[PDF] Top 20 Towards an optimal weighting of context words based on distance

... the proportion of correctly disambiguated words among all the word samples. The cross-validation is performed on the training data with leave-one- out and is shown as a hint of the capacity of the models. A ... See full document

... shortest distance to the target ...the optimal weighting matrix can compensate the impact of the refer- ence selection, the curves of all the WLS estimators with optimal weights will ... See full document

... of words into flatly organized classes is a very challenging task with quite low upper and lower bounds, which suggests that a considerable improvement on the baseline is hard to ...the weighting functions, ... See full document

... window-based context words and dependency-based features), and thus our methods requires a significant amount of ...NMF context as the best scoring ... See full document

... representing context words using a novel weighting schema consisting of a semantic component, and a temporal component, see Section ...chosen, based on ...of words (Neelakantan et ... See full document

... two weighting strategies are ...Euclidean distance) between the new example and the examples in the current window with respect to contextual ...current context (attribute weighting). In the ... See full document

... When we consider the summary against the document, the length of the summary is far less than the length of the document. And for that the summary to be effective, it should convey proper information, without any loss of ... See full document

... directed towards mixed statistical and contextual DC ...parametric context functions with the TF-IDF score and prove the efficacy of this approach in solving crossword ...and context based ... See full document

... vidual words, vectors are obtained via distribu- tional learning, the mechanisms for which varies from document-term matrix factorization (Lan- dauer and Dumais, 1997), various forms of deep learning (Collobert et ... See full document

... our context to the immedi- ately preceding tutor question and problem descrip- ...was based on previous work by Niraula and colleagues (2014) that showed that most of the referring expressions can be ... See full document

... This study was conducted to evaluate fluoride contamination in ground water of the central part of Nagaur district where ground water is the main source of drinking as well as irrigation. Samples from hand pumps and tube ... See full document

... In order to know the significance of difference between the mean scores of learning styles on students reasoning and problem solving ability, multivariate analysis of variance (MANOVA) was used to describe the directed  ... See full document

... Segments (1.a), (2.a), (3.a), (3.b) and (4.b) are explicit opinions. (1.b), (2.b) and (3.c) convey implicit opinions and (4.a) is subjective, but non- evaluative. (Wiebe et al., 2005) have already pro- posed an ... See full document

... The text classification can be performed in three steps:1) Preprocessing and then the features are weighted with various features to build the feature vectors space. 2) The classifier to generate model for test set ... See full document

... Some recent papers have used LSTMs or BiL- STMs, as we do, to define probability distributions over action sequences that operate directly on an in- put sequence. Such actions are aligned to the in- put. For example, ... See full document

... the words strongly collocated with sleep, the log-log score within five words of sleep was calculated, and lose, need, and want were ...w) words”; hence, five words were considered enough to ... See full document

... trasting positions correspond to topics given by join, religious, stand, support, conservative and prolife, killed, born, unborn, aborted. It can be seen that the first position gives a religious view whereas the second ... See full document

... the context of LMS use takes into account factors including the following: the content prevalence and extensiveness, ease of access and navigation, and course staff approachability ...frustration towards ... See full document

... [73]. Aminudin, N., Huda, M., Hehsan, A., Ripin, M.N., Haron, Z., Junaidi, J., Irviani, R., Muslihudin, M., Hidaya, S., Maseleno, A., Gumanti, M., Fauzi, A.N., Application program learning based on Android for ... See full document

... semidefinite weighting matrix is used to obtain consistent estimates of the ...a weighting matrix can be constructed and used for asymptotically efficient two-step ...suggested weighting matrix to ... See full document