Top suggestions for Tain ING Multiple Machine Learning ModelExplore more searches like Tain ING Multiple Machine Learning ModelPeople interested in Tain ING Multiple Machine Learning Model also searched for |
Related Products
Explore more searches like Tain
ING Multiple Machine Learning Model
+techniques+are+in+solving+problems+involving+data+with+large+dimensionality%252C+explaining+the+results+from+the+fitted+parameters+remains+a+challenging+task+of+utmost+importance%252C+especially+in+physics+applications.+This+work+shows+how+this+can+be+accomplished+for+the+ferromagnetic+Ising+model%252C+the+main+target+of+several+ML+studies+in+statistical+physics.+Here+it+is+demonstrated+that+the+successful+unsupervised+identification+of+the+phases+and+order+parameter+by+principal+component+analysis%252C+a+common+method+in+those+studies%252C+detects+that+the+magnetization+per+spin+has+its+greatest+variation+with+the+temperature%252C+the+actual+control+parameter+of+the+phase+transition.+Then%252C+by+using+a+neural+network+(NN)+without+hidden+layers+(the+simplest+possible)+and+informed+by+the+symmetry+of+the+Hamiltonian%252C+an+explanation+is+provided+for+the+strategy+used+in+finding+the+supervised+learning+solution+for+the+critical+temperature+of+the+model%27s+continuous+phase+transition.+This+allows+the+prediction+of+the+minimal+extension+of+the+NN+to+solve+the+problem+when+the+symmetry+is+not+known%252C+which+becomes+also+explainable.+These+results+pave+the+way+to+a+physics-informed+explainable+generalized+framework%252C+enabling+the+extraction+of+physical+laws+and+principles+from+the+parameters+of+the+models.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.0ac5565d9dc2feb124bb5479dfbfd0aa%3frik%3dVA60px1a0EuQXQ%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Tain+ING+Multiple+Machine+Learning+Model&simid=608035347253233321&FORM=IRPRST&ck=D6CE32A37EB0C10AF2E948C7798FEA37&selectedIndex=13&itb=0)
Some results have been hidden because they may be inaccessible to you.Show inaccessible results
Feedback