1963 to 2024
Militarization and Internationalization". Routledge Handbook of the Arab Spring: Rethinking Democratization. Routledge. p. 147. ISBN 978-0-415-52391-2. *Kosyakova
Ba'athist_Syria
Slave trade between Africa and the West
University Press. p. 49. ISBN 978-1-009-15898-5. Palmer, Colin A. (1996). "Rethinking American Slavery". In Harris, Joseph E. (ed.). The African Diaspora. Texas
Atlantic_slave_trade
Country in West Asia
Jacques; Fainberg, Sarah; Nou, Aurora (eds.). Secularism on the Edge: Rethinking Church-State Relations in the United States, France, and Israel. Palgrave
Israel
Penetrative sexual activity for reproduction or sexual pleasure
Law Review. 14 (3): 541–572. doi:10.1093/hrlr/ngu023. Diagnostic and Statistical Manual of Mental Disorders: DSM-IV. Washington, DC: American Psychiatric
Sexual_intercourse
Large language family of Africa and West Asia
Victoria; Štubňová Nigrelli, Silvia (eds.). Ancient Egyptian and Afroasiatic: Rethinking the Origins. Eisenbrauns. pp. 3–18. ISBN 9781646022120. Amha, Azeb (2012)
Afroasiatic_languages
Offensive personality types
Machiavellianism and psychopathy ... the use of multivariate statistical approaches that pose statistical and interpretive difficulties ... failure to test dark-triad
Dark_triad
Machine learning technique
Vinyals, Oriol (4 November 2016). "Understanding deep learning requires rethinking generalization". International Conference on Learning Representations
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Economic hypothesis
Divergence" Lin, J. Y. (2011-07-08). "New Structural Economics: A Framework for Rethinking Development". The World Bank Research Observer. 26 (2): 193–221. doi:10
Prebisch–Singer_hypothesis
Violent attack on an ethnic or religious group
victims. Zev Garber, Bruce Zuckerman (2004). Double Takes: Thinking and Rethinking Issues of Modern Judaism in Ancient Contexts, University Press of America
Pogrom
Sexual practice
masochism is fundamentally one of analogy only [...] Moore, Alison (2009). "Rethinking Gendered Perversion and Degeneration in Visions of Sadism and Masochism
Sadomasochism
American professor (born 1963)
Most known for his works on statistical significance, Ziliak challenged the fundamental theory and practice of statistical significance testing in his
Stephen_Ziliak
Machine capable of carrying out a complex series of actions automatically
Retrieved 26 September 2007. "Statistical Handbook of Japan: Chapter 2 Population". Statistics Bureau & Statistical Research and Training Institute
Robot
Japanese production continuous improvement process
CT, US: The CLBM, LLC. ISBN 978-0-9722591-2-5. Hanebuth, D. (2002). Rethinking Kaizen: An empirical approach to the employee perspective. In J. Felfe
Kaizen
Unwanted sexual attention or advances
perceptions of sexual harassment," in Brant, Clare, and Too, Yun Lee, eds., Rethinking Sexual Harassment. Boulder, Colorado, Pluto Press, 1994. ISBN 978-0-7453-0837-1
Sexual_harassment
Geographic method incorporating poetry
embraced by poets, writers, artists, and scholars worldwide as a way to rethink and reimagine their relationship with the environment. Geopoetics emphasizes
Geopoetics
Web search engine developed by Microsoft
languages. All translation pairs are powered by the Microsoft Translator, a statistical machine translation platform and web service, developed by Microsoft
Microsoft_Bing
Country in Southeastern Europe
2022. Retrieved 28 July 2018. National Statistical Institute (2022). "Population by Ethnic Group, Statistical Regions, Districts and Municipalities as
Bulgaria
Impairments, activity limitations, and participation restrictions
that this figure should serve as a statistical norm toward which all should aspire. This idea of the statistical norm threads through the rapid take-up
Disability
Jewish diaspora of Africa and Asia
Studies. 6 (10): 3–18. doi:10.1080/10669929708720097. Shohat, Ella (1992). "Rethinking Jews and Muslims: Quincentennial Reflections". Middle East Report (178):
Mizrahi_Jews
President of the United States from 2001 to 2009
series online; important analysis of current trends and policies, plus statistical tables Bush, George W. George W. Bush on God and Country: The President
George_W._Bush
Routledge. p. 80. ISBN 978-1-134-62227-6. Ben-Menahem, Yemima (2022-06-13). Rethinking the Concept of Law of Nature: Natural Order in the Light of Contemporary
Glossary_of_logic
Religious group
hdl:11089/38783. ISSN 2450-0127. Rustamova, Flora (16 January 2023). "Rethinking religion and nationalism: The case of the Sikhs – Religion and Global
Sikhs
Government system where political power lies with the people
ISBN 978-0-275-96370-5. Retrieved 7 March 2011. Kazuko, Kawamoto (2014). "Rethinking Soviet Democracy". Japanese Political Science Review. 2 (2): 111–133.
Democracy
1978–89 conflict between Vietnam and the Khmer Rouge
Inception Workshop, Kepong, Malaysia. 15–18. McCargo, Duncan (2004). Rethinking Vietnam. London: Routledge-Curzon. ISBN 0-415-31621-9. McElwee, Pamela
Cambodian–Vietnamese_War
Ethnic group
it is expressed in censuses or surveys." Iov, Claudia Anamaria. 2020. Rethinking (In)Security in the European Union: The Migration-Identity-Security Nexus
Romani_people
Personality disorder
Kohler T, Cloete F, CrazyBull B, Lindstrom D, Tatoulis P (April 2019). "Rethinking Racine v Woods from a Decolonizing Perspective: Challenging the Applicability
Borderline personality disorder
Borderline_personality_disorder
Political ideology promoting free-market capitalism
3–4. ISBN 978-0-231-20590-0. Anderson, William L. (October 25, 2000). "Rethinking Carter". Leonard, Andrew (June 4, 2009). "No, Jimmy Carter did it". Firey
Neoliberalism
False belief that HIV does not cause AIDS
Robert Leppo. Some of them had overlapping roles as board members of Rethinking AIDS and Alive and Well AIDS Alternatives, were involved in the film House
HIV/AIDS_denialism
Concepts underlying statistical methods
philosophical bases for statistical methods. These bases are the theoretical frameworks that ground and justify methods of statistical inference, estimation
Foundations_of_statistics
Country in North America
the original on December 18, 2020. Boyd, David R (2011). Unnatural Law: Rethinking Canadian Environmental Law and Policy. UBC Press. pp. 67–69. ISBN 978-0-7748-4063-7
Canada
Town in South Australia
airport mooted in BHP expansion". ABC News. 9 June 2006. "Communities rethink remote airstrip value". ABC News. 16 April 2013. "Andamooka Observatory"
Andamooka,_South_Australia
Awareness of internal and external existence
Shulman C, Bostrom N (2021). "Sharing the World with Digital Minds". Rethinking Moral Status. pp. 306–326. doi:10.1093/oso/9780192894076.003.0018.
Consciousness
Greek island in the Ionian Sea
"Promišljanja o identitetu, etnicitetu i "helenizaciji" predrimske Liburnije" [Rethinking Identity, Ethnicity, and "Hellenization" in pre-Roman Liburnia]. Miscellanea
Corfu
Type of memory referring to general world knowledge
S2CID 144939774. De Brigard, Felipe; Umanath, Sharda; Irish, Muireann (Apr 2022). "Rethinking the distinction between episodic and semantic memory: Insights from the
Semantic_memory
citizens of Poland. Cherry, Robert D.; Orla-Bukowska, Annamaria (2007). Rethinking Poles and Jews: Troubled Past, Brighter Future. Rowman & Littlefield.
List_of_genocides
Psychiatric and somatic symptoms experienced within a specific culture
and Statistical Manual of Mental Disorders classifies the below syndromes as culture-bound syndromes: The fifth edition of Diagnostic and Statistical Manual
Culture-bound_syndrome
1815 battle of the Waterloo campaign
three armies in the 1815 campaign Mont-Saint-Jean(French site) (FR) "Rethinking Waterloo from Multiple Perspectives" (PDF). European Association of History
Battle_of_Waterloo
such as a quota system. At the beginning of 2008, as the government was rethinking its orientation on immigration policy with the creation of the new ministry
Demographics_of_France
Mountainous region in eastern North America
defined by the 2020 census, the following metropolitan statistical areas and micropolitan statistical areas (MSAs) are sometimes included as part of Appalachia:[citation
Appalachia
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