In this study, we aim to reveal the relationship between differentially expressed mRNAs and genders in low grade glioma (LGG) patients. Based on the downloaded RNA-seq files of LGG patients from The Cancer Genome Atlas database (TCGA), 89 differentially expressed mRNAs between male and female were screened out by clustering analysis. The differentially expressed mRNAs were analyzed by DAVID and KOBAS online tools. The differentially expressed mRNAs were enriched in 67 gene ontology terms, including cellular components, biological processes and molecular functions group and 7 signaling pathways. Then, the differentially expressed mRNAs were divided into two parts according to the expression level. The high-expressed mRNAs and low-expressed mRNAs were all analyzed with the clinical survival data by Kaplan-meier method and kmplot survival curves. In comparison with the LGG female patients, male patients with a differential expression mRNAs were closely related to the higher risk of LGG.
在这项研究中，我们旨在揭示低级别胶质瘤(LGG)患者差异表达mrna与性别之间的关系。基于从the Cancer Genome Atlas database (TCGA)中下载的LGG患者RNA-seq文件，通过聚类分析筛选出89个男女差异表达mrna。通过DAVID和KOBAS在线工具分析差异表达mrna。差异表达mrna富集于67个基因本体术语，包括细胞组分、生物过程和分子功能群以及7个信号通路。然后，根据表达水平将差异mrna分成两部分。采用Kaplan-meier法和kmplot生存曲线分析高表达mrna和低表达mrna的临床生存数据。与LGG女性患者相比，mrna表达差异的男性患者与LGG的高风险密切相关。
{"title":"Gene clustering, enrichment and survival analysis of differentially expressed genes in Low Grade Glioma between different genders by big data analysis","authors":"Jianzhi Deng, Xiaohui Cheng, Yuehan Zhou","doi":"10.1145/3335656.3335699","DOIUrl":"https://doi.org/10.1145/3335656.3335699","url":null,"abstract":"In this study, we aim to reveal the relationship between differentially expressed mRNAs and genders in low grade glioma (LGG) patients. Based on the downloaded RNA-seq files of LGG patients from The Cancer Genome Atlas database (TCGA), 89 differentially expressed mRNAs between male and female were screened out by clustering analysis. The differentially expressed mRNAs were analyzed by DAVID and KOBAS online tools. The differentially expressed mRNAs were enriched in 67 gene ontology terms, including cellular components, biological processes and molecular functions group and 7 signaling pathways. Then, the differentially expressed mRNAs were divided into two parts according to the expression level. The high-expressed mRNAs and low-expressed mRNAs were all analyzed with the clinical survival data by Kaplan-meier method and kmplot survival curves. In comparison with the LGG female patients, male patients with a differential expression mRNAs were closely related to the higher risk of LGG.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"90 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121108905","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}
With the growing maturity of web crawler technology and the advent of the era of big data, when you want to study some problems, you can directly get all the data related to them through web crawlers and other means, but it is more important to mining and filter the data to get valuable data for the research content. This study which based on the word list of keywords uses CRN network to construct semantic distance table and TOPSIS evaluation system to sort data to make sure researchers can obtain quantitative screening data with research value and to provide researchers with scientific screening methods.
{"title":"Innovation of Data Mining & Screening System under Big Data: Take a case as NIMBY","authors":"Minxuan Li","doi":"10.1145/3335656.3335688","DOIUrl":"https://doi.org/10.1145/3335656.3335688","url":null,"abstract":"With the growing maturity of web crawler technology and the advent of the era of big data, when you want to study some problems, you can directly get all the data related to them through web crawlers and other means, but it is more important to mining and filter the data to get valuable data for the research content. This study which based on the word list of keywords uses CRN network to construct semantic distance table and TOPSIS evaluation system to sort data to make sure researchers can obtain quantitative screening data with research value and to provide researchers with scientific screening methods.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133751573","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}
In order to improve the current air-conditioning APP interface, the function is simple and simple, the operation convenience is insufficient, and the interface is not beautiful. Through the research and analysis of user needs, the primary and secondary requirements are obtained, and the user experience is taken as the main consideration of APP interface design. At the same time, the intelligent and minimalist design principles are integrated into the interface design, and the prototype design of the interface is completed. According to the user's functional experience evaluation of the design prototype, perfect the design prototype and product development design, and finally test the product satisfaction. Overall user satisfaction increased from 72% to 81%. Conclusion The intelligent air conditioner APP basically meets the design requirements, especially the monitoring of energy consumption.
{"title":"Research on Interface Design of Air Conditioning Intelligent APP Based on User Experience","authors":"Ruifang Zhang, Yangxue Liu","doi":"10.1145/3335656.3335685","DOIUrl":"https://doi.org/10.1145/3335656.3335685","url":null,"abstract":"In order to improve the current air-conditioning APP interface, the function is simple and simple, the operation convenience is insufficient, and the interface is not beautiful. Through the research and analysis of user needs, the primary and secondary requirements are obtained, and the user experience is taken as the main consideration of APP interface design. At the same time, the intelligent and minimalist design principles are integrated into the interface design, and the prototype design of the interface is completed. According to the user's functional experience evaluation of the design prototype, perfect the design prototype and product development design, and finally test the product satisfaction. Overall user satisfaction increased from 72% to 81%. Conclusion The intelligent air conditioner APP basically meets the design requirements, especially the monitoring of energy consumption.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"13 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129772661","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}
In order to promote the integration of automobile network and Internet, Internet of Vehicles gateway plays an important role in connecting vehicle-borne network and Internet. In view of the current developers using traditional development methods to achieve Internet of Vehicles gateway software, a new implementation scheme -- real-time Java technology is introduced. This paper takes the AMD Opteron 1150 processor based on the ARM Cortex-A57 architecture as the core to build the hardware platform of the Internet of Vehicles gateway, and gives the overall structure diagram and hardware connection scheme of the Internet of Vehicles system. The gateway adopts the networking scheme of "4G+ sensor network technology/field bus" and realizes wireless data interaction on the basis of real-time operating system. In addition, the data communication of Internet of Vehicles (three-layer communication structure) is realized on the WebSphere Real Time development platform that is fully compatible with RTSJ, so as to realize data sharing between the automobile bus network and the Internet. Finally, the implementation technology and system verification of the design are given.
为了促进车联网与互联网的融合，车联网网关在连接车联网与互联网方面发挥着重要作用。针对目前开发人员采用传统开发方法实现车联网网关软件的现状，介绍了一种新的实现方案——实时Java技术。本文以基于ARM Cortex-A57架构的AMD Opteron 1150处理器为核心构建了车联网网关的硬件平台，并给出了车联网系统的总体结构图和硬件连接方案。网关采用“4G+传感器网络技术/现场总线”的组网方案，在实时操作系统的基础上实现无线数据交互。此外，车联网的数据通信(三层通信结构)在完全兼容RTSJ的WebSphere Real Time开发平台上实现，从而实现汽车总线网络与互联网之间的数据共享。最后给出了设计的实现技术和系统验证。
{"title":"Research on Internet of Vehicles Gateway based on RTSJ","authors":"Teng Haikun, Liu Xinsheng, Li Lunbin","doi":"10.1145/3335656.3335705","DOIUrl":"https://doi.org/10.1145/3335656.3335705","url":null,"abstract":"In order to promote the integration of automobile network and Internet, Internet of Vehicles gateway plays an important role in connecting vehicle-borne network and Internet. In view of the current developers using traditional development methods to achieve Internet of Vehicles gateway software, a new implementation scheme -- real-time Java technology is introduced. This paper takes the AMD Opteron 1150 processor based on the ARM Cortex-A57 architecture as the core to build the hardware platform of the Internet of Vehicles gateway, and gives the overall structure diagram and hardware connection scheme of the Internet of Vehicles system. The gateway adopts the networking scheme of \"4G+ sensor network technology/field bus\" and realizes wireless data interaction on the basis of real-time operating system. In addition, the data communication of Internet of Vehicles (three-layer communication structure) is realized on the WebSphere Real Time development platform that is fully compatible with RTSJ, so as to realize data sharing between the automobile bus network and the Internet. Finally, the implementation technology and system verification of the design are given.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"172 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121259263","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}
Teng Haikun, W. Shiying, Liu Xinsheng, Xiaodong Yue
In order to improve the performance of the speech recognition and pronunciation quality evaluation system, the deep learning-based computer aided foreign language pronunciation evaluation and learning system has become a research focus of current artificial intelligence technology. Combining with the current advanced voice information technology theory, based on the previous research results, proposed to sparse since the encoder deep learning neural network is applied to speech recognition, using sparse automatic encoder based on MFCC features in-depth study, the imitation of the auditory nerve sparse touches the depth of feature extracting signal, beneficial to the improvement of the HMM model for speech recognition accuracy, meet the needs of the current computer assisted English teaching. The simulation results show that the recognition rate of the deep learning neural network is obviously superior to that of the traditional speech recognition algorithm, which realizes more accurate human-computer interaction and improves the reliability of the evaluation of the quality of foreign language pronunciation.
{"title":"Speech Recognition Model Based on Deep Learning And Application in Pronunciation Quality Evaluation System","authors":"Teng Haikun, W. Shiying, Liu Xinsheng, Xiaodong Yue","doi":"10.1145/3335656.3335657","DOIUrl":"https://doi.org/10.1145/3335656.3335657","url":null,"abstract":"In order to improve the performance of the speech recognition and pronunciation quality evaluation system, the deep learning-based computer aided foreign language pronunciation evaluation and learning system has become a research focus of current artificial intelligence technology. Combining with the current advanced voice information technology theory, based on the previous research results, proposed to sparse since the encoder deep learning neural network is applied to speech recognition, using sparse automatic encoder based on MFCC features in-depth study, the imitation of the auditory nerve sparse touches the depth of feature extracting signal, beneficial to the improvement of the HMM model for speech recognition accuracy, meet the needs of the current computer assisted English teaching. The simulation results show that the recognition rate of the deep learning neural network is obviously superior to that of the traditional speech recognition algorithm, which realizes more accurate human-computer interaction and improves the reliability of the evaluation of the quality of foreign language pronunciation.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132079894","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}
Carl Timothy Tolentino, F. Panganiban, F. D. de Leon
The classical guitar is described as a "miniature orchestra" due to the various tone colors that it can produce. One parameter that can control the timbre on the guitar is the excitation point on the string. In this study, a machine learning model was built to determine the excitation point on the string given an audio signal. It was noted that including the mel-frequency cepstral coefficients in the feature set yields outstanding performance. Furthermore, principal component analysis can be used to reduce the dimensions without sacrificing much on performance. Among three well-known algorithms, it was observed that the multi-layer perceptron yields the best performance in terms of classification and regression. Lastly, the models were trained and tested on different subjects and it was noted that each subject has a unique model of its own since different subjects have different physiological parameters that can affect the produced guitar tone.
{"title":"Machine Learning Methods for Estimating the Excitation Point on a Plucked String of a Classical Guitar","authors":"Carl Timothy Tolentino, F. Panganiban, F. D. de Leon","doi":"10.1145/3335656.3335683","DOIUrl":"https://doi.org/10.1145/3335656.3335683","url":null,"abstract":"The classical guitar is described as a \"miniature orchestra\" due to the various tone colors that it can produce. One parameter that can control the timbre on the guitar is the excitation point on the string. In this study, a machine learning model was built to determine the excitation point on the string given an audio signal. It was noted that including the mel-frequency cepstral coefficients in the feature set yields outstanding performance. Furthermore, principal component analysis can be used to reduce the dimensions without sacrificing much on performance. Among three well-known algorithms, it was observed that the multi-layer perceptron yields the best performance in terms of classification and regression. Lastly, the models were trained and tested on different subjects and it was noted that each subject has a unique model of its own since different subjects have different physiological parameters that can affect the produced guitar tone.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128892860","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}
In order to measure the creepage distance of the post insulator, this paper proposes a method for calculating the length of curve which without equation, and chose two typical photographic equipment like cellphone and camera, to research the experimental results of this method when use different equipment. The first, two equipment are used to take pictures in the same environment, and then preprocess this images to get creepage path of the insulator, finally, the actual creepage distance of the insulator is counted by calculating the length of the path in picture. The experimental results show that the method in this paper is able to calculate the creepage distance, and the error is low, so it can be used in different photographic equipment.
{"title":"Research on Insulator Creepage Distance Measurement Based on Different Photographic Equipment","authors":"Hanmin Ye, Ziyi Zhong, ShiMing Huang","doi":"10.1145/3335656.3335702","DOIUrl":"https://doi.org/10.1145/3335656.3335702","url":null,"abstract":"In order to measure the creepage distance of the post insulator, this paper proposes a method for calculating the length of curve which without equation, and chose two typical photographic equipment like cellphone and camera, to research the experimental results of this method when use different equipment. The first, two equipment are used to take pictures in the same environment, and then preprocess this images to get creepage path of the insulator, finally, the actual creepage distance of the insulator is counted by calculating the length of the path in picture. The experimental results show that the method in this paper is able to calculate the creepage distance, and the error is low, so it can be used in different photographic equipment.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133827697","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}
The big data of tourism has exploded with the rapid development of social media, providing a new data source for the emotion analysis of tourism. Based on online comments, this paper proposes an emotion analysis model that combines tourism domain ontology and semantic-based method to mine the fine-grained emotion of tourists and designs specific formulas to quantify the emotion of tourists. Finally, the Palace Museum is used as an example to verify the validity of the model. The analysis results show that: 1) Tourists pay more attention to the attributes such as "scenery", "tourist flow", "ticket", etc. in their travel activities. 2) The emotional score of the attributes such as "lodging environment", "scenery", "culture", "environment quality", etc. are higher, but the attributes such as "safety", "tourist flow", "toilet" and cost-related attributes are lower. The main reasons are: "low security", "massive tourists", "less and small toilets" and "high costs". 3) Due to the excessive number of tourists during the holiday, which leads poor travel experience to the tourists, the emotional score of tourists are lower in the 5th, 7th, 8th and 10th months. The analysis results can provide reference for tourists' travel decisions and the development and optimization of tourism.
{"title":"Emotion Analysis of Tourists Based on Domain Ontology","authors":"Jiabin Pan, Naixia Mou, Wenbao Liu","doi":"10.1145/3335656.3335701","DOIUrl":"https://doi.org/10.1145/3335656.3335701","url":null,"abstract":"The big data of tourism has exploded with the rapid development of social media, providing a new data source for the emotion analysis of tourism. Based on online comments, this paper proposes an emotion analysis model that combines tourism domain ontology and semantic-based method to mine the fine-grained emotion of tourists and designs specific formulas to quantify the emotion of tourists. Finally, the Palace Museum is used as an example to verify the validity of the model. The analysis results show that: 1) Tourists pay more attention to the attributes such as \"scenery\", \"tourist flow\", \"ticket\", etc. in their travel activities. 2) The emotional score of the attributes such as \"lodging environment\", \"scenery\", \"culture\", \"environment quality\", etc. are higher, but the attributes such as \"safety\", \"tourist flow\", \"toilet\" and cost-related attributes are lower. The main reasons are: \"low security\", \"massive tourists\", \"less and small toilets\" and \"high costs\". 3) Due to the excessive number of tourists during the holiday, which leads poor travel experience to the tourists, the emotional score of tourists are lower in the 5th, 7th, 8th and 10th months. The analysis results can provide reference for tourists' travel decisions and the development and optimization of tourism.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"91 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131657755","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}
The development of fire is often unpredictable, and the scale of fire spread is so large that fire rescue is difficult to grasp the whole site. This paper mainly predicts the area of fire spread based on the idea of DBSCAN algorithm, and simulates the spread trend of the disaster, with the image of open source scene. The particle system of OSG (Open Scene Graph) simulates the fire and its situation in three-dimensional scenes. Through the VS2017 and OSG development environment, the algorithm is simulated by the program to verify the practicability of the fire situation in the virtual simulation. This provides a feasible way to establish a realistic prediction of fire spread situation, and implements the fire suppression. The program provides a new reference.
火灾的发展往往是不可预测的，而且火势蔓延的规模如此之大，以至于消防救援很难掌握整个现场。本文主要基于DBSCAN算法的思想对火灾蔓延区域进行预测，并利用开源场景图像对火灾蔓延趋势进行模拟。OSG (Open Scene Graph)的粒子系统在三维场景中模拟火灾及其情况。通过VS2017和OSG开发环境，对该算法进行了程序仿真，验证了该算法在火灾情况虚拟仿真中的实用性。这为建立真实的火灾蔓延情况预测，实现火灾扑灭提供了可行的途径。该方案提供了新的参考。
{"title":"The Simulation and Research of Fire Spread Situation Based on OSG","authors":"X. Xie, Jianwei Wang, Han Qin, Xiaochun Cheng","doi":"10.1145/3335656.3335703","DOIUrl":"https://doi.org/10.1145/3335656.3335703","url":null,"abstract":"The development of fire is often unpredictable, and the scale of fire spread is so large that fire rescue is difficult to grasp the whole site. This paper mainly predicts the area of fire spread based on the idea of DBSCAN algorithm, and simulates the spread trend of the disaster, with the image of open source scene. The particle system of OSG (Open Scene Graph) simulates the fire and its situation in three-dimensional scenes. Through the VS2017 and OSG development environment, the algorithm is simulated by the program to verify the practicability of the fire situation in the virtual simulation. This provides a feasible way to establish a realistic prediction of fire spread situation, and implements the fire suppression. The program provides a new reference.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130499614","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}
Due to the uneven distribution of cloud computing resources and the long processing time of resource scheduling, a cloud computing resource scheduling strategy based on improved differential evolution ant colony algorithm is proposed. By changing the size of the mutation operator F in the differential evolution algorithm, the differential evolution algorithm is controlled not to fall into the local search state and the convergence premature phenomenon. Then the improved differential evolution algorithm is combined with the ant colony algorithm to preserve the ant colony. The algorithm local search optimal characteristics, and has the characteristics of improved global evolution of differential evolution algorithm. The combination of the two can well optimize the problem of unbalanced load and long processing time in the cloud computing resource scheduling process.
{"title":"Cloud computing resource scheduling based on improved differential evolution ant colony algorithm","authors":"X. Xie, Ke Xu, Xiangwei Wang","doi":"10.1145/3335656.3335706","DOIUrl":"https://doi.org/10.1145/3335656.3335706","url":null,"abstract":"Due to the uneven distribution of cloud computing resources and the long processing time of resource scheduling, a cloud computing resource scheduling strategy based on improved differential evolution ant colony algorithm is proposed. By changing the size of the mutation operator F in the differential evolution algorithm, the differential evolution algorithm is controlled not to fall into the local search state and the convergence premature phenomenon. Then the improved differential evolution algorithm is combined with the ant colony algorithm to preserve the ant colony. The algorithm local search optimal characteristics, and has the characteristics of improved global evolution of differential evolution algorithm. The combination of the two can well optimize the problem of unbalanced load and long processing time in the cloud computing resource scheduling process.","PeriodicalId":396772,"journal":{"name":"Proceedings of the 2019 International Conference on Data Mining and Machine Learning","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128624784","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}
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