TY  - JOUR
A1  - Arnold, Taylor
A1  - Ballier, Nicolas
A1  - Lisson, Paula
A1  - Tilton, Lauren
T1  - Beyond lexical frequencies: using R for text analysis in the digital humanities
JF  - Language resources and evaluation
N2  - This paper presents a combination of R packages-user contributed toolkits written in a common core programming language-to facilitate the humanistic investigation of digitised, text-based corpora.Our survey of text analysis packages includes those of our own creation (cleanNLP and fasttextM) as well as packages built by other research groups (stringi, readtext, hyphenatr, quanteda, and hunspell). By operating on generic object types, these packages unite research innovations in corpus linguistics, natural language processing, machine learning, statistics, and digital humanities. We begin by extrapolating on the theoretical benefits of R as an elaborate gluing language for bringing together several areas of expertise and compare it to linguistic concordancers and other tool-based approaches to text analysis in the digital humanities. We then showcase the practical benefits of an ecosystem by illustrating how R packages have been integrated into a digital humanities project. Throughout, the focus is on moving beyond the bag-of-words, lexical frequency model by incorporating linguistically-driven analyses in research.
KW  - Digital humanities
KW  - Text mining
KW  - R
KW  - Text interoperability
Y1  - 2019
U6  - https://doi.org/10.1007/s10579-019-09456-6
SN  - 1574-020X
SN  - 1574-0218
VL  - 53
IS  - 4
SP  - 707
EP  - 733
PB  - Springer
CY  - Dordrecht
ER  - 
TY  - JOUR
A1  - van Gerven, Luuk P. A.
A1  - Brederveld, Robert J.
A1  - de Klein, Jeroen J. M.
A1  - DeAngelis, Don L.
A1  - Downing, Andrea S.
A1  - Faber, Michiel
A1  - Gerla, Daan J.
A1  - Janse, Jan H.
A1  - Janssen, Annette B. G.
A1  - Jeuken, Michel
A1  - Kooi, Bob W.
A1  - Kuiper, Jan J.
A1  - Lischke, Betty
A1  - Liu, Sien
A1  - Petzoldt, Thomas
A1  - Schep, Sebastiaan A.
A1  - Teurlincx, Sven
A1  - Thiange, Christophe
A1  - Trolle, Dennis
A1  - van Nes, Egbert H.
A1  - Mooij, Wolf M.
T1  - Advantages of concurrent use of multiple software frameworks in water quality modelling using a database approach
JF  - Fundamental and applied limnology : official journal of the International Association of Theoretical and Applied Limnology
N2  - Water quality modelling deals with multidisciplinary questions ranging from fundamental to applied. Addressing this broad range of questions requires multiple analysis techniques and therefore multiple frameworks. Through the recently developed database approach to modelling (DATM), it has become possible to run a model in multiple software frameworks without much overhead. Here we apply DATM to the ecosystem model for ditches PCDitch and its twin model for shallow lakes PCLake. Using DATM, we run these models in six frameworks (ACSL, DELWAQ, DUFLOW, GRIND for MATLAB, OSIRIS and R), and report on the possible model analyses with tools provided by each framework. We conclude that the dynamic link between frameworks and models resulting from DATM has the following main advantages: it allows one to use the framework one is familiar with for most model analyses and eases switching between frameworks for complementary model analyses, including the switch between a 0-D and 1-D to 3-D setting. Moreover, the strength of each framework - including runtime performance - can now be easily exploited. We envision that a community-based further development of the concept can contribute to the future development of water quality modelling, not only by addressing multidisciplinary questions but also by facilitating the exchange of models and process formulations within the community of water quality modellers.
KW  - Database Approach To Modelling
KW  - DATM
KW  - PCLake
KW  - PCDitch
KW  - OSIRIS
KW  - ACSL
KW  - R
KW  - GRIND
KW  - DUFLOW
KW  - DELWAQ
KW  - Modelling Framework
KW  - Model Implementation
KW  - Model Analysis
KW  - Differential Equations
KW  - Community-based Modelling
Y1  - 2015
U6  - https://doi.org/10.1127/fal/2015/0631
SN  - 1863-9135
VL  - 186
IS  - 1-2
SP  - 5
EP  - 20
PB  - Schweizerbart
CY  - Stuttgart
ER  -