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2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)最新文献

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An integrated pattern using different innovation methods for makers' product development 创客产品开发不同创新方式的整合模式
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258800
Maolin Yang, P. Jiang
{"title":"An integrated pattern using different innovation methods for makers' product development","authors":"Maolin Yang, P. Jiang","doi":"10.1109/ISKE.2017.8258800","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258800","url":null,"abstract":"Prevailing Maker movement generates a novel innovation and product development approach, namely Maker product development approach. The open and free characteristics of Maker product development approach brings amazing advantages and also problems at the same time. For amateur Makers and student Makers, it's easy for them to generate innovative ideas but difficult to turn ideas into prototypes. And especially for Makers who would like to further develop their prototypes into fine designed commercial products. Hence, in this paper, an integrated pattern using different innovation methods for Makers' product development is proposed based on Maker product development process and innovation methods classifycation. The promoted approach is verified through a case study of student Maker project.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128896545","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
Emotion recognition algorithm based on convolution neural network 基于卷积神经网络的情绪识别算法
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258786
Chunling Cheng, Xianwei Wei, Zhou Jian
{"title":"Emotion recognition algorithm based on convolution neural network","authors":"Chunling Cheng, Xianwei Wei, Zhou Jian","doi":"10.1109/ISKE.2017.8258786","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258786","url":null,"abstract":"Emotional recognition is a very challenging nature of the topic in the field of Brain — Computer Interface (BCI). This technology has been applied in many fields, such as The electroencephalogram (EEG) signals. The EEG signals can intuitively express the human emotional state and has attracted attentions of many researchers. Besides, it has a strong correlation during a period. To preserve the correlation, this paper presents an emotion recognition algorithm based on convolution neural network (ERACNN). In this paper, the EEG signals are pretreated, and then the parameters of CNN are selected. Finally, the classification model of emotion recognition is trained. Experimental results show that the results based on ERACNN is more robust than these based on Support Vector Machine (SVM). Besides, ERACNN can improve the classification accuracy of emotion recognition compared with the similar CNN algorithm.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"636 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116507951","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: 14
Epistasis-tunable test functions with known maximum constructed with sinusoidal bases 用正弦基构造具有已知最大值的上位可调测试函数
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258824
Hongqiang Mo, Zhong Li, Chunmei Zhu
{"title":"Epistasis-tunable test functions with known maximum constructed with sinusoidal bases","authors":"Hongqiang Mo, Zhong Li, Chunmei Zhu","doi":"10.1109/ISKE.2017.8258824","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258824","url":null,"abstract":"Epistasis-tunable fitness landscapes are useful to evaluate the performance of a genetic algorithm (GA). Such landscapes have generally been produced within the framework of Walsh polynomials or general parametric interaction models. This paper attempts a novel way by constructing test functions with sinusoidal basis functions. It is remarked that, for a GA with a binary encoding, a linearly separable fitness function, i.e., a zero-epistasis fitness function, can be expressed as the sum of periodical basis functions whose frequencies are exponential to 2, and the sinusoidal bases with such frequencies are much more suitable than those with other integral frequencies to construct epistasis-tunable test functions. A kind of test functions are accordingly produced, the merits of which are: both the locations and values of their global maxima are trivially known; and their degrees of epistasis are smoothly tunable simply by changing the locations of the global maxima.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126138884","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
A similarity-based fuzzy soft reasoning method 基于相似度的模糊软推理方法
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258817
Lu Wang, Binbin Xue, K. Qin
{"title":"A similarity-based fuzzy soft reasoning method","authors":"Lu Wang, Binbin Xue, K. Qin","doi":"10.1109/ISKE.2017.8258817","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258817","url":null,"abstract":"The soft set theory proposed by Molodtsov is regarded as an effective mathematical tool for dealing with uncertainties. This paper discusses the approximate reasoning based on the similarity measure for fuzzy soft set. The approximate reasoning methods based on the similarity measure for fuzzy soft modus ponens (FSMP) are investigated. The corresponding computational formulas for these methods are presented. Furthermore, the reductive properties and the monotonic properties of these methods are analyzed.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125814304","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
A consistency and consensus based method for group decision making with intuitionistic fuzzy preference relations 基于一致性和共识的直觉模糊偏好关系群体决策方法
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258733
Gai-li Xu
{"title":"A consistency and consensus based method for group decision making with intuitionistic fuzzy preference relations","authors":"Gai-li Xu","doi":"10.1109/ISKE.2017.8258733","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258733","url":null,"abstract":"This paper addresses the consistency and consensus of group decision making with intuitionistic fuzzy preference relations (IFPRs). To check the consistency of IFPRs and the consensus among experts, a new consistency index and a consensus index are introduced, respectively. By minimizing deviations of initial IFPRs and corresponding improved IFPRs, a goal program is built to improve the consistency of IFPRs and group consensus simultaneously. Finally, a novel algorithm is proposed for group decision making with IFPRs. An example of a supplier selection is provided to show the application of the proposed method.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"225 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127203642","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
Fast concept drift detection using singular vector decomposition 快速概念漂移检测使用奇异向量分解
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258835
Dan Shang, Guangquan Zhang, Jie Lu
{"title":"Fast concept drift detection using singular vector decomposition","authors":"Dan Shang, Guangquan Zhang, Jie Lu","doi":"10.1109/ISKE.2017.8258835","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258835","url":null,"abstract":"Data stream mining is widely used in online applications such as sensor networks, financial transactions, etc. Such systems generate data at high velocity and their underlying distributions may change over time. This is referred to as concept drift problem and it is considered to be the root cause of performance degradation of online machine learning models. To tackle this problem, a reliable and fast drift detection method is required to achieve real time responsiveness to the drifts. This paper presents a fast and accurate drift detection method, namely KS-SVD test — KSSVD, to monitor the distribution changes of the data stream. Our method employs the SVD technique to first check the direction change of the data, followed by a KS test on each direction to detect the univariate distribution changes. Experiments show that our method is efficient and accurate, especially in high dimension situation.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132225511","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
Study on target tracking algorithm integrating color and contour features 结合颜色和轮廓特征的目标跟踪算法研究
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258719
Baoying Chen, Ningning Zhou, Guofang Huang
{"title":"Study on target tracking algorithm integrating color and contour features","authors":"Baoying Chen, Ningning Zhou, Guofang Huang","doi":"10.1109/ISKE.2017.8258719","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258719","url":null,"abstract":"Aiming at the instability of traditional color feature tracking algorithm in some complex scenes, an object tracking algorithm with integrating color and contour features is proposed. The algorithm still uses the traditional particle filter to predict the target, but in iteration every time, when searching the best position of the target, the color and contour information of the target can be adaptively combined. Experiments show that it shows good effectiveness and robustness compared with the traditional algorithms when the target is interfered between similar colors or the target is partially obscured.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"38 12","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132243124","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
Network-coding-based video transmission via WiFi direct in local mobile networks 基于网络编码的视频传输通过WiFi直接在本地移动网络
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258841
Lei Wang, Qing Wang, Zhongwei Sun, Jun Yin, Lijie Xu, Yuwang Yang
{"title":"Network-coding-based video transmission via WiFi direct in local mobile networks","authors":"Lei Wang, Qing Wang, Zhongwei Sun, Jun Yin, Lijie Xu, Yuwang Yang","doi":"10.1109/ISKE.2017.8258841","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258841","url":null,"abstract":"It will incur high expense by sharing large-scale files (such as video) with others through commercial 4G networks. When the users are located at the same area, the traffic cost could be saved via the technology of WiFi direct. In this paper, a network-coding-based video transmission scheme is proposed for such scenario. In the scheme, when a source user needs to transmit a video to others, it equally splits the original file into multiple segments. When a neighbour connects to it and requests a segment, the user will linearly generate a new segment with all the segments it buffers, and then send the re-encoded segment to other neighbours. After the neighbours receive all or part of the segments, they could become a new source and send data to their own neighbours through the technology of WiFi direct. The results show that compared with the traditional scheme, the transmission scheme based on network coding could be used to complete transmission at a higher rate.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"109 2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131388582","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
Dynamic Bayesian networks with Gaussian mixture models for short-term passenger flow forecasting 基于高斯混合模型的动态贝叶斯网络短期客流预测
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258756
J. Roos, S. Bonnevay, G. Gavin
{"title":"Dynamic Bayesian networks with Gaussian mixture models for short-term passenger flow forecasting","authors":"J. Roos, S. Bonnevay, G. Gavin","doi":"10.1109/ISKE.2017.8258756","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258756","url":null,"abstract":"A dynamic Bayesian network approach is proposed for short-term passenger flow forecasting. The graphical structure is based on the causal relationships between the flows and their spatiotemporal neighbourhood, and takes into account the transport service. In previous work, we described the local conditional distributions as linear Gaussians. In this paper, we extend the approach to Gaussian mixture models in order to better catch the nonlinear relationships between the variables. In the presence of incomplete data, the structure and the parameters are learned by the structural expectation-maximization (EM) algorithm, to which we add a new step for determining the optimal number of mixing components. The model is applied to the on-board passenger flows of Paris metro line 2 and outperforms the other testing methods.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132683843","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
Design and implementation of scenic spot recommendation system based on Unity3D 基于Unity3D的景点推荐系统的设计与实现
2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Pub Date : 2017-11-01 DOI: 10.1109/ISKE.2017.8258751
Langcai Cao, Biyang Ma, Peiqiang Zeng, Bilian Chen, Yinghui Pan
{"title":"Design and implementation of scenic spot recommendation system based on Unity3D","authors":"Langcai Cao, Biyang Ma, Peiqiang Zeng, Bilian Chen, Yinghui Pan","doi":"10.1109/ISKE.2017.8258751","DOIUrl":"https://doi.org/10.1109/ISKE.2017.8258751","url":null,"abstract":"The function of traditional recommendation system is single, which lacks personalized service and virtual experience. This paper deals with the defection by scenic spot recommendation system based on Unity3D. We take Xiamen University and its surrounding attractions as an example to discuss the key technology of virtual scenic spots system based on Unity3D, including 3D modeling, building virtual scene, designing UI system, character interaction and recommendation algorithm. The recommendation system has two parts, one is the platform construction using Unity3D, where C# is the development language, and the other one is the algorithm designing that includes popular scenic spot recommendation algorithm and personalized scenic spot recommendation algorithm. Experimental results show that the routes recommended by the system have diverse scenic spots and meet users' preferences.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133313392","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
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