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7. API design for machine learning software: experiences from the scikit-learn project

Author

Buitinck, Lars, Louppe, Gilles, Blondel, Mathieu, Pedregosa, Fabian, Mueller, Andreas, Grisel, Olivier, Niculae, Vlad, Prettenhofer, Peter, Gramfort, Alexandre, Grobler, Jaques, Layton, Robert, Vanderplas, Jake, Joly, Arnaud, Holt, Brian, and Varoquaux, Gaël

Subjects
Computer Science - Learning, Computer Science - Mathematical Software
Abstract

Scikit-learn is an increasingly popular machine learning li- brary. Written in Python, it is designed to be simple and efficient, accessible to non-experts, and reusable in various contexts. In this paper, we present and discuss our design choices for the application programming interface (API) of the project. In particular, we describe the simple and elegant interface shared by all learning and processing units in the library and then discuss its advantages in terms of composition and reusability. The paper also comments on implementation details specific to the Python ecosystem and analyzes obstacles faced by users and developers of the library.

Published
2013

11. Improving Authorship Attribution in Twitter Through Topic-Based Sampling

Author

Pan, Luoxi, Gondal, Iqbal, Layton, Robert, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Peng, Wei, editor, Alahakoon, Damminda, editor, and Li, Xiaodong, editor

Published
2017
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13. From the Iconography of Rock Art to Its Anthropological Interpretation

Author

Sauvet, Georges, Layton, Robert, Lenssen-Erz, Tilman, López-Montalvo, Esther, Taçon, Paul, and Wlodarczyk, André

Abstract

The aim of this collective study is to examine the hypothesis that the iconographic structure of rock art traditions will vary as a function of the socio-economic organisation and belief systems of the societies in which they are developed and used. To that end we have assembled, mostly through our own fieldwork, bodies of data on motifs from different continents and different periods of prehistory. These data come from Africa – Brandberg / Daureb (Namibia) and Ennedi (Chad) –, Australia (Kim...

Published
2023

14. De l’iconographie de l’art rupestre à son interprétation anthropologique

Author

Sauvet, Georges, Layton, Robert, Lenssen-Erz, Tilman, López-Montalvo, Esther, Taçon, Paul, and Wlodarczyk, André

Abstract

L’objectif de cette étude collective est d’examiner l’hypothèse selon laquelle la structure iconographique des traditions d’art rupestre varie en fonction de l’organisation socio-économique et des systèmes de croyance des sociétés dans lesquelles elles sont développées et furent utilisées. À cette fin, nous avons rassemblé, principalement grâce à nos propres travaux de terrain, des corpus de données sur les motifs de différents continents et de différentes périodes de la préhistoire. Ces donn...

Published
2023

18. Indirect Information Linkage for OSINT through Authorship Analysis of Aliases

Author

Layton, Robert, Perez, Charles, Birregah, Babiga, Watters, Paul, Lemercier, Marc, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Goebel, Randy, editor, Siekmann, Jörg, editor, Wahlster, Wolfgang, editor, Li, Jiuyong, editor, Cao, Longbing, editor, Wang, Can, editor, Tan, Kay Chen, editor, Liu, Bo, editor, Pei, Jian, editor, and Tseng, Vincent S., editor

Published
2013
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28. Fission‐Fusion Dynamics : New Research Frameworks

Author

Aureli, Filippo, Schaffner, Colleen M., Boesch, Christophe, Bearder, Simon K., Call, Josep, Chapman, Colin A., Connor, Richard, Fiore, Anthony Di, Dunbar, Robin I. M., Henzi, S. Peter, Holekamp, Kay, Korstjens, Amanda H., Layton, Robert, Lee, Phyllis, Lehmann, Julia, Manson, Joseph H., Ramos‐Fernandez, Gabriel, Strier, Karen B., and Schaik, Carel P. van

Published
2008
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30. Economic change after the agricultural revolution in Southeast Asia?

Author

King, Charlotte L., Bentley, R. Alexander, Higham, Charles, Tayles, Nancy, Vidarsdottir, Una Strand, Layton, Robert, Macpherson, Colin G., and Nowell, Geoff

Subjects
Civilization, Ancient -- Research, Anthropological research, Isotope analysis -- Usage, Occupations -- Analysis, Climatic changes -- Analysis, Anthropology/archeology/folklore
Abstract

Three prehistoric sites in the Upper Mun River Valley of north-eastern Thailand have provided a detailed chronological succession comprising 12 occupation phases. These represent occupation spanning 2300 years, from initial settlement in the Neolithic (seventeenth century BC) through to the Iron Age, ending in the seventh century AD with the foundation of early states. The precise chronology in place in the Upper Mun River Valley makes it possible to examine changes in social organisation, technology, agriculture and demography against a background of climatic change. In this area the evidence for subsistence has been traditionally drawn from the biological remains recovered from occupation and mortuary contexts. This paper presents the results of carbon isotope analysis to identify and explain changes in subsistence over time and between sites, before comparing the results with two sites of the Sakon Nakhon Basin, located 230km to the north-east, to explore the possibility of regional differences. Keywords: Southeast Asia, Thailand, Upper Mun River Valley, Sakon Nakhon Basin, Neolithic, isotope analysis, dietary change, Introduction Variations both over time and between sites in carbon, oxygen and strontium isotope signatures from human teeth recovered from five prehistoric settlements on the Khorat Plateau of north-eastern Thailand [...]

Published
2014

32. List of Contributors

Author

Chawner, Brenda, primary, Esnaashari, Shadi, additional, Foo, Ernest, additional, Germon, Rony, additional, Gondal, Iqbal, additional, Guesgen, Hans, additional, Kopp, Christian, additional, Layton, Robert, additional, Lee, Seung Jun, additional, Perez, Charles, additional, M. Ponder-Sutton, Agate, additional, Sillitoe, Jim, additional, Smith, Jason, additional, Stock, Kristin, additional, Suriadi, Suriadi, additional, Watters, Paul A., additional, Weir, George R.S., additional, and Welch, Ian, additional

Published
2016
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39. Art for Art's Sake in the Paleolithic [and Comments and Reply]

Author

Halverson, John, Abrahamian, Levon H., Adams, Kathleen M., Bahn, Paul G., Black, Lydia T., Davis, Whitney, Frost, Robin, Layton, Robert, Lewis-Williams, David, Llamazares, Ana Maria, Maynard, Patrick, and Stenhouse, David

Published
1987

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