- Abstract:
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In this paper we use the framework of algebraic effects from programming language theory to analyze the Beta-Bernoulli process, a standard building block in Bayesian models. Our analysis reveals the importance of abstract data types, and two types of program equations, called commutativity and discardability. We develop an equational theory of terms that use the BetaBernoulli process, and show that the theory is complete with respect to the measure-theoretic semantics, and also in the syntact...
Expand abstract - Publication status:
- Published
- Peer review status:
- Peer reviewed
- Version:
- Publisher's version
- Files:
-
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(pdf, 523.1KB)
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- Publisher copy:
- 10.4230/LIPIcs.ICALP.2018.141
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Some thesis volumes scanned as part of the digitisation scheme funded by Dr Leonard Polonsky are currently unavailable due to sensitive material or uncleared third-party copyright content. We are attempting to contact authors whose theses are affected.
- Grant:
- 2015-0-00565, Development of Vulnerability Discovery Technologies for IoT Software Security
- Publisher:
- Schloss Dagstuhl Publisher's website
- Volume:
- 107
- Pages:
- 141:1--141:15
- Series:
- Leibniz International Proceedings in Informatics
- Publication date:
- 2018-06-29
- Acceptance date:
- 2018-04-16
- DOI:
- ISSN:
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1868-8969
- Pubs id:
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pubs:847761
- URN:
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uri:437b8648-818d-436f-9661-0d8ed8c3c837
- UUID:
-
uuid:437b8648-818d-436f-9661-0d8ed8c3c837
- Local pid:
- pubs:847761
- ISBN:
- 978-3-95977-076-7
- Copyright holder:
- Staton et al.
- Copyright date:
- 2018
- Notes:
-
Copyright © Staton et al;
licensed under Creative Commons License CC-BY.
Conference item
The Beta-Bernoulli process and algebraic effects
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+ Institute for Information and Communications Technology Promotion
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