双线性模型与双线性池化是两个独立但理念相似的概念，它们在视觉识别领域发挥着关键作用。近期的研究表明，双线性池化方法能有效提升细粒度图像分类的性能。文章《Bilinear CNN Models for Fine-grained Visual Recognition》于ICCV2015发表，提出了一种创新的双线性池化策略来解决细粒度识别问题。在传统的图像...
A class of non-linear model, called a bilinear class, may be regarded as a plausible non-linear extension of ARMA, rather than of the AR model. Bilinear models incorporate cross-product ...Pham, D. T. (1993) Bilinear times series models. In Dimension estimation and models (ed. H. ...
bilinear model : 实质就是outer product,优点在于两个模态之间任意两个元素都能联系,但是带来了参数过大的缺点。所有的bilinear model(MCB,MLB)都是在解决这个问题。bilinear也可以看做是一种 fc层的替代品。 对于MUTAN,他用了Tucker分解的方法来减少参数,同时使用类似MLB的低秩矩阵来控制复杂程度,另一方面也提出Tuck...
链接:Multi-behavioral Sequential Prediction with Recurrent Log-bilinear Model 前言: 在本文中提出了一种循环对数双线性(RLBL)模型。它可以用行为特定的转换矩阵的历史序列来建模多种类型的行为。RLBL应用循环结构来建模长期上下文。它在每个隐藏层中建模几个项目,并采用位置特定的转换矩阵来建模短期上下文。此外,考虑...
如果特征x和特征y来自两个特征提取器,则被称为多模双线性池化(MBP,Multimodal Bilinear Pooling);如果特征x=特征y,则被称为同源双线性池化(HBP,Homogeneous Bilinear Pooling)或者二阶池化(Second-order Pooling)。此外,有些文章也把bilinear model称为bilinear pooling(这么做是有原因的,下文会分析)。
In this paper,afinite-orderARCH-typebilinearmodelispresented.Thestrictstationarityandergodicityofthismodelarediscussed. 给出了一个ARCH型有限阶双线性模型,讨论了这一模型的严平稳性及遍历性。 dictsearch.appspot.com 10. Secondly,linearandbilinearformulasareselectedto beinterpolationfunction. ...
Bilinear Model Predictive Control of a HVAC System Using Sequential Quadratic Programming We study the problem of heating, ventilation, and air conditioning (HVAC) control in a typical commercial building. We propose a model predictive control (MPC) approach which minimizes energy use while satisfying...
Model of disturbances is assumed to be a bilinear time-series model. Minimum-variance control of non-linear systems with bilinear model of disturbances is considered. For a generalized system model simple, weighed and generalized adaptive control algorithms are proposed. A comparison of different non...
Asymptotic properties for the first - order bilinear time series model - Kim, Billard - 1990Kim, W.Y. and Billard, L. (1990). Asymptotic properties for the first-order bilinear time series model. Communica- tions in Statistics-Theory and Methods, 19, 1171-1183....
Franklin. “Model Reduction via Balanced Realizations: An Extension and Frequency Weighting Techniques.” IEEE Transactions on Automatic Control 33, no. 7 (July 1988): 687–92. https://doi.org/10.1109/9.1280. [2] Oppenheim, Alan V., and Ronald W. Schafer, with John R. Buck. Discrete-...