Probabilistic programming in anglican

David Tolpin; Jan Willem van de Meent; Frank Wood

doi:10.1007/978-3-319-23461-8_36

Probabilistic programming in anglican

David Tolpin, Jan Willem van de Meent, Frank Wood

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

30 Scopus citations

Abstract

Anglican is a probabilistic programming system designed to interoperate with Clojure and other JVM languages. We describe the implementation of Anglican and illustrate how its design facilitates both explorative and industrial use of probabilistic programming.

Original language	English
Title of host publication	Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings
Editors	Bianca Zadrozny, Francesco Bonchi, Bianca Zadrozny, Jaime Cardoso, Francesco Bonchi, Ricard Gavalda, Francesco Bonchi, Myra Spiliopoulou, Ricard Gavalda, Dino Pedreschi, Jaime Cardoso, Myra Spiliopoulou, Jaime Cardoso, Dino Pedreschi, Francesco Bonchi, Albert Bifet, Dino Pedreschi, Albert Bifet, Bianca Zadrozny, Myra Spiliopoulou, Dino Pedreschi, Myra Spiliopoulou, Michael May, Michael May, Albert Bifet, Ricard Gavalda, Albert Bifet, Michael May, Bianca Zadrozny, Michael May, Jaime Cardoso, Ricard Gavalda
Publisher	Springer Verlag
Pages	308-311
Number of pages	4
ISBN (Print)	9783319234601, 9783319234601, 9783319234601, 9783319234601
DOIs	https://doi.org/10.1007/978-3-319-23461-8_36
State	Published - 1 Jan 2015
Externally published	Yes
Event	European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2015 - Porto, Portugal Duration: 7 Sep 2015 → 11 Sep 2015

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	9286
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2015
Country/Territory	Portugal
City	Porto
Period	7/09/15 → 11/09/15

Keywords

Probabilistic programming

ASJC Scopus subject areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-319-23461-8_36

Cite this

Tolpin, D., van de Meent, J. W., & Wood, F. (2015). Probabilistic programming in anglican. In B. Zadrozny, F. Bonchi, B. Zadrozny, J. Cardoso, F. Bonchi, R. Gavalda, F. Bonchi, M. Spiliopoulou, R. Gavalda, D. Pedreschi, J. Cardoso, M. Spiliopoulou, J. Cardoso, D. Pedreschi, F. Bonchi, A. Bifet, D. Pedreschi, A. Bifet, B. Zadrozny, M. Spiliopoulou, D. Pedreschi, M. Spiliopoulou, M. May, M. May, A. Bifet, R. Gavalda, A. Bifet, M. May, B. Zadrozny, M. May, J. Cardoso, ... R. Gavalda (Eds.), Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings (pp. 308-311). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9286). Springer Verlag. https://doi.org/10.1007/978-3-319-23461-8_36

Tolpin, David ; van de Meent, Jan Willem ; Wood, Frank. / Probabilistic programming in anglican. Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings. editor / Bianca Zadrozny ; Francesco Bonchi ; Bianca Zadrozny ; Jaime Cardoso ; Francesco Bonchi ; Ricard Gavalda ; Francesco Bonchi ; Myra Spiliopoulou ; Ricard Gavalda ; Dino Pedreschi ; Jaime Cardoso ; Myra Spiliopoulou ; Jaime Cardoso ; Dino Pedreschi ; Francesco Bonchi ; Albert Bifet ; Dino Pedreschi ; Albert Bifet ; Bianca Zadrozny ; Myra Spiliopoulou ; Dino Pedreschi ; Myra Spiliopoulou ; Michael May ; Michael May ; Albert Bifet ; Ricard Gavalda ; Albert Bifet ; Michael May ; Bianca Zadrozny ; Michael May ; Jaime Cardoso ; Ricard Gavalda. Springer Verlag, 2015. pp. 308-311 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{16f37dd4d8114941b556d84fab9111c2,

title = "Probabilistic programming in anglican",

abstract = "Anglican is a probabilistic programming system designed to interoperate with Clojure and other JVM languages. We describe the implementation of Anglican and illustrate how its design facilitates both explorative and industrial use of probabilistic programming.",

keywords = "Probabilistic programming",

author = "David Tolpin and \{van de Meent\}, \{Jan Willem\} and Frank Wood",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2015.; European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2015 ; Conference date: 07-09-2015 Through 11-09-2015",

year = "2015",

month = jan,

day = "1",

doi = "10.1007/978-3-319-23461-8\_36",

language = "English",

isbn = "9783319234601",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "308--311",

editor = "Bianca Zadrozny and Francesco Bonchi and Bianca Zadrozny and Jaime Cardoso and Francesco Bonchi and Ricard Gavalda and Francesco Bonchi and Myra Spiliopoulou and Ricard Gavalda and Dino Pedreschi and Jaime Cardoso and Myra Spiliopoulou and Jaime Cardoso and Dino Pedreschi and Francesco Bonchi and Albert Bifet and Dino Pedreschi and Albert Bifet and Bianca Zadrozny and Myra Spiliopoulou and Dino Pedreschi and Myra Spiliopoulou and Michael May and Michael May and Albert Bifet and Ricard Gavalda and Albert Bifet and Michael May and Bianca Zadrozny and Michael May and Jaime Cardoso and Ricard Gavalda",

booktitle = "Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings",

address = "Germany",

}

Tolpin, D, van de Meent, JW & Wood, F 2015, Probabilistic programming in anglican. in B Zadrozny, F Bonchi, B Zadrozny, J Cardoso, F Bonchi, R Gavalda, F Bonchi, M Spiliopoulou, R Gavalda, D Pedreschi, J Cardoso, M Spiliopoulou, J Cardoso, D Pedreschi, F Bonchi, A Bifet, D Pedreschi, A Bifet, B Zadrozny, M Spiliopoulou, D Pedreschi, M Spiliopoulou, M May, M May, A Bifet, R Gavalda, A Bifet, M May, B Zadrozny, M May, J Cardoso & R Gavalda (eds), Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 9286, Springer Verlag, pp. 308-311, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2015, Porto, Portugal, 7/09/15. https://doi.org/10.1007/978-3-319-23461-8_36

Probabilistic programming in anglican. / Tolpin, David; van de Meent, Jan Willem; Wood, Frank.
Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings. ed. / Bianca Zadrozny; Francesco Bonchi; Bianca Zadrozny; Jaime Cardoso; Francesco Bonchi; Ricard Gavalda; Francesco Bonchi; Myra Spiliopoulou; Ricard Gavalda; Dino Pedreschi; Jaime Cardoso; Myra Spiliopoulou; Jaime Cardoso; Dino Pedreschi; Francesco Bonchi; Albert Bifet; Dino Pedreschi; Albert Bifet; Bianca Zadrozny; Myra Spiliopoulou; Dino Pedreschi; Myra Spiliopoulou; Michael May; Michael May; Albert Bifet; Ricard Gavalda; Albert Bifet; Michael May; Bianca Zadrozny; Michael May; Jaime Cardoso; Ricard Gavalda. Springer Verlag, 2015. p. 308-311 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9286).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Probabilistic programming in anglican

AU - Tolpin, David

AU - van de Meent, Jan Willem

AU - Wood, Frank

N1 - Publisher Copyright: © Springer International Publishing Switzerland 2015.

PY - 2015/1/1

Y1 - 2015/1/1

N2 - Anglican is a probabilistic programming system designed to interoperate with Clojure and other JVM languages. We describe the implementation of Anglican and illustrate how its design facilitates both explorative and industrial use of probabilistic programming.

AB - Anglican is a probabilistic programming system designed to interoperate with Clojure and other JVM languages. We describe the implementation of Anglican and illustrate how its design facilitates both explorative and industrial use of probabilistic programming.

KW - Probabilistic programming

UR - https://www.scopus.com/pages/publications/84984596099

U2 - 10.1007/978-3-319-23461-8_36

DO - 10.1007/978-3-319-23461-8_36

M3 - Conference contribution

AN - SCOPUS:84984596099

SN - 9783319234601

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 308

EP - 311

BT - Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings

A2 - Zadrozny, Bianca

A2 - Bonchi, Francesco

A2 - Zadrozny, Bianca

A2 - Cardoso, Jaime

A2 - Bonchi, Francesco

A2 - Gavalda, Ricard

A2 - Bonchi, Francesco

A2 - Spiliopoulou, Myra

A2 - Gavalda, Ricard

A2 - Pedreschi, Dino

A2 - Cardoso, Jaime

A2 - Spiliopoulou, Myra

A2 - Cardoso, Jaime

A2 - Pedreschi, Dino

A2 - Bonchi, Francesco

A2 - Bifet, Albert

A2 - Pedreschi, Dino

A2 - Bifet, Albert

A2 - Zadrozny, Bianca

A2 - Spiliopoulou, Myra

A2 - Pedreschi, Dino

A2 - Spiliopoulou, Myra

A2 - May, Michael

A2 - Bifet, Albert

A2 - Gavalda, Ricard

A2 - Bifet, Albert

A2 - May, Michael

A2 - Zadrozny, Bianca

A2 - May, Michael

A2 - Cardoso, Jaime

A2 - Gavalda, Ricard

PB - Springer Verlag

T2 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2015

Y2 - 7 September 2015 through 11 September 2015

ER -

Tolpin D, van de Meent JW, Wood F. Probabilistic programming in anglican. In Zadrozny B, Bonchi F, Zadrozny B, Cardoso J, Bonchi F, Gavalda R, Bonchi F, Spiliopoulou M, Gavalda R, Pedreschi D, Cardoso J, Spiliopoulou M, Cardoso J, Pedreschi D, Bonchi F, Bifet A, Pedreschi D, Bifet A, Zadrozny B, Spiliopoulou M, Pedreschi D, Spiliopoulou M, May M, May M, Bifet A, Gavalda R, Bifet A, May M, Zadrozny B, May M, Cardoso J, Gavalda R, editors, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Proceedings. Springer Verlag. 2015. p. 308-311. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-23461-8_36

Probabilistic programming in anglican

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this