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991.
992.
Boosting support vector machines for imbalanced data sets 总被引:2,自引:2,他引:0
Real world data mining applications must address the issue of learning from imbalanced data sets. The problem occurs when
the number of instances in one class greatly outnumbers the number of instances in the other class. Such data sets often cause
a default classifier to be built due to skewed vector spaces or lack of information. Common approaches for dealing with the
class imbalance problem involve modifying the data distribution or modifying the classifier. In this work, we choose to use
a combination of both approaches. We use support vector machines with soft margins as the base classifier to solve the skewed
vector spaces problem. We then counter the excessive bias introduced by this approach with a boosting algorithm. We found
that this ensemble of SVMs makes an impressive improvement in prediction performance, not only for the majority class, but
also for the minority class. 相似文献
993.
Short text similarity based on probabilistic topics 总被引:1,自引:0,他引:1
Xiaojun Quan Gang Liu Zhi Lu Xingliang Ni Liu Wenyin 《Knowledge and Information Systems》2010,25(3):473-491
In this paper, we propose a new method for measuring the similarity between two short text snippets by comparing each of them
with the probabilistic topics. Specifically, our method starts by firstly finding the distinguishing terms between the two
short text snippets and comparing them with a series of probabilistic topics, extracted by Gibbs sampling algorithm. The relationship
between the distinguishing terms of the short text snippets can be discovered by examining their probabilities under each
topic. The similarity between two short text snippets is calculated based on their common terms and the relationship of their
distinguishing terms. Extensive experiments on paraphrasing and question categorization show that the proposed method can
calculate the similarity of short text snippets more accurately than other methods including the pure TF-IDF measure. 相似文献
994.
995.
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997.
Weblogs are increasingly popular modes of communication and they are frequently used as mediums for emotional expression in the ever changing online world. This work uses blogs as object and data source for Chinese emotional expression analysis. First, a textual emotional expression space model is described, and based on this model, a relatively fine-grained annotation scheme is proposed for manual annotation of an emotion corpus. In document and paragraph levels, emotion category, emotion intensity, topic word and topic sentence are annotated. In sentence level, emotion category, emotion intensity, emotional keyword and phrase, degree word, negative word, conjunction, rhetoric, punctuation, objective or subjective, and emotion polarity are annotated. Then, using this corpus, we explore these linguistic expressions that indicate emotion in Chinese, and present a detailed data analysis on them, involving mixed emotions, independent emotion, emotion transfer, and analysis on words and rhetorics for emotional expression. 相似文献
998.
Alexander I. Iliev Michael S. Scordilis João P. Papa Alexandre X. Falcão 《Computer Speech and Language》2010,24(3):445-460
A new method for the recognition of spoken emotions is presented based on features of the glottal airflow signal. Its effectiveness is tested on the new optimum path classifier (OPF) as well as on six other previously established classification methods that included the Gaussian mixture model (GMM), support vector machine (SVM), artificial neural networks – multi layer perceptron (ANN-MLP), k-nearest neighbor rule (k-NN), Bayesian classifier (BC) and the C4.5 decision tree. The speech database used in this work was collected in an anechoic environment with ten speakers (5 M and 5 F) each speaking ten sentences in four different emotions: Happy, Angry, Sad, and Neutral. The glottal waveform was extracted from fluent speech via inverse filtering. The investigated features included the glottal symmetry and MFCC vectors of various lengths both for the glottal and the corresponding speech signal. Experimental results indicate that best performance is obtained for the glottal-only features with SVM and OPF generally providing the highest recognition rates, while for GMM or the combination of glottal and speech features performance was relatively inferior. For this text dependent, multi speaker task the top performing classifiers achieved perfect recognition rates for the case of 6th order glottal MFCCs. 相似文献
999.
1000.
The metal multi-user MEMS processes (MetalMUMPs) provide one nickel film, two silicon nitride films and one polysilicon film
for constructing various nickel MEMS devices. The two silicon nitride films are either bonded together as a bi-layered structure
or they sandwich the polysilicon film to form a tri-layered structure to support nickel structures. The residual stress difference
of the two silicon nitride films causes undesired deformations of suspended MetalMUMPs devices. In this paper, the residual
stress difference of the two MetalMUMPs silicon nitride thin films is calibrated and the result is 169 MPa. The Young’s modulus
of the MetalMUMPs nitride films is also measured, which is 209 GPa. 相似文献