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2014 International Conference on Machine Learning and Cybernetics最新文献

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Financial named entity recognition based on conditional random fields and information entropy 基于条件随机场和信息熵的金融命名实体识别
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009718
Shuwei Wang, Ruifeng Xu, Bin Liu, Lin Gui, Yu Zhou
{"title":"Financial named entity recognition based on conditional random fields and information entropy","authors":"Shuwei Wang, Ruifeng Xu, Bin Liu, Lin Gui, Yu Zhou","doi":"10.1109/ICMLC.2014.7009718","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009718","url":null,"abstract":"Named entity recognition plays an important role in many natural language processing tasks, such as relation detection and information extraction. This paper presents a novel method to recognize named entities in financial news texts in three steps. First, the domain dictionary is applied to recognize stock names. Second, the full form FNEs are identified by incorporating internal features in a classifier based on Conditional Random Fields. Third, the mutual information, boundary entropy and context features are employed to recognize the abbreviation FNE candidates. The experiments completed on a Chinese financial dataset show that the proposed approach achieves 91.02% precision and 92.77% recall.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123192238","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 17
Real-time hand gesture feature extraction using depth data 基于深度数据的实时手势特征提取
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009118
Haozhe Huang, Zhaojie Ju, Honghai Liu
{"title":"Real-time hand gesture feature extraction using depth data","authors":"Haozhe Huang, Zhaojie Ju, Honghai Liu","doi":"10.1109/ICMLC.2014.7009118","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009118","url":null,"abstract":"In this paper, a novel method is proposed to extract hand gesture features in real-time from RGB-D images captured by the Microsoft's Kinect. A contour length information based de-noise method is introduced for the hand gesture smooth segmentation and edge contour extraction. In addition, a finger earth mover's distance algorithm is applied with a novel approach to locate the palm image and extract fingertip features. Especially the proposed Lasso algorithm can effectively extract the fingertip feature from a hand contour curve correctly with excellent real-time performance.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"44 2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123563344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
A kinect-based system for learning Chinese cultural festivals 基于动画的中国文化节日学习系统
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009652
Yi-Hsin Chang, Yu-Kai Lin
{"title":"A kinect-based system for learning Chinese cultural festivals","authors":"Yi-Hsin Chang, Yu-Kai Lin","doi":"10.1109/ICMLC.2014.7009652","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009652","url":null,"abstract":"A Kinect-based learning system for educating learners on Chinese cultural festivals is developed in this study. The primary design principle involves integrating augmented reality with situated learning to allow users to learn through immersion into a story setting, increasing their interests in learning and improving their learning outcomes. The system features the following characteristics: (a) Key elements of situated learning theory are used to design learning activities and content (b) Augmented reality functions are used to integrate virtual characters into real-life settings. This allows for actual spatial and physical experiences, assisting users to fully immerse in the story and settings, thereby developing student motor and cognitive skills. The Lantern Festival is used as the learning objective of this study, and students from two classes of fourth-grade level at Shengli Elementary School in Tainan City are recruited as the study participant In the experiment, the students are divided into a control group receiving traditional teaching and an experimental group that employs the system developed in this study. Finally, in addition to evaluating questionnaires and multiple intelligences of students, this study aims to assess their pretest and posttest results for determining student learning outcomes.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122072547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Rotated k-means hashing for image retrieval problems 旋转k-means散列用于图像检索问题
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009121
Li-Bin Zheng, Wing W. Y. Ng
{"title":"Rotated k-means hashing for image retrieval problems","authors":"Li-Bin Zheng, Wing W. Y. Ng","doi":"10.1109/ICMLC.2014.7009121","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009121","url":null,"abstract":"Hamming embedding is shown to be efficient for solving large scale image retrieval problems. The k-means hashing is applied to find compact binary codes for hashing. On the other hand, the iterative quantization hashing has been proposed to find better hash codes by minimizing the quantization error between binary hash code and hash function output values of images. The k-means hashing distorts the hypercube of binary codes to minimize quantization error while the iterative quantization hashing rotates the feature vector of images to minimize the quantization error. The proposed rotated k-means hashing combines the distortion of hypercube with the rotation of feature vector of images for further minimization of quantization error. Experimental results show the RKMH preserves good similarities among images.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"71 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121408982","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Region-based hierarchical tongue feature extraction 基于区域的分层舌头特征提取
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009723
Ching-Wei Huang, Yi-Jyun Chen, Tzu-Ting Yen, Kuan-Yi Lin, Duan-Yu Chen
{"title":"Region-based hierarchical tongue feature extraction","authors":"Ching-Wei Huang, Yi-Jyun Chen, Tzu-Ting Yen, Kuan-Yi Lin, Duan-Yu Chen","doi":"10.1109/ICMLC.2014.7009723","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009723","url":null,"abstract":"Tongue diagnosis is important in the Traditional Chinese Medicine (TCM). When doctors analyze the diseases, they usually observe the patient health base on the shape, color and size of tongue. In order to decrease the mistake of subjective judgment, we aim to develop an automatic tongue feature detection system that can help the doctor diagnosis in more scientific way. In this work, a novel region-based hierarchical filtering framework is proposed to robustly detect tongue features. Experiment results obtained using 14-subject dataset with the detection rate being above 70% shows the effectiveness of our proposed framework.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122677456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Application of fuzzy comprehensive evaluation method on evaluation model of college students 模糊综合评价法在大学生评价模型中的应用
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009694
Sheng Wu, Xiao-Xiao Li, Yuan Li
{"title":"Application of fuzzy comprehensive evaluation method on evaluation model of college students","authors":"Sheng Wu, Xiao-Xiao Li, Yuan Li","doi":"10.1109/ICMLC.2014.7009694","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009694","url":null,"abstract":"The style of study has a direct impact on the quality of school's education; and education quality directly affects the survival, development problem. Construction of good style of study is the universities' long-term and arduous task. Construction of good style of study is inseparable from the scientific and reasonable evaluation of the style of study. Academic atmosphere evaluation reflects the style of study of the present situation and existing problems, managers according to the evaluation results in the development of targeted academic improvement measures, so as to achieve the purpose to improve the style of study. Scientific and reasonable academic atmosphere evaluation is particularly important In order to realize the scientific and reasonable evaluation of the style of study is inseparable from the scientific and reasonable evaluation system and model study. How to establish a scientific, effective and simple style of study evaluation system and model? To solve this problem, the style of study construction, academic atmosphere evaluation can produce important influence.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129827877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dimension reduction techniques for accessing Chinese readability 中文易读性的降维技术
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009154
Yaw-Huei Chen, Ting-Chia Lin
{"title":"Dimension reduction techniques for accessing Chinese readability","authors":"Yaw-Huei Chen, Ting-Chia Lin","doi":"10.1109/ICMLC.2014.7009154","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009154","url":null,"abstract":"Machine learning-based techniques have been used to assess document readability in recent studies. One of the important issues of machine learning-based text classification techniques is to reduce the dimension of the document vectors. Different feature selection and feature extraction methods such as mutual information, chi-square test, information gain, PCA, and LSA are compared for assessing Chinese readability. We also compare classification techniques SVM and LDA. The experimental results indicate that the combination of chi-square feature selection method and SVM performs well.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129579944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
A new method for multiattribute decision making based on interval-valued intuitionistic fuzzy sets, PSO techniques and evidential reasoning methodology 基于区间值直觉模糊集、粒子群算法和证据推理方法的多属性决策新方法
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009149
Shyi-Ming Chen, Chu-Han Chiou
{"title":"A new method for multiattribute decision making based on interval-valued intuitionistic fuzzy sets, PSO techniques and evidential reasoning methodology","authors":"Shyi-Ming Chen, Chu-Han Chiou","doi":"10.1109/ICMLC.2014.7009149","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009149","url":null,"abstract":"In this paper, we propose a new multiattribute decision making method based on interval-valued intuitionistic fuzzy sets, particle swarm optimization (PSO) techniques and the evidential reasoning methodology. The proposed methods can overcome the drawbacks of the existing method for multiattribute decision making based on interval-valued intuitionistic fuzzy sets. It provides us with a useful way for multiattribute decision making based on interval-valued intuitionistic fuzzy sets.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"3 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120858870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Abnormal user detection based on instant messages 基于即时消息的异常用户检测
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009717
Wei Dai, Yuxin Ding, Chenglong Xue, Yibin Zhang, Guohua Wu
{"title":"Abnormal user detection based on instant messages","authors":"Wei Dai, Yuxin Ding, Chenglong Xue, Yibin Zhang, Guohua Wu","doi":"10.1109/ICMLC.2014.7009717","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009717","url":null,"abstract":"Instant messaging (IM) tools have been widely used in peoples' daily life. We study how to detect the identities of IM users from their chatting text. The abnormal detection model is employed to detect the identities of IM users. We use the topic model to find the relations between function words of chatting text, and extract the topic features to represent chatting text To improve the accuracy, we combine topic features with word based features to train the detection model, and achieve good experimental results.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"127 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121130431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Neighbourhood-assignment attribute reduction based on general binary relations 基于一般二元关系的邻域分配属性约简
2014 International Conference on Machine Learning and Cybernetics Pub Date : 2014-07-13 DOI: 10.1109/ICMLC.2014.7009712
Eric C. C. Tsang, Changzhong Wang, Du Yan, Jiaze Li
{"title":"Neighbourhood-assignment attribute reduction based on general binary relations","authors":"Eric C. C. Tsang, Changzhong Wang, Du Yan, Jiaze Li","doi":"10.1109/ICMLC.2014.7009712","DOIUrl":"https://doi.org/10.1109/ICMLC.2014.7009712","url":null,"abstract":"Attribute reduction based on discernibility matrix is one of the important issues in rough set theory. It is also vital to study attribute reduction based on general binary relations. In this paper, the concept of neighborhood-assignment consistent set of attribute reduction based on binary relations is first presented and some of its main properties are discussed. Then, a new attribute reduction method based on a neighborhood-assignment discernibility matrix is proposed. Finally, by applying the proposed attribute reduction method in a practical problem related to water pollutions, some main factors polluting water quality are obtained. The practical example shows that the proposed method is effective.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"27 1-2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121004307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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