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2011 International Conference on Machine Learning and Cybernetics最新文献

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Ant colony optimization for wireless sensor networks routing 无线传感器网络路由的蚁群优化
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016670
Jianfeng Yan, Yang Gao, Lu Yang
{"title":"Ant colony optimization for wireless sensor networks routing","authors":"Jianfeng Yan, Yang Gao, Lu Yang","doi":"10.1109/ICMLC.2011.6016670","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016670","url":null,"abstract":"Due to energy limitation of sensors, maximization of lifetime is the key to performance of WSN routing protocol. In this paper, we introduce a heuristic way to reduce energy consumption in WSNs routing process using Ant Colony Optimization. We introduce three Ant Colony Optimization algorithms, the Ant System, Ant Colony System and improved AS and their application in WSN routing process. The simulation results show that ACO is an effective way to reduce energy consumption and maximize WSN lifetime.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"447 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133781087","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: 40
The recommendation of medicines based on multiple criteria decision making and domain ontology — An example of anti-diabetic medicines 基于多标准决策和领域本体的药物推荐——以抗糖尿病药物为例
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016682
R. Chen, Jiun Yao Chiu, Cho Tsan Batj
{"title":"The recommendation of medicines based on multiple criteria decision making and domain ontology — An example of anti-diabetic medicines","authors":"R. Chen, Jiun Yao Chiu, Cho Tsan Batj","doi":"10.1109/ICMLC.2011.6016682","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016682","url":null,"abstract":"A recommendation system can help user to make requirement analysis and to recommend better decision from much complex information. This research is concentrated on medical prescription recommendation. According to the statistics of Department of Health, diabetes was the top ten of death in Taiwan. Therefore, developing an effective treatment for diabetes is very important. The purpose of this study is to develop a decision support system to assist a doctor to make more appropriate decision in selecting drugs. We first built the ontology of diabetic knowledge and compute medication by multiples criteria decision making method (MCDM). The entropy was used to compute data of patient's history and then take this result to integrate medicine knowledge ontology to list appropriate medications. Finally, more suitable medications are recommended to doctors. Primary experiments proof our method is useful.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114703447","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: 20
Clustering web documents based on Multiclass spectral clustering 基于多类谱聚类的web文档聚类
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6017004
Xing He, Jiabing Wang, Zhong-Xian Zhang, Yi Cai
{"title":"Clustering web documents based on Multiclass spectral clustering","authors":"Xing He, Jiabing Wang, Zhong-Xian Zhang, Yi Cai","doi":"10.1109/ICMLC.2011.6017004","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6017004","url":null,"abstract":"Multiclass spectral clustering is a clustering method which has been successfully applied in image segmentation and many other aspects. In this paper, Multiclass spectral clustering is used to cluster web documents including both English and Chinese pages. Through experiments, we found that Multiclass spectral clustering can be well used in web document clustering, and the method not only works well to cluster English web documents but also works well to cluster Chinese web documents clustering. We applied our method to a web search engine, and users can get the suitable results easily by just selecting the desirable classes.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117062091","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: 4
Reasonings of fuzzy arithmetical operations with Second Function Principle under generalized trapezoidal fuzzy numbers 广义梯形模糊数下模糊算术运算的二函数原理推理
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016699
Shan-Huo Chen, Chien-Chung Wang
{"title":"Reasonings of fuzzy arithmetical operations with Second Function Principle under generalized trapezoidal fuzzy numbers","authors":"Shan-Huo Chen, Chien-Chung Wang","doi":"10.1109/ICMLC.2011.6016699","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016699","url":null,"abstract":"The main purpose of this paper is to find the reasons why we use the Second Function Principle as the fuzzy arithmetical operations in the field of trapezoidal fuzzy numbers. Generalized trapezoidal fuzzy numbers are applied on data analysis, artificial intelligence, and decision making widely. Until now, if we want to find the optimization of a fuzzy equality, usually we have to defuzzify the operation result of the fuzzy equation. Therefore, we have to find a nice defuzzifing method. Here we use the graded mean integration representation method for representing a generalized trapezoidal fuzzy number. We also have proved some representing properties of generalized trapezoidal fuzzy numbers after the fuzzy arithmetical operations with Second Function Principle. The results show that this representation method is better than other methods. Moreover, we use this representation value to define the ranking, distance, similarity absolute value, and fuzzy distance as a excellence ideas.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115817904","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
RePEF — A system for Restoring Packed Executable File for malware analysis 一个用于恢复打包的可执行文件用于恶意软件分析的系统
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016777
Te-En Wei, Zhi-Wei Chen, Chin-Wei Tien, Jain-Shing Wu, Hahn-Ming Lee, Albert B. Jeng
{"title":"RePEF — A system for Restoring Packed Executable File for malware analysis","authors":"Te-En Wei, Zhi-Wei Chen, Chin-Wei Tien, Jain-Shing Wu, Hahn-Ming Lee, Albert B. Jeng","doi":"10.1109/ICMLC.2011.6016777","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016777","url":null,"abstract":"Malware analysis technologies are important and essential for extracting the behavior of malicious program. However, in order to avoid detection and analysis, malware creators usually deploy packing techniques to achieve their goals. This kind of packing technique hides import table of program file, so that people can neither understand how to assembly code nor learn the structure of the PE file. Recently, Institute for Information Industry (III) developed the CSS technique which can be used to unpack PE file from the memory. Subsequently, we proposed a reconstructive method base on CSS to rebuild the dumped file which then can be executed correctly. The combination of CSS and the reconstructive method is named Restoring Packed Executable File (RePEF), which can be used to automatically reverse the packed PE file (UPX and ASPack) immaterial of running on either Windows or Linux platform. RePEF can also improve and ensure the successful rate of malware detection and dynamic analysis.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115409303","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: 4
Busy stations recognition of Hangzhou public free-bicycle system based on sixth order polynomial smoothing support vector machine 基于六阶多项式平滑支持向量机的杭州公共自由自行车系统繁忙站点识别
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016818
Haitao Xu, Hao Wu, Wanjun Zhang, Ning Zheng
{"title":"Busy stations recognition of Hangzhou public free-bicycle system based on sixth order polynomial smoothing support vector machine","authors":"Haitao Xu, Hao Wu, Wanjun Zhang, Ning Zheng","doi":"10.1109/ICMLC.2011.6016818","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016818","url":null,"abstract":"In China, Hangzhou is the first city to set up the Public Free-Bicycle System. There are many and many technology problems in the decision of intelligent dispatch. Among of these problems, how to list the busy station is very important to design the location of storehouses. Now, there are near 4000 stations in Hangzhou. In this paper, a new data classification method is used to recognize the busy station, which is called Support vector machine (SVM). The original model is a quadratical programming with linear inequalities constraints. In order to get the optimal solution, a new solution method is proposed. The constraints are moved away from the original optimization model by using the approximation solution in the feasible space. Three points under one control parameter smoothing function is used to smoothen the objective function of unconstrained model. It is a sixth order polynomial function. The smoothing performance is investigated. Actually, the busy stations can be recognized from the given data set.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123111362","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: 4
Adaptive wavelet neural network control for dc motors via second-order sliding-mode approach 基于二阶滑模方法的直流电机自适应小波神经网络控制
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016884
Chun-An Chung, Tsu-Tian Lee, Ching-Cheng Tien, Chun-Fei Hsu
{"title":"Adaptive wavelet neural network control for dc motors via second-order sliding-mode approach","authors":"Chun-An Chung, Tsu-Tian Lee, Ching-Cheng Tien, Chun-Fei Hsu","doi":"10.1109/ICMLC.2011.6016884","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016884","url":null,"abstract":"This paper proposes an adaptive wavelet neural network control (AWNNC) system which is composed of a neural controller and a smooth compensator via second-order sliding-mode approach. The neural controller utilizes a wavelet neural network to approximate an ideal second-order sliding-mode controller and the smooth compensator is designed to guarantee the system stability without occurring chattering phenomena. Moreover, to speedup the convergence of the tracking error, a proportional-integral-derivative type adaptation tuning mechanism is derived based on Lyapunov stability theory. Finally, the proposed AWNNC method is implemented on a field programmable gate array chip and is applied to a DC motor to show its effectiveness. The experimental results verify the system stabilization and the favorable tracking performance can be achieved by the proposed AWNNC system even under the change of the command trajectory and frequency.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123160942","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: 7
Multi-machines communication mechanism and load balancing design on peer-to-peer structure 点对点结构下的多机通信机制及负载均衡设计
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016865
Lei Wang, Peiyan Wang
{"title":"Multi-machines communication mechanism and load balancing design on peer-to-peer structure","authors":"Lei Wang, Peiyan Wang","doi":"10.1109/ICMLC.2011.6016865","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016865","url":null,"abstract":"The mode of network application is improved from centrallized to distributed by the impetus of peer-to-peer technique, which can solve the large size of applications in the network better, such as: peer-to-peer computing, coordinated work, and file swapping. A communication mechanism on peer-to-peer structure is introduced in this paper. In this communication mechanism, nodes can join (and leave) at any time, and only the adjacent nodes respond to the request messages, thus the network traffic is reduced greatly compared to that in the flooding mechanism. Furthermore, a self-adaptive dynamic load-balancing algorithm is introduced based on this communication mechanism.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123016026","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
Audio random number generator and its application 音频随机数发生器及其应用
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6017002
I. Chen, Jer-Min Tsai, Jengnan Tzeng
{"title":"Audio random number generator and its application","authors":"I. Chen, Jer-Min Tsai, Jengnan Tzeng","doi":"10.1109/ICMLC.2011.6017002","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6017002","url":null,"abstract":"In this work, a qualified audio random number generator that could be used in voice communication is presented. The audio random number generator needs only a microphone or a common equipment such as cellular phone or laptop, to generate qualified random number sequences. When applying NIST SP 800–22rev1a (published in April, 2010) 15 statistical tests on the audio random number generator, around 80% generating random number sequences will be qualified. When applying filter on the audio random number generator, no matter generated from Crosstalk or cartoon sources, the qualified rate against 15 statistical tests will rise up to 99%. Furthermore, an encryption application on cellular phone to assure communication confidentiality will be also demonstrated in the work.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"80 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121883056","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
Resource-limited intelligent photo management on mobile platforms 资源有限的移动平台智能照片管理
2011 International Conference on Machine Learning and Cybernetics Pub Date : 2011-07-10 DOI: 10.1109/ICMLC.2011.6016796
Duan-Yu Chen, Jeng-Tsung Tsai
{"title":"Resource-limited intelligent photo management on mobile platforms","authors":"Duan-Yu Chen, Jeng-Tsung Tsai","doi":"10.1109/ICMLC.2011.6016796","DOIUrl":"https://doi.org/10.1109/ICMLC.2011.6016796","url":null,"abstract":"Apart from wireless communication issues, a key technical challenge is how to achieve the best-experienced photo browsing given the limited screen size of the mobile devices. Therefore, in this paper, we propose a novel technique, resource — limited intelligent photo management (RIPM), on the demand of reducing the complexity of computation on Android mobile platform, in which photos captured are analyzed directly in JPEG compressed domain and are further classified in a real-time manner based on the human subject's gender. In order to make the system robust to luminance variations, DC coefficients are discarded. In addition, for the low-complexity purpose and the effective gender discrimination, a set of AC coefficients are selected automatically based on a three-step dimensionality reduction, in which evaluation of the coefficients' significance is conducted by LDA-based approach. Experimental results obtained by using extensive dataset captured under uncontrolled environments show that our system is effective for photo managements on resource-limited mobile platform.","PeriodicalId":228516,"journal":{"name":"2011 International Conference on Machine Learning and Cybernetics","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122078845","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
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