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references.bib
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@article{samuel1959some,
title={Some studies in machine learning using the game of checkers},
author={Samuel, Arthur L},
journal={IBM Journal of research and development},
volume={3},
number={3},
pages={210--229},
year={1959},
publisher={IBM}
}
@article{yuan2019developing,
title={Developing quantitative structure--property relationship models to predict the upper flammability limit using machine learning},
author={Yuan, Shuai and Jiao, Zeren and Quddus, Noor and Kwon, Joseph Sang-II and Mashuga, Chad V},
journal={Industrial \& Engineering Chemistry Research},
volume={58},
number={8},
pages={3531--3537},
year={2019},
publisher={ACS Publications}
}
@article{shen2003development,
title={Development and validation of k-nearest-neighbor QSPR models of metabolic stability of drug candidates},
author={Shen, Min and Xiao, Yunde and Golbraikh, Alexander and Gombar, Vijay K and Tropsha, Alexander},
journal={Journal of medicinal chemistry},
volume={46},
number={14},
pages={3013--3020},
year={2003},
publisher={ACS Publications}
}
@article{hansen2009benchmark,
title={Benchmark data set for in silico prediction of Ames mutagenicity},
author={Hansen, Katja and Mika, Sebastian and Schroeter, Timon and Sutter, Andreas and Ter Laak, Antonius and Steger-Hartmann, Thomas and Heinrich, Nikolaus and Muller, Klaus-Robert},
journal={Journal of chemical information and modeling},
volume={49},
number={9},
pages={2077--2081},
year={2009},
publisher={ACS Publications}
}
@book{murphy2022probabilistic,
title={Probabilistic machine learning: an introduction},
author={Murphy, Kevin P},
year={2022},
publisher={MIT press}
}
@book{smith2004introduction,
title={Introduction to chemical engineering thermodynamics},
author={Smith, Joseph Mauk and Van Ness, Hendrick C and Abbott, Michael M and Swihart, Mark Thomas},
year={2004},
publisher={McGraw-Hill Education},
edition={7th}
}
@book{haynes2016crc,
title={CRC handbook of chemistry and physics},
author={Haynes, William M},
year={2016},
publisher={CRC press}
}
@book{speight2017lange,
title={Lange's handbook of chemistry},
author={Speight, James G},
year={2017},
publisher={McGraw-Hill Education}
}
@book{glassey2018hybrid,
title={Hybrid modeling in process industries},
author={Glassey, Jarka and Von Stosch, Moritz},
year={2018},
publisher={CRC Press}
}
@article{von2014hybrid,
title={Hybrid semi-parametric modeling in process systems engineering: Past, present and future},
author={Von Stosch, Moritz and Oliveira, Rui and Peres, Joana and de Azevedo, Sebasti{\~a}o Feyo},
journal={Computers \& Chemical Engineering},
volume={60},
pages={86--101},
year={2014},
publisher={Elsevier}
}
@article{mcbride2020hybrid,
title={Hybrid Semi-parametric Modeling in Separation Processes: A Review},
author={McBride, Kevin and Sanchez Medina, Edgar Ivan and Sundmacher, Kai},
journal={Chemie Ingenieur Technik},
volume={92},
number={7},
pages={842--855},
year={2020},
publisher={Wiley Online Library}
}
@article{downs1993plant,
title={A plant-wide industrial process control problem},
author={Downs, James J and Vogel, Ernest F},
journal={Computers \& chemical engineering},
volume={17},
number={3},
pages={245--255},
year={1993},
publisher={Elsevier}
}
@book{russell2000data,
title={Data-driven Methods for Fault Detection and Diagnosis in Chemical Processes},
author={Evan L. Russell and Leo H. Chiang and Richard D. Braatz},
year={2000},
publisher={Springer London}
}