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Reviews in Computational Chemistry (311)
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Mueller, T., Kusne, A. G., & Ramprasad, R. (2016). Machine Learning in Materials Science. Reviews in Computational Chemistry, 186–273. Portico.

Authors 3
  1. Tim Mueller (first)
  2. Aaron Gilad Kusne (additional)
  3. Rampi Ramprasad (additional)
References 181 Referenced 159
  1. 10.1002/sam.10034
  2. 10.1016/S1369-7021(05)71123-8
  3. 10.1063/1.2755487
  4. 10.1021/cm100795d
  5. 10.1103/PhysRevLett.91.135503
  6. 10.1038/srep02810
  7. 10.1021/ct400195d
  8. 10.1021/acs.jpclett.5b00831
  9. 10.1103/PhysRevB.92.014106
  10. 10.1021/jp401225b
  11. 10.1039/c1cp21668f
  12. 10.1103/PhysRevLett.104.136403
  13. 10.1103/PhysRevB.92.094306
  14. 10.1002/qua.24836
  15. 10.1103/PhysRevLett.108.253002
  16. 10.1038/srep06367
  17. 10.1002/sam.10018
  18. 10.1098/rstl.1763.0053
  19. {'key': 'e_1_2_1_20_2', 'volume-title': 'Solutions of Ill‐Posed Problems', 'author': 'Tikhonov A. N.', 'year': '1977'} / Solutions of Ill‐Posed Problems by Tikhonov A. N. (1977)
  20. 10.1080/01621459.1996.10477003
  21. 10.1103/PhysRev.106.620
  22. 10.1214/aos/1176344136
  23. 10.1109/TAC.1974.1100705
  24. {'key': 'e_1_2_1_25_2', 'volume-title': 'Introduction to Stochastic Search and Optimization: Estimation, Simulation, and Control', 'author': 'Spall J. C.', 'year': '2005'} / Introduction to Stochastic Search and Optimization: Estimation, Simulation, and Control by Spall J. C. (2005)
  25. 10.1007/978-1-4615-0015-5
  26. {'key': 'e_1_2_1_27_2', 'volume-title': 'Practical Methods of Optimization', 'author': 'Fletcher R.', 'year': '2013'} / Practical Methods of Optimization by Fletcher R. (2013)
  27. I.Guyon G.Cawley G.Dror andV.Lemaire Results of the Active Learning Challenge inJMLR: Workshop and Conference Proceedings 2011 vol 16 pp.19–45.Workshop on Active Learning and Experimental Design.
  28. {'key': 'e_1_2_1_29_2', 'volume-title': 'Active Learning Literature Survey', 'author': 'Settles B.', 'year': '2010'} / Active Learning Literature Survey by Settles B. (2010)
  29. {'key': 'e_1_2_1_30_2', 'volume-title': 'Design and Analysis of Experiments', 'author': 'Montgomery D. C.', 'year': '2012'} / Design and Analysis of Experiments by Montgomery D. C. (2012)
  30. 10.1007/978-1-4471-2099-5_1
  31. 10.1145/130385.130417
  32. 10.1007/978-0-387-84858-7
  33. 10.1214/aoms/1177728915
  34. 10.1214/aoms/1177731454
  35. 10.1214/aoms/1177706252
  36. {'key': 'e_1_2_1_37_2', 'first-page': '1', 'article-title': 'Relationships Among Several Optimality Criteria', 'volume': '247', 'author': 'Rady E. A.', 'year': '2009', 'journal-title': 'InterStat'} / InterStat / Relationships Among Several Optimality Criteria by Rady E. A. (2009)
  37. 10.1214/ss/1177009939
  38. {'key': 'e_1_2_1_39_2', 'first-page': '1099', 'volume-title': 'Handbook of Statistics', 'author': 'DasGupta A.', 'year': '1996'} / Handbook of Statistics by DasGupta A. (1996)
  39. 10.1111/j.1744-6570.1948.tb01292.x
  40. 10.1177/001316445101100101
  41. 10.1080/01621459.1975.10479865
  42. 10.1111/j.2517-6161.1974.tb00994.x / J. R. Stat. Soc. Ser. B Methodol. / Cross‐Validatory Choice and Assessment of Statistical Predictions by Stone M. (1974)
  43. 10.1214/aos/1176344552
  44. 10.2307/2965703
  45. 10.1198/016214504000000692
  46. {'key': 'e_1_2_1_47_2', 'first-page': '1137', 'volume-title': "IJCAI'95 Proceedings of the 14th International Joint Conference on Artificial Intelligence", 'author': 'Kohavi R.', 'year': '1995'} / IJCAI'95 Proceedings of the 14th International Joint Conference on Artificial Intelligence by Kohavi R. (1995)
  47. 10.1006/jmps.1999.1279
  48. 10.1214/09-SS054
  49. 10.2307/2685844
  50. 10.1016/j.csda.2010.03.004
  51. 10.1080/00401706.1970.10488634
  52. 10.1111/j.2517-6161.1996.tb02080.x / J. R. Stat. Soc. Ser. B Methodol. / Regression Shrinkage and Selection via the Lasso by Tibshirani R. (1996)
  53. 10.1109/TIT.2006.871582
  54. 10.1137/080725891
  55. 10.1007/BF00994018
  56. 10.1023/A:1009715923555
  57. 10.1039/B918972F
  58. 10.2307/1909468
  59. 10.1002/nav.3800030109
  60. 10.1023/A:1018628609742
  61. {'key': 'e_1_2_1_62_2', 'first-page': '821', 'article-title': 'Theoretical Foundations of the Potential Function Method in Pattern Recognition Learning', 'volume': '25', 'author': 'Aizerman M.', 'year': '1964', 'journal-title': 'Autom. Remote Control'} / Autom. Remote Control / Theoretical Foundations of the Potential Function Method in Pattern Recognition Learning by Aizerman M. (1964)
  62. 10.1098/rsta.1909.0016
  63. 10.1090/S0002-9947-1950-0051437-7
  64. 10.1007/3-540-44581-1_27
  65. 10.1214/aoms/1177697089
  66. {'key': 'e_1_2_1_67_2', 'first-page': '515', 'volume-title': '(ICML‐1998) Proceedings of the 15th International Conference on Machine Learning', 'author': 'Saunders C.', 'year': '1998'} / (ICML‐1998) Proceedings of the 15th International Conference on Machine Learning by Saunders C. (1998)
  67. 10.1007/BF02478259
  68. 10.1037/h0042519
  69. {'key': 'e_1_2_1_70_2', 'volume-title': 'Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences', 'author': 'Werbos P.', 'year': '1974'} / Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences by Werbos P. (1974)
  70. 10.1016/0893-6080(89)90003-8
  71. 10.1109/72.97934
  72. 10.1109/5.58323
  73. {'key': 'e_1_2_1_74_2', 'volume-title': 'Neural Networks: A Comprehensive Foundation', 'author': 'Haykin S.', 'year': '1998'} / Neural Networks: A Comprehensive Foundation by Haykin S. (1998)
  74. 10.1038/nbt0908-1011
  75. 10.1023/A:1009744630224
  76. 10.1109/21.97458
  77. 10.1002/widm.8
  78. 10.1007/s11249-012-9975-y
  79. 10.1016/j.micromeso.2008.07.027
  80. 10.1016/0020-0190(76)90095-8
  81. 10.1007/BF00116251
  82. {'key': 'e_1_2_1_83_2', 'volume-title': 'Classification and Regression Trees', 'author': 'Breiman L.', 'year': '1984'} / Classification and Regression Trees by Breiman L. (1984)
  83. {'key': 'e_1_2_1_84_2', 'first-page': '128', 'volume-title': 'Proceedings of the Ninth European Conference on Machine Learning', 'author': 'Wang Y.', 'year': '1997'} / Proceedings of the Ninth European Conference on Machine Learning by Wang Y. (1997)
  84. 10.1023/A:1022604100933
  85. 10.1016/S0020-7373(87)80053-6
  86. 10.1023/A:1010933404324
  87. 10.1109/MCAS.2006.1688199
  88. 10.1007/s10462-009-9124-7
  89. R.MaclinandD.Opitz arXiv preprint arXiv:1106.0257 (2011).Popular Ensemble Methods: An Empirical Study.
  90. 10.1007/BF00058655
  91. 10.1007/BF00116037
  92. 10.1006/jcss.1997.1504
  93. 10.1007/s10994-009-5165-z
  94. {'key': 'e_1_2_1_95_2', 'first-page': '183', 'volume-title': 'Proceedings of the First International Conference on Genetic Algorithms', 'author': 'Cramer N. L.', 'year': '1985'} / Proceedings of the First International Conference on Genetic Algorithms by Cramer N. L. (1985)
  95. {'key': 'e_1_2_1_96_2', 'volume-title': 'Genetic Programming: On the Programming of Computers by Means of Natural Selection', 'author': 'Koza J. R.', 'year': '1992'} / Genetic Programming: On the Programming of Computers by Means of Natural Selection by Koza J. R. (1992)
  96. {'key': 'e_1_2_1_97_2', 'first-page': '768', 'volume-title': "IJCAI'89 Proceedings of the 11th International Joint Conference on Artificial Intelligence", 'author': 'Koza J. R.', 'year': '1989'} / IJCAI'89 Proceedings of the 11th International Joint Conference on Artificial Intelligence by Koza J. R. (1989)
  97. 10.1162/evco.1995.3.1.17
  98. {'key': 'e_1_2_1_99_2', 'volume-title': 'Late Breaking Papers at the 1997 Genetic Programming Conference', 'author': 'Rodriguez‐Vazquez K.', 'year': '1997'} / Late Breaking Papers at the 1997 Genetic Programming Conference by Rodriguez‐Vazquez K. (1997)
  99. 10.1617/s11527-009-9559-y
  100. 10.1016/j.conbuildmat.2007.04.021
  101. 10.1016/j.cemconres.2004.03.028
  102. 10.1016/j.conbuildmat.2010.09.010
  103. 10.1080/10426910701323326
  104. {'key': 'e_1_2_1_105_2', 'article-title': 'Prediction of Surface Roughness with Genetic Programming', 'volume': '157', 'author': 'Brezocnik M.', 'year': '2004', 'journal-title': 'J. Mater. Process. Technol.'} / J. Mater. Process. Technol. / Prediction of Surface Roughness with Genetic Programming by Brezocnik M. (2004)
  105. 10.1081/AMP-120022023
  106. 10.1103/PhysRevB.89.115202
  107. R.Poli W. B.Langdon N. F.McPhee andJ. R.Koza A Field Guide to Genetic Programming Lulu.com 2008.
  108. 10.1086/289110
  109. 10.1002/chem.200802683
  110. {'key': 'e_1_2_1_111_2', 'volume-title': 'Information Theory and Statistics', 'author': 'Kullback S.', 'year': '2012'} / Information Theory and Statistics by Kullback S. (2012)
  111. 10.1214/aoms/1177729694
  112. 10.1098/rspa.1946.0056
  113. {'key': 'e_1_2_1_114_2', 'volume-title': 'Computer Vision and Pattern Recognition, 1997. Proceedings, 1997 IEEE Computer Society Conference on', 'author': 'Puzicha J.', 'year': '1997'} / Computer Vision and Pattern Recognition, 1997. Proceedings, 1997 IEEE Computer Society Conference on by Puzicha J. (1997)
  114. 10.1109/TPAMI.2003.1195991
  115. 10.1088/0965-0393/21/1/015003
  116. 10.1117/12.143648
  117. 10.1109/TASSP.1978.1163055
  118. 10.1109/ICCV.1998.710701
  119. 10.1023/A:1026543900054
  120. {'key': 'e_1_2_1_121_2', 'first-page': '117', 'volume-title': 'Proceedings of the Eighth Australasian Data Mining Conference', 'author': 'Al‐Naymat G.', 'year': '2009'} / Proceedings of the Eighth Australasian Data Mining Conference by Al‐Naymat G. (2009)
  121. 10.3233/IDA-2007-11508
  122. 10.1109/ICCV.2009.5459199
  123. 10.1109/34.1000236
  124. 10.1038/2021034a0
  125. {'key': 'e_1_2_1_126_2', 'volume-title': 'Clustering Stability', 'author': 'Von Luxburg U.', 'year': '2010'} / Clustering Stability by Von Luxburg U. (2010)
  126. 10.1002/hbm.1031
  127. 10.1198/016214503000000666
  128. {'key': 'e_1_2_1_129_2', 'volume-title': 'A Quick and Gentle Guide to Constraint Logic Programming via ECLiPSe', 'author': 'Niederliński A.', 'year': '2011'} / A Quick and Gentle Guide to Constraint Logic Programming via ECLiPSe by Niederliński A. (2011)
  129. 10.1016/j.intermet.2005.05.013
  130. {'key': 'e_1_2_1_131_2', 'volume-title': 'Discrete‐Time Signal Processing', 'author': 'Oppenheim A. V.', 'year': '1989'} / Discrete‐Time Signal Processing by Oppenheim A. V. (1989)
  131. {'key': 'e_1_2_1_132_2', 'volume-title': 'Advanced Topics in Signal Processing', 'author': 'Lim J. S.', 'year': '1987'} / Advanced Topics in Signal Processing by Lim J. S. (1987)
  132. 10.1016/j.actamat.2007.09.039
  133. 10.1063/1.4803530
  134. 10.1063/1.3216809
  135. 10.1007/978-3-642-23786-7_39
  136. 10.1103/PhysRevLett.108.058301
  137. 10.1103/PhysRev.140.A1133
  138. 10.1103/PhysRev.136.B864
  139. 10.1021/ed042p502
  140. 10.1007/s00894-007-0233-4
  141. {'key': 'e_1_2_1_142_2', 'volume-title': 'Interatomic Potentials', 'author': 'Torrens I.', 'year': '2012'} / Interatomic Potentials by Torrens I. (2012)
  142. 10.1063/1.3553717
  143. 10.1103/PhysRevLett.98.146401
  144. 10.1038/nmat2321
  145. 10.1038/335201a0
  146. 10.1038/nmat1691
  147. Fiz Karlsruhe Inorganic crystal structure database(http://www.fiz‐karlsruhe.de/icsd.html accessed October 9 2015).
  148. 10.1063/1.4704546
  149. 10.1007/BF02980577
  150. 10.1016/0378-4371(84)90096-7
  151. 10.1361/105497102770331596
  152. 10.1103/PhysRevB.73.224207
  153. 10.1103/PhysRevB.46.12587
  154. 10.1103/PhysRevB.70.155108
  155. 10.1103/PhysRevB.80.024103
  156. 10.1103/PhysRevB.86.144201
  157. 10.1103/PhysRevB.87.035125
  158. {'key': 'e_1_2_1_159_2', 'first-page': '199', 'volume-title': 'Department of Materials Science and Engineering', 'author': 'Mueller T.', 'year': '2007'} / Department of Materials Science and Engineering by Mueller T. (2007)
  159. 10.1103/PhysRevB.88.155105
  160. 10.1103/PhysRevLett.65.353
  161. 10.1103/PhysRevB.82.184107
  162. 10.1103/PhysRevB.80.165122
  163. 10.1103/PhysRevB.83.224111
  164. 10.1016/j.commatsci.2008.01.039
  165. 10.1016/S0043-1648(99)00129-5
  166. 10.1179/026708302225002065
  167. 10.1016/S0921-5093(01)00913-3
  168. 10.1179/136217101101538622
  169. 10.1007/s11837-011-0057-7
  170. 10.1016/j.ndteint.2009.05.002
  171. 10.1088/0965-0393/17/2/025002
  172. 10.1109/TIP.2013.2284071
  173. L.Huffman J.Simmons M.De Graef andI.Pollak inProceedings of IEEE Statistical Signal Processing Workshop 2011 pp.28–30.Shape Priors for MAP Segmentation of Alloy Micrographs Using Graph Cuts. (10.1109/SSP.2011.5967788)
  174. 10.1016/j.msea.2007.10.087
  175. {'key': 'e_1_2_1_176_2', 'volume-title': 'Informatics for Materials Science and Engineering: Data‐Driven Discovery for Accelerated Experimentation and Application', 'author': 'Rajan K.', 'year': '2013'} / Informatics for Materials Science and Engineering: Data‐Driven Discovery for Accelerated Experimentation and Application by Rajan K. (2013)
  176. 10.1103/PhysRevLett.110.146805
  177. 10.1016/j.spmi.2010.12.011
  178. 10.1103/PhysRevB.83.045201
  179. 10.1103/PhysRevLett.100.206403
  180. 10.1016/j.jnoncrysol.2008.02.021
  181. 10.1103/PhysRevB.58.15624
Dates
Type When
Created 9 years, 3 months ago (May 6, 2016, 9:40 p.m.)
Deposited 1 year, 2 months ago (June 16, 2024, 3:54 a.m.)
Indexed 2 days, 4 hours ago (Sept. 4, 2025, 9:50 a.m.)
Issued 9 years, 5 months ago (April 1, 2016)
Published 9 years, 5 months ago (April 1, 2016)
Published Online 9 years, 4 months ago (May 6, 2016)
Published Print 9 years, 5 months ago (April 1, 2016)
Funders 0

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@misc{Mueller_2016, title={Machine Learning in Materials Science: Recent Progress and Emerging Applications}, ISBN={9781119148739}, ISSN={1934-5372}, url={http://dx.doi.org/10.1002/9781119148739.ch4}, DOI={10.1002/9781119148739.ch4}, journal={Reviews in Computational Chemistry}, publisher={Wiley}, author={Mueller, Tim and Kusne, Aaron Gilad and Ramprasad, Rampi}, year={2016}, month=apr, pages={186–273} }