An experience in using machine learning for short-term predictions in smart transportation systems

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Published inJournal of logical and algebraic methods in programming Vol. 87; pp. 52 - 66
Main Authors Bacciu, Davide, Carta, Antonio, Gnesi, Stefania, Semini, Laura
Format Journal Article
LanguageEnglish
Published 01.02.2017
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Author Bacciu, Davide
Carta, Antonio
Semini, Laura
Gnesi, Stefania
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Cites_doi 10.1016/j.pmcj.2010.07.002
10.1109/34.709601
10.1007/s00521-013-1364-4
10.1109/TNNLS.2012.2222044
10.1145/1961189.1961199
10.1016/j.sbspro.2011.08.058
10.1023/A:1010933404324
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References Guo (10.1016/j.jlamp.2016.11.002_br0300) 2013
ter Beek (10.1016/j.jlamp.2016.11.002_br0160) 2014; vol. 8802
Collobert (10.1016/j.jlamp.2016.11.002_br0110) 2001; 1
Latella (10.1016/j.jlamp.2016.11.002_br0200) 2015; vol. 9272
ter Beek (10.1016/j.jlamp.2016.11.002_br0180) 2016; vol. 9953
Getoor (10.1016/j.jlamp.2016.11.002_br0040) 2007
Vogel (10.1016/j.jlamp.2016.11.002_br0230) 2011; 20
Sarkar (10.1016/j.jlamp.2016.11.002_br0280) 2015
Bacciu (10.1016/j.jlamp.2016.11.002_br0030) 2015; vol. 188
Yoon (10.1016/j.jlamp.2016.11.002_br0250) 2012
Liaw (10.1016/j.jlamp.2016.11.002_br0140) 2002; 2
Chang (10.1016/j.jlamp.2016.11.002_br0100) 2011; 2
ter Beek (10.1016/j.jlamp.2016.11.002_br0170) 2015
Kohavi (10.1016/j.jlamp.2016.11.002_br0150) 1995; vol. 14
Kang (10.1016/j.jlamp.2016.11.002_br0220) 1990
Breiman (10.1016/j.jlamp.2016.11.002_br0080) 2001; 45
Bacciu (10.1016/j.jlamp.2016.11.002_br0310) 2014; 24
Ciancia (10.1016/j.jlamp.2016.11.002_br0210) 2015
Joachims (10.1016/j.jlamp.2016.11.002_br0090) 1999
Ho (10.1016/j.jlamp.2016.11.002_br0070) 1998; 20
Guenther (10.1016/j.jlamp.2016.11.002_br0260) 2013
Froehlich (10.1016/j.jlamp.2016.11.002_br0010) 2009
Pedregosa (10.1016/j.jlamp.2016.11.002_br0120) 2011; 12
Latella (10.1016/j.jlamp.2016.11.002_br0190) 2014
Bacciu (10.1016/j.jlamp.2016.11.002_br0050) 2012; 23
Kaltenbrunner (10.1016/j.jlamp.2016.11.002_br0240) 2010; 6
Shawe-Taylor (10.1016/j.jlamp.2016.11.002_br0060) 2004
Meng (10.1016/j.jlamp.2016.11.002_br0130) 2016; 17
Siegmund (10.1016/j.jlamp.2016.11.002_br0290) 2015
Di Stefano (10.1016/j.jlamp.2016.11.002_br0020) 2002
Gast (10.1016/j.jlamp.2016.11.002_br0270) 2015
References_xml – start-page: 342
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0280
  article-title: Cost-efficient sampling for performance prediction of configurable systems
– year: 1990
  ident: 10.1016/j.jlamp.2016.11.002_br0220
– start-page: 301
  year: 2013
  ident: 10.1016/j.jlamp.2016.11.002_br0300
  article-title: Variability-aware performance prediction: a statistical learning approach
– start-page: 297
  year: 2014
  ident: 10.1016/j.jlamp.2016.11.002_br0190
  article-title: On-the-fly fast mean-field model-checking
– volume: 6
  start-page: 455
  issue: 4
  year: 2010
  ident: 10.1016/j.jlamp.2016.11.002_br0240
  article-title: Urban cycles and mobility patterns: exploring and predicting trends in a bicycle-based public transport system
  publication-title: Pervasive Mob. Comput.
  doi: 10.1016/j.pmcj.2010.07.002
– volume: 17
  start-page: 1235
  year: 2016
  ident: 10.1016/j.jlamp.2016.11.002_br0130
  article-title: MLlib: machine learning in Apache Spark
  publication-title: J. Mach. Learn. Res.
– volume: vol. 14
  start-page: 1137
  year: 1995
  ident: 10.1016/j.jlamp.2016.11.002_br0150
  article-title: A study of cross-validation and bootstrap for accuracy estimation and model selection
– volume: vol. 8802
  start-page: 351
  year: 2014
  ident: 10.1016/j.jlamp.2016.11.002_br0160
  article-title: Challenges in modelling and analyzing quantitative aspects of bike-sharing systems
– start-page: 306
  year: 2012
  ident: 10.1016/j.jlamp.2016.11.002_br0250
  article-title: Cityride: a predictive bike sharing journey advisor
– volume: 2
  start-page: 18
  issue: 3
  year: 2002
  ident: 10.1016/j.jlamp.2016.11.002_br0140
  article-title: Classification and regression by randomForest
  publication-title: R News
– start-page: 169
  year: 1999
  ident: 10.1016/j.jlamp.2016.11.002_br0090
  article-title: Making large-scale SVM learning practical
– volume: vol. 9953
  start-page: 465
  year: 2016
  ident: 10.1016/j.jlamp.2016.11.002_br0180
  article-title: Variability-based design of services for smart transportation systems
– year: 2007
  ident: 10.1016/j.jlamp.2016.11.002_br0040
– volume: vol. 188
  start-page: 75
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0030
  article-title: Using a machine learning approach to implement and evaluate product line features
– volume: 12
  start-page: 2825
  year: 2011
  ident: 10.1016/j.jlamp.2016.11.002_br0120
  article-title: Scikit-learn: machine learning in python
  publication-title: J. Mach. Learn. Res.
– volume: 20
  start-page: 832
  issue: 8
  year: 1998
  ident: 10.1016/j.jlamp.2016.11.002_br0070
  article-title: The random subspace method for constructing decision forests
  publication-title: IEEE Trans. Pattern Anal. Mach. Intell.
  doi: 10.1109/34.709601
– start-page: 74
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0210
  article-title: Exploring spatio-temporal properties of bike-sharing systems
– volume: 24
  start-page: 1451
  issue: 6
  year: 2014
  ident: 10.1016/j.jlamp.2016.11.002_br0310
  article-title: An experimental characterization of reservoir computing in ambient assisted living applications
  publication-title: Neural Comput. Appl.
  doi: 10.1007/s00521-013-1364-4
– start-page: 284
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0290
  article-title: Performance-influence models for highly configurable systems
– year: 2004
  ident: 10.1016/j.jlamp.2016.11.002_br0060
– volume: 23
  start-page: 1987
  issue: 12
  year: 2012
  ident: 10.1016/j.jlamp.2016.11.002_br0050
  article-title: Compositional generative mapping for tree-structured data – part I: bottom-up probabilistic modeling of trees
  publication-title: IEEE Trans. Neural Netw. Learn. Syst.
  doi: 10.1109/TNNLS.2012.2222044
– start-page: 246
  year: 2002
  ident: 10.1016/j.jlamp.2016.11.002_br0020
  article-title: Machine learning for software engineering: case studies in software reuse
– volume: 2
  start-page: 27:1
  year: 2011
  ident: 10.1016/j.jlamp.2016.11.002_br0100
  article-title: LIBSVM: a library for support vector machines
  publication-title: ACM Trans. Intell. Syst. Technol.
  doi: 10.1145/1961189.1961199
– volume: vol. 9272
  start-page: 193
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0200
  article-title: On-the-fly fluid model checking via discrete time population models
– start-page: 214
  year: 2013
  ident: 10.1016/j.jlamp.2016.11.002_br0260
  article-title: Journey data based arrival forecasting for bicycle hire schemes
– volume: 20
  start-page: 514
  year: 2011
  ident: 10.1016/j.jlamp.2016.11.002_br0230
  article-title: Understanding bike-sharing systems using data mining: exploring activity patterns
  publication-title: Proc., Soc. Behav. Sci.
  doi: 10.1016/j.sbspro.2011.08.058
– volume: 1
  start-page: 143
  year: 2001
  ident: 10.1016/j.jlamp.2016.11.002_br0110
  article-title: SVMTorch: support vector machines for large-scale regression problems
  publication-title: J. Mach. Learn. Res.
– start-page: 703
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0270
  article-title: Probabilistic forecasts of bike-sharing systems for journey planning
– start-page: 1420
  year: 2009
  ident: 10.1016/j.jlamp.2016.11.002_br0010
  article-title: Sensing and predicting the pulse of the city through shared bicycling
– volume: 45
  start-page: 5
  issue: 1
  year: 2001
  ident: 10.1016/j.jlamp.2016.11.002_br0080
  article-title: Random forests
  publication-title: Mach. Learn.
  doi: 10.1023/A:1010933404324
– start-page: 321
  year: 2015
  ident: 10.1016/j.jlamp.2016.11.002_br0170
  article-title: Applying the product lines paradigm to the quantitative analysis of collective adaptive systems
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