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| 1 | Recent advances and applications of machine learning in solidstate materials science显示文摘One of the most exciting tools that have entered the material science toolbox in recent years is machine learning.This collection of statistical methods has already proved to be capable of considerably speeding up both fundamental and applied research.At present,we are witnessing an explosion of works that develop and apply machine learning to solid-state systems.We provide a comprehensive overview and analysis of the most recent research in this topic.As a starting point,we introduce machine learning principles,algorithms,descriptors,and databases in materials science.We continue with the description of different machine learning approaches for the discovery of stable materials and the prediction of their crystal structure.Then we discuss research in numerous quantitative structure–property relationships and various approaches for the replacement of first-principle methods by machine learning.We review how active learning and surrogate-based optimization can be applied to improve the rational design process and related examples of applications.Two major questions are always the interpretability of and the physical understanding gained from machine learning models.We consider therefore the different facets of interpretability and their importance in materials science.Finally,we propose solutions and future research paths for various challenges in computational materials science. | Jonathan Schmidt Mário R.G.Marques Silvana Botti Miguel A.L.Marques | 2019 | npj Computational Materials2019，，1： | 49 |
| 2 | Effectiveness of plaque in- dicators and air polishing for the sealing of pits and fissures 显示文摘 | Botti RH Bossh M Zallocco N | 2010 | Eur J Paediatr Dent2010，11，1： | 1 |
| 3 | A clinical trial in facial fat grafting:filtered and washed versus centrifuged fat显示文摘 | Botti G Pascali M Botti C | | 0，，06： | 1 |
| 4 | Self-assembled carbon nanotubes grown without catalyst from nanosized carbon particles adsorbed on silicon显示文摘 | Botti S Ciardi R Terranova M L Piccirillo S | 2002 | Applied Physicals Letters2002，80，： | 1 |
| 5 | A prospective analysis of pain experience,beliefs and attitudes,and pain management of a cohort of Danish surgical patients显示文摘 | Lorentzen V Hermansen IL Botti M | 2012 | Eur J Pain2012，16，2： | 1 |
| 6 | IL-21 in the pathogenesis and treatment of skin diseases显示文摘 | Costanzo A Chimenti M S Botti E | 2010 | J Dermatol Sci2010，60，2： | 1 |
| 7 | Lysyl oxidase activates the transcription activity of human collagene Ⅲ promoter:Possible involvement of Ku antigen显示文摘 | Giampuzzi M Botti G DiDuca M | 2000 | J Biol Chem2000，275，36： | 1 |
| 8 | Involvement of interleukin-21 in the epidermal hyperplasia of psoriasis 显示文摘 | Caruso R Botti E Sarra M | 2009 | Nat Med2009，15，9： | 1 |
| 9 | The planar-to-tubular structural transition in boron clusters from optical absorption 显示文摘 | MARQUES M A L BOTTI S | 2005 | J Chem Phys2005，123，01： | 1 |
| 10 | Contribution of fluorescence in situ hybridization to immunohistochemistry for the evaluation of HER-2 in breast cancer显示文摘 | Cianciulli A M Botti C Coletta A M | 2002 | Cancer Genet Cytogenet2002，133，1： | 1 |
| 11 | Native chemical ligation using removable N-alpha-(1-phenyl-2-mercaptoethyl)auxiliaries显示文摘 | Botti P Carrasco M R Kent S B H | | 0，，： | 1 |
| 12 | Incidence of chromosomes 1 and 17 aneusomy in breast cancer and adjacent tissue:an interphaee cytogenetic study显示文摘 | Botti C Pescatore B Mottolese M | 2000 | J Am Coll Surg2000，190，5： | 1 |
| 13 | Molecular identification of a new phytoplasma associated with alfalfa witches'-broom in Oman显示文摘 | Khan A J Botti S Al-Subhi A M | 2002 | Phytopathology2002，92，10： | 1 |
| 14 | The influence of patient complexity and nurses'ex- perience on haemodynamic decision - making following cardiac sur- gery显示文摘 | Currey J Botti M | 2006 | Intensive Crit Care Nurs2006，22，4： | 1 |
| 15 | Involvement of interleukin-21 in the epidermal hyperplasia of psoriasis显示文摘 | CARUSO R BOTTI E SARRA M | 2009 | Nature Medicine2009，15，9： | 1 |
| 16 | GPU accelerated flow solver for direct numerical simulation of turbulent flows 显示文摘 | Salvadore F Bernardini M Botti M | 2013 | Journal of Computational Physics2013，235，： | 1 |
| 17 | Percutaneous retrograde tibial access in limb salvage显示文摘 | Botti Charles F Ansel Gary M Silver Mitchell J | 2003 | J Endovasc Ther2003，10，： | 1 |
| 18 | A prospective analysis of pain experience, beliefs and attitudes, and pain management of acohort of Danish surgical patients显示文摘 | Lorentzen V Hermansen IL Botti M | 2012 | Eur J Pain2012，16，2： | 1 |
| 19 | Autophagy signaling and the cogwheels of cancer显示文摘 | Botti J Djavaheri-Mergny M Pilatte Y | 2006 | Autophagy2006，2，2： | 1 |
| 20 | Tumor biobanks in translational medicine 显示文摘 | Botti G Franco R Cantile M | 2012 | J Transl Med2012，10，： | 1 |
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