到处抄来的写作用语（全）

B be mandatory to A    对A来说B是必不可少的
the application of dimensionality reduction techniques is mandatory to enhance the discrimination capacity of the dataset.

In spite of  尽管
In spite of this drawback, they often provide better results。

decent   adj. 体面的；得体的；合适的像样的；相当不错的；尚好的；正派的
The training process of a CNN model requires a decent loss function to evaluate the resulting error of a run.

crucial    决定性的；美光；关键的；至关重要的；关键性的
当important 用就是了

Innovative    adj. 引进新思想的；采用新方法的；革新的；创新的
An Innovative Multi-Model Neural Network Approach for Feature Selection in Emotion  Recognition Using Deep Feature Clustering

attributes    n.属性；象征 v.把…归因于；认为…属于；认为某人(某物)具有某种特性 网络:特征；特质；基本属性
using Deep Feature Clustering (DFC) to select high-quality attributes

opposed adj.截然不同；强烈反对
opposed to traditional feature selection methods
We ate in the restaurant, as opposed to the bistro. 我们是在餐厅吃的饭，而不是在小饭馆。

omit     v.忽略；怠慢；（有意）省去
The DFC method shortens the training time on the network by omitting unusable attributes. 

diversity    n.多样性；多样化；差异（性）；不同（点）
due to the diversity of human emotions,

devise    v.设计；制定；发明；创造
当design用

perform      v.执行；履行；表演；做
we design an eigenvalue logarithm layer to perform Riemannian computing on the resulting SPD matrices for regular output layers.

undesirable    adj.不想要的；不得人心的；易惹麻烦的
Applying Euclidean geometry to SPD matrices directly often results in undesirable effects.

surpassed    v.超过；优于
However, all the existing methods merely apply shallow learning, with which traditional methods  are typically surpassed by recent popular deep learning methods in many contexts in artificial intelligence and visual recognition.

Analogously to    类似地；类似于
Analogously to the well-known convolutional network, the proposed method balabalabalabala

To this end    为此
To this end, we design the balabala

infeasible    adj.不能实行的

concrete      adj. 混凝土的；具体的；有形的  n. 水泥，混凝土
concrete evidence/proposals/proof    确凿的证据；具体的建议；确实的证明

offers the ability to      提供做。。。的能力
This module is essential in our method, which offers the ability to leverage data from other subjects in the target domain.

persuasive    adj.有说服力的；令人信服的 n.动机；劝告
the classificationaccuracies are not persuasive.

struggle to ..., resulting in..  难以...导致...
these approaches often struggle to encode all of the various types of relationships into a single distance metric, resulting in a loss of generality.

aforementioned   adj.前面提到的；上述的
these aforementioned methods ...

In consequence      因此
等同于So之类的。
 

integrated into   整合进
SL-based algorithms have been integrated into deep neural networks to perform various Euclidean-based tasks.

upon   在…之上；在…上；在……上面
A study develops a new method upon our model.

mitigate       减轻；缓解；缓和；平息 。scarcity    缺乏；不足；稀少
In order to partially mitigate this scarcity，    

scarce   adv.勉强；刚；几乎不；简直不 adj.缺乏的；不足的；稀少的

diverse     adj.不同的；相异的；多种多样的；形形色色的

affordable     adj.负担得起的；实惠的

remarkable   adj.非凡的；奇异的；显著的；引人注目的

guarantee v. 保证；确保 （当ensure用）

neglect v.忽视；忽略；疏忽；疏于照顾 n.忽视；忽略；未被重视

alleviate v.减轻；缓解；缓和

aforementioned   adj.前面提到的；上述的
the aforementioned problem = the above problem

contaminated v.“contaminate”的过去分词和过去式; adj. 被污染的；受污染的；被感染的
EEG are easily contaminated by various artifacts and noise.

hinder v.阻碍；妨碍；阻止
it hinders the improvement of EEG classification accuracy

thus far      至此; 迄今为止
Thus far, many methods have been proposed successively

corrupt    v.使腐败；使堕落；行贿收买；败坏(风俗等)
..., which will corrupts the classification perforcance.

toward prep.对；朝；朝向；为了
..., which handles the above issues towards highly efficient and scalable feature representation.

in certain cases    在某些情况下
However, in certain cases, even if most features in one modalityare not discriminative for the classification, a small number of features in the same modality can still be highly discriminative.

aforementioned    前述的；前面提及的；前述提及的
Through the aforementioned discussions, we found that balabala

Against these odds 尽管如此；面对这些困难
Against these odds，balabala

in the current circumstances    在目前情况下
In the current circumstances，how to extract more abstract representations and deep features
becomes  a  research  hotspot.

lie in    存在于
The challenge with domain adaptation lies in finding the best adaptation process.

Building on the aforementioned studies,    在上述研究的基础上，

ample   充足的，足够的。
there is an ample amount of data for training.