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Many sciences have made significant breakthroughs by adopting online tools that help organize, structure and mine information that is too detailed to be printed in journals.
Generalizing from case studies: a case study
D. W. Aha · 1992
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Machine learning, neural and statistical classification
D. Michie, D. Spiegelhalter, and C. Taylor · 1994
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Collective action and the evolution of social norms
E. Ostrom · 2000
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Meta-learning by landmarking various learning algorithms
B. Pfahringer, H. Bensusan, and C. Giraud-Carrier · 2000
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The sdss skyserver: public access to the sloan digital sky server data
A. S. Szalay, J. Gray, A. R. Thakar, P. Z. Kunszt, T. Malik, J. Raddick, C. Stoughton, and J. vandenBerg · 2002
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On the need for time series data mining benchmarks: A survey and empirical demonstration
E. Keogh and S. Kasetty · 2003
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Tree induction vs. logistic regression: A learning-curve analysis
C. Perlich, F. Provost, and J. Simonoff · 2003
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Comparing learning approaches to coreference resolution. There is more to it than bias
V. Hoste and W. Daelemans · 2005
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Classifier technology and the illusion of progress
D. Hand · 2006
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The ocean observatories initiative: Wiring the ocean for interactive scientific discovery
A. R. Isern · 2006
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UCI machine learning repository
A. Asuncion and D. Newman · 2007
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Experiment databases: Towards an improved experimental methodology in machine learning
H. Blockeel and J. Vanschoren · 2007
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A second generation human haplotype map of over 3.1 million SNPs
K. A. Frazer, D. G. Ballinger, D. R. Cox, D. A. Hinds, L. L. Stuve, R. A. Gibbs, J. W. Belmont, A. Boudreau, P. Hardenbol, S. M. Leal, et al · 2007
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Genome-wide atlas of gene expression in the adult mouse brain
E. S. Lein, M. J. Hawrylycz, N. Ao, M. Ayres, A. Bensinger, A. Bernard, A. F. Boe, M. S. Boguski, K. S. Brockway, E. J. Byrnes, et al · 2007
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ArrayExpress: A public database of microarray experiments and gene expression profiles
H. Parkinson, M. Kapushesky, M. Shojatalab, N. Abeygunawardena, R. Coulson, A. Farne, E. Holloway, N. Kolesnykov, P. Lilja, M. Lukk, et al · 2007
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The need for open source software in machine learning
S. Sonnenburg, M. Braun, C. Ong, S. Bengio, L. Bottou, G. Holmes, Y. LeCun, K. Muller, F. Pereira, C. Rasmussen, G. Ratsch, B. Scholkopf, A. Smola, P. Vincent, J. Weston, and R. Williamson · 2007
Cited alongside, same era.
KNIME: The Konstanz information miner
M. Berthold, N. Cebron, F. Dill, T. Gabriel, T. Kotter, T. Meini, P. Ohl, C. Sieb, K. Thiel, and B. Wiswedel · 2008
Cited alongside, same era.
Data mining research: Current status and future opportunities
H. Hirsh · 2008
Cited alongside, same era.
Galaxy Zoo: morphologies derived from visual inspection of galaxies from the sloan digital sky survey
C. J. Lintott, K. Schawinski, A. Slosar, K. Land, S. Bamford, D. Thomas, M. J. Raddick, R. C. Nichol, A. Szalay, D. Andreescu, et al · 2008
Cited alongside, same era.
The repeatability experiment of SIGMOD 2008
I. Manolescu, L. Afanasiev, A. Arion, J. Dittrich, S. Manegold, N. Polyzotis, K. Schnaitter, P. Senellart, and S. Zoupanos · 2008
Cited alongside, same era.
Galaxy Zoo: passive red spirals
K. L. Masters, M. Mosleh, A. K. Romer, R. C. Nichol, S. P. Bamford, K. Schawinski, C. J. Lintott, D. Andreescu, H. C. Campbell, B. Crowcroft, et al · 2010
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Galaxy zoo: Exploring the motivations of citizen science volunteers
M. J. Raddick, G. Bracey, P. L. Gay, C. J. Lintott, P. Murray, K. Schawinski, A. S. Szalay, and J. Vandenberg · 2010
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Data Mining with R: Learning with Case Studies
L. Torgo · 2010
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Tunedit.org: System for automated evaluation of algorithms in repeatable experiments
M. Wojnarski, S. Stawicki, and P. Wojnarowski · 2010
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May the best analyst win
J. Carpenter · 2011
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An anatomically comprehensive atlas of the adult human brain transcriptome
M. J. Hawrylycz, E. S. Lein, A. L. Guillozet-Bongaarts, E. H. Shen, L. Ng, J. A. Miller, L. N. van de Lagemaat, K. A. Smith, A. Ebbert, Z. L. Riley, et al · 2012
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The future of science: Building a better collective memory
M. Nielsen · 2008
Cited alongside, same era.
Empiricism is not a matter of faith
T. Pedersen · 2008
Cited alongside, same era.
A candidate sub-parsec supermassive binary black hole system
T. A. Boroson and T. R. Lauer · 2009
Cited alongside, same era.
Metalearning: Applications to data mining
P. Brazdil, C. Giraud-Carrier, C. Soares, and R. Vilalta · 2009
Cited alongside, same era.
Galaxy zoo green peas: discovery of a class of compact extremely star-forming galaxies
C. Cardamone, K. Schawinski, M. Sarzi, S. P. Bamford, N. Bennert, C. Urry, C. Lintott, W. C. Keel, J. Parejko, R. C. Nichol, et al · 2009
Cited alongside, same era.
The WEKA data mining software: An update
M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I. Witten · 2009
Cited alongside, same era.
Galaxy Zoo:‘Hanny’s Voorwerp’, a quasar light echo?
C. J. Lintott, K. Schawinski, W. Keel, H. Van Arkel, N. Bennert, E. Edmondson, D. Thomas, D. J. Smith, P. D. Herbert, M. J. Jarvis, et al · 2009
Cited alongside, same era.
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Selecting classification algorithms with active testing
R. Leite, P. Brazdil, and J. Vanschoren · 2012
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Reinventing discovery: the new era of networked science
M. Nielsen · 2012
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The Altmetrics Collection
J. Priem, P. Groth, and D. Taraborelli · 2012
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Planet hunters: Assessing the kepler inventory of short-period planets
M. E. Schwamb, C. J. Lintott, D. A. Fischer, M. J. Giguere, S. Lynn, A. M. Smith, J. M. Brewer, M. Parrish, K. Schawinski, and R. J. Simpson · 2012
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Experiment databases. A new way to share, organize and learn from experiments
J. Vanschoren, H. Blockeel, B. Pfahringer, and G. Holmes · 2012
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mlr: Machine Learning in R
B. Bischl · 2013
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OpenML: A collaborative science platform
J. N. van Rijn, B. Bischl, L. Torgo, B. Gao, V. Umaashankar, S. Fischer, P. Winter, B. Wiswedel, M. R. Berthold, and J. Vanschoren · 2013
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A RapidMiner extension for open machine learning
J. N. van Rijn, V. Umaashankar, S. Fischer, B. Bischl, L. Torgo, B. Gao, P. Winter, B. Wiswedel, M. R. Berthold, and J. Vanschoren · 2013
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