Context-aware (long short-term memory recurrent neural network) and context-unaware (linear regression) models are contrasted and compared. Different meta-modelling techniques are applied to provide final labels for each dimension based on unimodal predictions. This study shows that context-awareness ...
DPTNet models the speech sequences directly conditioning on context and can learn the order info in speech seqs without positional encodings and model effectively for extremely long sequences of speech signals. 本文使用 Zhihu On VSCode 创作并发布 ...
In this section, we present related work in two research fields: First, we review previous works that integrated contextual modeling into Markov models. Second, we introduce relevant research in the area of context-aware recommendation systems which inspired us in the design of the suggested methods...
1 performance of stochastic models (Chua et al., 2018) significantly improves when combined with our method 2 our motivation is that predicting backward transitions can also capture contextual information while mitigating the risk of overly focusing on predicting only the ”seen” forward dynamics. 预...
Context information presents a series of characteristics,such as diversity,dynamics,and complexity,the multi-dimensional context-aware model in which context information is divided into accuracy/fuzzy,fast/slow,time/spatial and history/future four dimensions is proposed.And accuracy/fuzzy and fast/slow ...
context-aware models like Riboformer will make it possible to study translation dynamics in a cell state and cell type-specific manner. Riboformer can be used as a pure sequence-based model when the reference input is masked, or in combination with other computational methods such asScikit-ribo...
Amongst them are the lack of context-aware models for access control, and reliance on identity or capability-based access control schemes. Additionally, the unique service access control features required in Web services technology are not captured in existing schemes. In this paper, we motivate ...
Drawing requirements and models from reactive and real-time systems, we propose a self-configurable data mediation infrastructure for Smart Environments an... M Zhao,G Privat,E Rutten,... 被引量: 7发表: 2014年 A New Approach for Accessible Interaction within Smart Homes through Virtual Reality ...
1. 2017 ACL(short paper) How to make context more useful? An empirical study on context-aware neural conversational models. 本文主要是对如何在多轮对话系统中更好的利用Context信息(问题1)以及利用Context信息有什么影响(问题2)进行了系统的实验对比和总结。 另外提出了一种显示计算Context和Query相似性的一...
Best models are bold, second best models are italic. Ablation study 分别验证三个模块: context-aware representations of questions and responses monotonic attention mechanism Rasch model-based embeddings 1、context-aware representations of questions and responses 对比的模型是 \mathrm{AKT}^{\mathrm{raw}}...