DG‐GL: Differential geometry‐based geometric learning of molecular datasets
نویسندگان
چکیده
منابع مشابه
Intrinsic Geometric Information Transfer Learning on Multiple Graph-Structured Datasets
Graphs provide a powerful means for representing complex interactions between entities. Recently, new deep learning approaches have emerged for representing and modeling graphstructured data while the conventional deep learning methods, such as convolutional neural networks and recurrent neural networks, have mainly focused on the grid-structured inputs of image and audio. Leveraged by represen...
متن کاملOperating on Large Geometric Datasets
A data structure that explicitly stores the mininum possible structure will be more compact. Surprisingly, this may also lead to simpler algorithms. For example, how simple can a polyhedron P be? Consider the set of faces, F = {fi}. That permits the following operations 1. Inclusion determination: Point x is contained in P iff a semi-infinite ray from x crosses an odd number of fi. 2. Volume co...
متن کاملDifferential Geometric Regularization for Supervised Learning of Classifiers
We study the problem of supervised learning for both binary and multiclass classification from a unified geometric perspective. In particular, we propose a geometric regularization technique to find the submanifold corresponding to an estimator of the class probability P (y|x). The regularization term measures the volume of this submanifold, based on the intuition that overfitting produces rapi...
متن کاملLearning using Large Datasets
This contribution develops a theoretical framework that takes into account the effect of approximate optimization on learning algorithms. The analysis shows distinct tradeoffs for the case of small-scale and large-scale learning problems. Small-scale learning problems are subject to the usual approximation– estimation tradeoff. Large-scale learning problems are subject to a qualitatively differ...
متن کاملthe effects of integrating cooperative learning into vocabulary learning of elementary school students
the purpose of the research is to examine if integrating cooperative learning into vocabulary learning helps to increase word recognition of students in an elementary school in iran. it tries to investigate whether cooperative learning approach enables students to improve their language learning. this research used stad (students team achievement division) as a cooperative model in this study. ...
15 صفحه اولذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: International Journal for Numerical Methods in Biomedical Engineering
سال: 2019
ISSN: 2040-7939,2040-7947
DOI: 10.1002/cnm.3179