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基于随机森林分类的微博机器用户识别研究 被引量:19
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作者 刘勘 袁蕴英 刘萍 《北京大学学报(自然科学版)》 EI CAS CSCD 北大核心 2015年第2期289-300,共12页
针对网络上机器用户大量散布谣言,发布虚假信息,误导网民舆论,严重影响网络环境的问题,以微博中的机器用户为研究对象,结合其自动化程度高、伪装能力强、信息发布有针对性的特点,从行为模式、微博内容、用户关系和发布平台4个维度分析... 针对网络上机器用户大量散布谣言,发布虚假信息,误导网民舆论,严重影响网络环境的问题,以微博中的机器用户为研究对象,结合其自动化程度高、伪装能力强、信息发布有针对性的特点,从行为模式、微博内容、用户关系和发布平台4个维度分析机器用户的特征指标,利用信息熵、内容重复率等8个指标构建微博用户的特征向量,通过随机森林算法设计微博中机器用户的识别模型。最后,在真实的新浪微博数据集上进行验证,结果表明本模型识别机器用户的准确度达到96.7%,可以有效地区分微博中的机器用户和普通用户。 展开更多
关键词 机器用户 微博 随机森林
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基于机器学习的微博机器用户识别研究 被引量:2
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作者 金丹 滕洁琪 《中国高新技术企业》 2016年第30期4-7,共4页
文章以微博用户为研究对象,从发博行为、博文内容、用户关系和发博设备四个方面建立特征维度,借助机器学习的方法构建有效的机器用户识别模型,分别在决策树C4.5和随机森林算法下验证了该模型的识别性能,证实了该方法的可行性和准确性,... 文章以微博用户为研究对象,从发博行为、博文内容、用户关系和发博设备四个方面建立特征维度,借助机器学习的方法构建有效的机器用户识别模型,分别在决策树C4.5和随机森林算法下验证了该模型的识别性能,证实了该方法的可行性和准确性,对维护健康的网络环境有一定的指导意义。 展开更多
关键词 微博 机器用户 机器学习 用户识别 决策树C4.5 随机森林算法
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基于AHP与SVM的微博机器用户检测方法 被引量:1
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作者 张晓艺 路燕 翟惠良 《计算机工程》 CAS CSCD 北大核心 2017年第4期171-176,共6页
以新浪微博中的用户为研究对象,分析并提取机器用户的特征,提出一种新的微博机器用户检测方法。通过层次分析法构建分类指标体系,对各指标特征进行量化评估,利用支持向量机(SVM)算法构建机器用户检测模型。测试SVM中不同核函数对各分类... 以新浪微博中的用户为研究对象,分析并提取机器用户的特征,提出一种新的微博机器用户检测方法。通过层次分析法构建分类指标体系,对各指标特征进行量化评估,利用支持向量机(SVM)算法构建机器用户检测模型。测试SVM中不同核函数对各分类指标的重要性预测,并与量化评估结果进行比对,同时测试不同核函数模型的分类精度,对比两项结果综合选择出最优分类器。实验结果表明,该方法能够对微博中的机器用户进行较为精确的检测。 展开更多
关键词 机器用户检测 特征提取 量化评估 层析分析法 支持向量机 最优分类器
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KUKA水切割机器人用户程序方案设计的研究 被引量:1
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作者 张涛 《通信电源技术》 2017年第4期51-52,55,共3页
KUKA水切割机器人是专为有立体切割要求的工件而开发的,通过更换程序,即可完成不同形状零件的切割。其纯水切割可应用于汽车内饰件、无纺布业、食品加工业等,加砂切割可应用于陶瓷、玻璃、飞机制造业、机械加工业等。水切割机器人的用... KUKA水切割机器人是专为有立体切割要求的工件而开发的,通过更换程序,即可完成不同形状零件的切割。其纯水切割可应用于汽车内饰件、无纺布业、食品加工业等,加砂切割可应用于陶瓷、玻璃、飞机制造业、机械加工业等。水切割机器人的用户程序方案设计及程序编制,是各机器人用户最关心的问题,具有重要的理论意义和实用价值。文中对KUKA水切割机器人的用户程序方案设计进行研究,旨在探索较为完好的编程技术,以应用于生产实际和新产品开发。 展开更多
关键词 KUKA水切割机器 机器用户程序 汽车内饰件切割
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机器人数控滚边程序的补偿方法研究
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作者 张瑞海 朱品朝 +1 位作者 刘君 杨建军 《现代制造技术与装备》 2023年第10期1-5,共5页
部分汽车的侧围后轮罩外观A级面区域需要做包边工艺。由于制造工艺误差的积累,一般情况下认为白车身在经过前面的焊接工序后,存在实际车身数据与理论车身数据不匹配问题。如果偏移量过大,后续会在机器人包边过程中导致产品缺损报废。通... 部分汽车的侧围后轮罩外观A级面区域需要做包边工艺。由于制造工艺误差的积累,一般情况下认为白车身在经过前面的焊接工序后,存在实际车身数据与理论车身数据不匹配问题。如果偏移量过大,后续会在机器人包边过程中导致产品缺损报废。通过补偿机构和算法对机器人的偏移量进行自我修正补偿,可以提高产品质量,避免出现不良产品。 展开更多
关键词 轮罩滚边 机器用户坐标 优化算法 坐标补偿
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图书馆关联数据:机会与挑战 被引量:64
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作者 林海青 楼向英 夏翠娟 《中国图书馆学报》 CSSCI 北大核心 2012年第1期58-67,112,共11页
关联数据在图书馆领域具有广泛的应用前景,通过采用关联数据技术,图书馆有机会在未来语义网建设中发挥主导性作用。图书馆应用关联数据具有潜在的四个基本模式:发布、消费、服务和平台。关联数据的应用会使机器成为图书馆的重要服务对象... 关联数据在图书馆领域具有广泛的应用前景,通过采用关联数据技术,图书馆有机会在未来语义网建设中发挥主导性作用。图书馆应用关联数据具有潜在的四个基本模式:发布、消费、服务和平台。关联数据的应用会使机器成为图书馆的重要服务对象,图书馆不仅要为人服务,而且也要为机器服务,这将带来一系列的机遇和挑战。 展开更多
关键词 关联数据 图书馆 机器用户
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交互式遗传算法的机器代替用户方法 被引量:8
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作者 郝国生 巩敦卫 +1 位作者 史有群 孙晓燕 《模式识别与人工智能》 EI CSCD 北大核心 2006年第1期111-115,共5页
如何让无疲劳的计算机代替易疲劳的用户是交互式遗传算法研究的一个重要内容.本文首先研究了机器代替用户的3个基本内容,即,机器代替用户扮演环境角色,对个体进行评价;机器采样和代替用户的时机是进入偏好稳定阶段;机器寻优结果由样本... 如何让无疲劳的计算机代替易疲劳的用户是交互式遗传算法研究的一个重要内容.本文首先研究了机器代替用户的3个基本内容,即,机器代替用户扮演环境角色,对个体进行评价;机器采样和代替用户的时机是进入偏好稳定阶段;机器寻优结果由样本和代替用户策略决定.其次,给出基于基因意义单元"适应值"估计的个体适应值估计方法.最后,通过比较实验验证了本文方法的有效性. 展开更多
关键词 交互式遗传算法 机器代替用户 偏好漂移 基因意义单元
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基于今日头条数据的作者身份识别方法研究
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作者 李开元 《科技创新导报》 2019年第11期146-147,149,共3页
在大数据时代,随着机器创作者越来越有创意,今后媒体上将会产生越来越多的机器创作者自动生产的内容。在复杂的新闻报道、文学作品、用户评论中有效识别人类作者的作品以及机器作者的作品非常重要。所以本文提出作者身份识别方法,通过... 在大数据时代,随着机器创作者越来越有创意,今后媒体上将会产生越来越多的机器创作者自动生产的内容。在复杂的新闻报道、文学作品、用户评论中有效识别人类作者的作品以及机器作者的作品非常重要。所以本文提出作者身份识别方法,通过深入观察和分析,发现机器作者在词汇特征、句法特征、语义特征和发布设备等4个方面存在显著差异,并对这4个维度的特征进行深入分析,进行特征选择,使用筛选出来的特征构建作者身份识别模型。 展开更多
关键词 作者身份识别 机器用户 大数据
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Privacy-Preserving Relative Location Based Services for Mobile Users 被引量:4
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作者 Fei Ning Zhuang Yi +2 位作者 GU Jingjing Cao Jiannong Yang Liang 《China Communications》 SCIE CSCD 2015年第5期152-161,共10页
Location-aware applications have been used widely with the assistance of the latest positioning features in Smart Phone such as GPS,AGPS,etc.However,all the existing applications gather users' geographical data an... Location-aware applications have been used widely with the assistance of the latest positioning features in Smart Phone such as GPS,AGPS,etc.However,all the existing applications gather users' geographical data and transfer them into the pertinent information to give meaning and value.For this kind of solutions,the user's privacy and security issues might be raised because the geographical location has to be exposed to the service provider.A novel and practical solution is proposed in this article to provide the relative location of two mobile users based on their WiFi scanned results without any additional sensors.There is no privacy concern in this solution because end users will not collect and send any sensitive information to the server.This solution adopts a Client/Server(C/S) architecture,where the mobile user as a client reports the ambient WiFi APs and the server calculates the distances based on the WiFi AP's topological relationships.A series of technologies are explored to improve the accuracy of the estimated distance and the corresponding algorithms are proposed.We also prove the feasibility with the prototype of "Circle Your Friends" System(CYFS) on Android phone which lets the mobile user know the distance between him and his social network friends. 展开更多
关键词 relative location privacy-preserv-ing CYFS
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Fingerprint Liveness Detection Based on Multi-Scale LPQ and PCA 被引量:13
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作者 Chengsheng Yuan Xingming Sun Rui Lv 《China Communications》 SCIE CSCD 2016年第7期60-65,共6页
Fingerprint authentication system is used to verify users' identification according to the characteristics of their fingerprints.However,this system has some security and privacy problems.For example,some artifici... Fingerprint authentication system is used to verify users' identification according to the characteristics of their fingerprints.However,this system has some security and privacy problems.For example,some artificial fingerprints can trick the fingerprint authentication system and access information using real users' identification.Therefore,a fingerprint liveness detection algorithm needs to be designed to prevent illegal users from accessing privacy information.In this paper,a new software-based liveness detection approach using multi-scale local phase quantity(LPQ) and principal component analysis(PCA) is proposed.The feature vectors of a fingerprint are constructed through multi-scale LPQ.PCA technology is also introduced to reduce the dimensionality of the feature vectors and gain more effective features.Finally,a training model is gained using support vector machine classifier,and the liveness of a fingerprint is detected on the basis of the training model.Experimental results demonstrate that our proposed method can detect the liveness of users' fingerprints and achieve high recognition accuracy.This study also confirms that multi-resolution analysis is a useful method for texture feature extraction during fingerprint liveness detection. 展开更多
关键词 fingerprint liveness detection wavelet transform local phase quantity principal component analysis support vector machine
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Robotic Path Learning with Graphical User Interface
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作者 George Zhang Jianjun Wang Jingguo Ge 《Journal of Mechanics Engineering and Automation》 2014年第4期261-268,共8页
This paper describes an automated path generation method for industrial robots. Based on force control, a robotic subsystem has been developed for path automatic generation or path learning. Using a dummy tool and rou... This paper describes an automated path generation method for industrial robots. Based on force control, a robotic subsystem has been developed for path automatic generation or path learning. Using a dummy tool and roughly taught guiding points around a part contour, the robot moves in position and force controlled hybrid mode, following the order of the guiding points and with contact force direction and value predefined. During the motion, robot actual position is recorded by the robot controller. After the motion, the recorded position data is used to generate a robot path program automatically. Robot lead-through may be used in the guiding point teaching. Furthermore, a GUI (graphical user interface) is developed on the teach pedant to guide through the guiding point creation and teaching, path learning, program verification and execution. The development has been incorporated into a robotic machining product option. Combination of the robot path learning function and GUI enhances the interaction between the robot and operator and drastically increases the level of robotic ease-of-use. 展开更多
关键词 ROBOT force control path learning user interface.
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Remote-Controlled Ambidextrous Robot Hand Concept
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作者 Emre Akyurek Alexandre Dilly Fabrice Jourdan Zhu Liu Souraneel Chattoraj Itziar Berruezo Juandeaburre Michel Heinrich Leonid Paramonov Peter Turner Stelarc Tatiana Kalganova 《Computer Technology and Application》 2013年第11期569-574,共6页
In the development of robotic limbs, the side of members is of importance to define the shape of artificial limbs and the range of movements. It is mainly significant tbr biomedical applications concerning patients su... In the development of robotic limbs, the side of members is of importance to define the shape of artificial limbs and the range of movements. It is mainly significant tbr biomedical applications concerning patients suffering arms or legs injuries, fn this paper, the concept of an ambidextrous design lbr robot hands is introduced. The fingers can curl in one xvay or another, to imitate either a right hand or a left hand. The advantages and inconveniences of different models have been investigated to optimise the range and the maximum force applied by fingers. Besides, a remote control interthce is integrated to the system, allowing both to send comrnands through internet and to display a video streaming of the ambidextrous hand as feedback. Therefore, a robotic prosthesis could be used for the first time in telerehabilitation. The main application areas targeted are physiotherapy alter strokes or management of phantom pains/br amputees by/earning to control the ambidextrous hand. A client application is also accessible on Facehook social network, making the robotic limb easily reachable for the patients. Additionally the ambidextrous hand can be used tbr robotics research as well as artistic performances. 展开更多
关键词 Robot hand pneumatic muscles remote platform video streaming TELEREHABILITATION hand recognition
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Planning Movement of a Robotic Arm for Assembly of Products
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作者 Jose Ismael Ojeda Campana 《Journal of Mechanics Engineering and Automation》 2015年第4期257-262,共6页
This paper presents an algorithmic proposal of a movements' planner for a robotic manipulator. Its application is the planning of trajectories from wooden cuttings in a band saw. This algorithm is based on heuristics... This paper presents an algorithmic proposal of a movements' planner for a robotic manipulator. Its application is the planning of trajectories from wooden cuttings in a band saw. This algorithm is based on heuristics. A simulator was developed in order to allow the user to define the table's shape and figure that you want to trim. The simulator was developed in Java from Sun Microsystems, and next it will be applied in TM Cyberbotics Webots. 展开更多
关键词 Electronic planner robotic arm heuristics.
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