[PDF] Top 20 Representation and Learning of Temporal Relations
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Representation and Learning of Temporal Relations
... evaluating learning of temporal information, one must also be wary of timeline pollu- tion (Bergmeir and Ben´ıtez, 2012) – that is, introducing later knowledge into the training set that might give clues as ... See full document
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SSCC TD: a serial and simultaneous configural cue compound stimuli representation for temporal difference learning
... configural representation is embedded within the well-established CSC TD real time ...of Temporal Difference to accurately predict solution of complex discriminations, such as negative patterning, that rely ... See full document
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Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction
... deep learning methods, especially long short- term memory neural networks (LSTMs), can improve the performance of traditional demand prediction methods only based on temporal representation, such ... See full document
8
SSCC TD: A Serial and Simultaneous Configural-Cue Compound Stimuli Representation for Temporal Difference Learning
... configural representation is embedded within the well-established CSC TD real time ...of Temporal Difference to accurately predict solution of complex discriminations, such as negative patterning, that rely ... See full document
25
Machine Learning of Temporal Relations
... machine- learning approach to the problem of TLINK ex- traction was that of (Boguraev and Ando 2005), who trained a classifier on Timebank ...within-sentence temporal rela- tions in Chinese ...ambiguous) ... See full document
8
representation learning
... • Two case studies based on autoencoders and convolutional neural networks have been discussed where representation learning is used. • Various other models are used for re[r] ... See full document
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Video Scene Understanding: Semantic-based representation, Temporal Variation Modeling, Multi-Task Learning
... The first step is crucial for the good performance of the second one. In fact, the information discarded at this step can hardly be recovered afterwards. For example, if the codebook is defined based on local motion ... See full document
141
Physics mobile learning of local culture (fiddle) to improve the verbal and diagram representation competence
... the learning difficulties, students need to improve the problem-solving ...to learning. Representation is one example of problem solving ...abilities. Representation is the way of students’ ... See full document
7
Learning functional object categories from a relational spatio-temporal representation
... After applying event and object learning, we obtain the object hi- erarchy in fig. 3. While our procedure outputs a hierarchy of object IDs, we replace these labels with the corresponding objects from the video, ... See full document
6
Annotating and measuring temporal relations in texts
... annotating temporal relations in a text and to pro- pose a methodology for the ...of temporal ad- juncts, a major source of information in the ...of temporal infor- mation we have used will ... See full document
7
Formal Representation of Temporal Expressions
... of temporal link between events and / or temporal instances: prepositions, conjunctions ...the Temporal Link, represents the temporal relationship holding between events, times, or between an ... See full document
11
II. ANN BASED SYSTEM
... There are several drawbacks to this approach, which basically uses a spatial metaphor for time. Firstly, it requires that there be some interface with the world which buffers the input so that it can be presented all at ... See full document
6
Identifying Temporal Relations by Sentence and Document Optimizations
... identification. Ha et al. adopted a Markov Logic for identifying temporal relations in TempEval-2 (Ha et al., 2010), but their global model at document level could not improve upon their local model in the ... See full document
10
SphereRE: Distinguishing Lexical Relations with Hyperspherical Relation Embeddings
... Lexical relations describe how meanings of terms relate to each ...Typical relations in- clude hypernymy, synonymy, meronymy, ...lexical relations is vital for NLP applications, and is also chal- ... See full document
11
Memory-Augmented Temporal Dynamic Learning for Action Recognition
... for learning discriminative representation from raw visual ...action representation frame by frame and lack the capacity to model long-range dynam- ics across the temporal ...range ... See full document
9
Inferring Sentence internal Temporal Relations
... on temporal inference has focused on the automatic tagging of temporal expressions ...on learning the ordering of events from manually anno- tated data ... See full document
8
Learning to Temporally Order Medical Events in Clinical Text
... 3 Representation of Medical Events (MEs) Clinical narratives contain unstructured text describ- ing various MEs including conditions, diagnoses and tests in the history of a patient, along with some information on ... See full document
5
Temporal Signals Help Label Temporal Relations
... the temporal order of events and times in a text is difficult, though humans can readily perform this ...the temporal relation: expres- sions like “before” and “as soon ...of temporal ... See full document
6
Grete Hermann as Neo-Kantian Philosopher of Space and Time Representation
... As Hermann now points out, and this is a clear result of her work with Nelson, causation is fully part of the phenomenal con- tinuum side of the antinomy. Appearances are not caused by un- known things in themselves, ... See full document
20
Regular relations for temporal propositions
... in temporal logic for since and until, leaves temporal logic out of Discourse Representation Theory (Kamp and Reyle 1993: 492) and works instead with ...Introducing relations R [ϕ] moves us, I ... See full document
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