基于多嵌入融合的top-N推荐

异构信息网络(Heterogeneous Information Network, HIN)凭借其丰富的语义信息和结构信息被广泛应用于推荐系统中,虽然取得了很好的推荐效果,但较少考虑局部特征放大、信息交互和多嵌入聚合等问题。针对这些问题,提出了一种新的用于top-N推荐的多嵌入融合推荐(Multi-embedding Fusion Recommendation, MFRec)模型。首先,该模型在用户和项目学习分支中都采用对象上下文表示网络,充分利用上下文信息以放大局部特征,增强相邻节点的交互性;其次,将空洞卷积和空间金字塔池化引入元路径学习分支,以便获取多尺度信息并增强元路径的节点表示;然后,采用多嵌入融合模块以便更好地进行用户、项目以及元路径的嵌入融合,细粒度地进行多嵌入之间的交互学习,并强调了各特征的不同重要性程度;最后,在两个公共推荐系统数据集上进行了实验,结果表明所提模型MFRec优于现有的其他top-N推荐系统模型。

Improved Segmented Belief Propagation List Decoding for Polar Codes with Bit-Flipping

Belief propagation list(BPL) decoding for polar codes has attracted more attention due to its inherent parallel nature. However, a large gap still exists with CRC-aided SCL(CA-SCL) decoding.In this work, an improved segmented belief propagation list decoding based on bit flipping(SBPL-BF) is proposed. On the one hand, the proposed algorithm makes use of the cooperative characteristic in BPL decoding such that the codeword is decoded in different BP decoders. Based on this characteristic, the unreliable bits for flipping could be split into multiple subblocks and could be flipped in different decoders simultaneously. On the other hand, a more flexible and effective processing strategy for the priori information of the unfrozen bits that do not need to be flipped is designed to improve the decoding convergence. In addition, this is the first proposal in BPL decoding which jointly optimizes the bit flipping of the information bits and the code bits. In particular, for bit flipping of the code bits, a H-matrix aided bit-flipping algorithm is designed to enhance the accuracy in identifying erroneous code bits. The simulation results show that the proposed algorithm significantly improves the errorcorrection performance of BPL decoding for medium and long codes. It is more than 0.25 d B better than the state-of-the-art BPL decoding at a block error rate(BLER) of 10^(-5), and outperforms CA-SCL decoding in the low signal-to-noise(SNR) region for(1024, 0.5)polar codes.

Bawei Biotechnology Listed

On Mar.29th,2024,Bawei Biotechnology was listed at Beijing Stock Exchange.So far,Bawei Biotechnology has smoothly become“the first cosmetics OEM listed at Beijing Stock Exchange”,as well as the first A-share cosmetics enterprise listed in 2024.At the opening quotation,the stock price increase of Bawei Biotechnology exceeded 200%,and the total market value exceeded 1.4 billion yuan.Bawei Biotechnology mainly engages in the R&D,production,sales and detection of cosmetics,with the product category covering skin care product,facial mask,toiletry,and makeup.So far,it has served a total of 1,000 cosmetics brands,including Unilever,Renhe Ingenuity,HBN,SKINTIFIC,Marubi Biotechnology,PROF.

通用学术词表Academic Vocabulary List(AVL)修订述略

学术英语词汇是学术英语教学的重点和难点,不同时代和学科曾编写过各类学术词表。加德纳和戴维斯(2014)基于学术语料容量达1.2亿的COCA语料库推出学术词表Academic Vocabulary List(AVL),该词表在学术英语教学和研究中得到广泛应用。然而实践表明,AVL词表收录的3015个词元存在词汇重复、以词元为单位排列的词表和以词族为单位排列的词表不相吻合等问题。本研究尝试以科学性原则、适切性原则、时效性原则为指导,基于AVL词表原有的比率、分布、离散度、学科指数四条选词标准,增加最低频次和经验判断两条新标准对AVL词表予以完善和修订。完善修订后的AVL词表由先前的1991个词族、3015个词元缩减至709个词族1715个词元,较修订前更具简洁性和高效性。希望依据3项原则和6项标准所做的修订为学术英语教与学以及学术英语教材编写和选用带来新的参考。

Evolution and Governance of the Structure of Marine Economic Networks in China’s Coastal Areas: Based on Sea-related A-share Listed Companies

Data on discrete,isolated attributes of the marine economy are often used in traditional marine economic research.However,as the focus of urban research shifts from internal static attributes to external dynamic linkages,the importance of marine economic net-work research is beginning to emerge.The construction of the marine economic network in China’s coastal areas is necessary to change the flow of land and sea resources and optimize regional marine economic development.Employing data from headquarters and branches of sea-related A-share listed enterprises to construct the marine economic network in China,we use social network analysis(SNA)to discuss the characteristics of its evolution as of 2010,2015,and 2020 and its governance.The following results were obtained.1)In terms of topological characteristics,the scale of the marine economic network in China’s coastal areas has accelerated and expan-ded,and the connections have become increasingly close;thus,this development has complex network characteristics.2)In terms of spatial structure,the intensity of the connection fluctuates and does not form stable development support;the group structure gradually becomes clear,but the overall pattern is fragmented;there are spatial differences in marine economic agglomeration radiation;the radi-ation effect of the eastern marine economic circle is obvious;and the polarization effect of northern and southern marine economic circles is significant.On this basis,we construct a framework for the governance of a marine economic network with the market,the government,and industry as the three governing bodies.By clarifying the driving factors and building objectives of marine economic network construction,this study aims to foster the high-quality development of China’s marine economy.

List接口的教学案例设计与实现

List接口的概念与应用是Java程序设计课程的重点内容之一。为培养学生分析和解决实际问题的能力,本文探讨在List接口知识点训练时,以模拟实现学生信息管理系统项目作为教学案例,并引入瀑布模型的教学方法。实践结果表明,选择合适的教学案例,在教学过程中引入瀑布模型思维方式,可以有效培养学生分析问题和解决问题的能力。

Belief Propagation List Decoding for Polar Codes:Performance Analysis and Software Implementation on GPU

Belief propagation(BP)decoding outputs soft information and can be naturally used in iterative receivers.BP list(BPL)decoding provides comparable error-correction performance to the successive cancellation list(SCL)decoding.In this paper,we firstly introduce an enhanced code construction scheme for BPL decoding to improve its errorcorrection capability.Then,a GPU-based BPL decoder with adoption of the new code construction is presented.Finally,the proposed BPL decoder is tested on NVIDIA RTX3070 and GTX1060.Experimental results show that the presented BPL decoder with early termination criterion achieves above 1 Gbps throughput on RTX3070 for the code(1024,512)with 32 lists under good channel conditions.

List-Serial Pipelined Hardware Architecture for SCL Decoding of Polar Codes

For polar codes,the performance of successive cancellation list(SCL)decoding is capable of approaching that of maximum likelihood decoding.However,the existing hardware architectures for the SCL decoding suffer from high hardware complexity due to calculating L decoding paths simultaneously,which are unfriendly to the devices with limited logical resources,such as field programmable gate arrays(FPGAs).In this paper,we propose a list-serial pipelined hardware architecture with low complexity for the SCL decoding,where the serial calculation and the pipelined operation are elegantly combined to strike a balance between the complexity and the latency.Moreover,we employ only one successive cancellation(SC)decoder core without L×L crossbars,and reduce the number of inputs of the metric sorter from 2L to L+2.Finally,the FPGA implementations show that the hardware resource consumption is significantly reduced with negligible decoding performance loss.

Lesening's Parent Company dencare got listed in market

On April 10th,2023,Dencare(stock code:001328),parent company of Lesening,was listed in Shenzhen Stock Exchange.There were 43,043,500 new shares issued this time,with the issue price as 20.68 yuan and raised fund as 890 million yuan,accounting for 25%of the total capital stock after issuing.It thus became the“first share of anti-sensitivity toothpaste”in A share.Such fundraising will mainly be used to invest in intelligent manufacturing upgrading and construction projects.The opening price on that day was 41 yuan,rising 98.3%comparing with the issue price;the closing price was 56.64 yuan,increasing by 174%comparing with the issue price.It is also one of the first IPOs approved since the full registration system was officially implemented.

Rare earth listed in the Catalogue of Energy and Resources Products Subject to Export Reporting

China’s Ministry of Commerce(MOFCOM)on 7 November announced revisions to a list of bulk commodities whose imports and exports should be reported for keeping statistical record.Fourteen commodities including Soybeans,rapeseed,soybean oil,palm oil and so on will continue to be regulated by current import reporting system.Five new items are included.Crude oil,iron ore.

欧美新污染物监测进展及启示

新污染物监测是新污染物环境和健康风险评估及管控的重要基础。欧美发达国家环保部门在20世纪70年代就开展了新污染物监测工作,并且2000年后形成了相应的监测制度,而我国新污染物监测工作正处于业务化起步阶段。通过深入调研欧美国家水中新污染物监测为主的发展历程、监测清单、监测要求等内容,总结出3个特点:建立动态更新的新污染物清单监测机制;将规范的新污染物监测方法作为开展监测的重要前提;充分考虑监测可行性和经济成本。结合我国现阶段新污染物监管需求及监测现状,提出我国新污染物监测工作的3点建议:明晰国家、地方新污染物监测的职责分工,建立优先监测新污染物清单动态更新机制;加强新污染物监测能力建设,建立新污染物监测标准体系;循序渐进开展新污染物监测,注重监测的可行性和可持续性。

数据交易安全刑事合规的“软法”治理及清单模式

数据交易安全合规指参与数据交易活动的企业内外部各方主体进行的维护数据安全合规的治理活动。刑事治理是由各方主体参与的惩治和预防犯罪的过程,具有过程性。数据交易安全刑事合规是刑事治理的重要方面,可分为事前合规和事后合规两个阶段。《信息安全技术数据交易服务安全要求(征求意见稿)》和《上海数据交易所数据交易安全合规指引》及配套清单采取正面清单和负面清单的管理模式,列举了数据交易主体、数据安全管理体系、数据来源、数据产品可交易性等方面的合规要求。数据交易安全合规清单具有“软法”性质,“软法”与“硬法”相结合,形成企业刑事合规的规范体系。刑法根据数据交易主体及行为场景的差异,以不同的罪刑规范保护数据交易行为所涉及的多元法益。数据犯罪的空白罪状具有定罪指引作用,也为企业合规的开展留下了空间。在实践中应注重数据安全关联罪名适用与刑行衔接,将企业刑事合规融入刑事司法过程并与行政监管相协调。同时,积极发挥企业合规清单的刑事治理机能,构建和完善激励机制、滤罪机制、评估机制,实现合规清单治理的出罪机能与治本效果。

任务导向的翻转课堂在《医学影像技术学》理论教学中的应用

《医学影像技术学》作为医学影像技术本科专业的核心课程,教师在理论课教学期间需重视学生知识内化与综合素质提升。传统教学模式中教师长时间处于教学主体地位传授知识,学生鲜少自主学习、主动思考及表达看法,难以获得理想教学效果。任务导向的翻转课堂以学生为教学主体,设置目标明确、难度适中的个人自学任务与团队课堂讲授任务,督促学生主动学习,积极参加团队协作。此类翻转课堂将拓展学习时间与场景,拓宽知识获取渠道,鼓励学生积极学习思考,与团队成员交流看法并协作制定课堂讲授资料,完成课堂讲授。教学过程中,学生不仅完成多层次知识内化,还将获得一定程度综合素质提升。本文将回顾传统教学模式的局限性,分析任务导向翻转课堂的特点与优势,探讨其用于影像技术本科专业学生《医学影像技术学》理论课教学的可行性,为本课程教育改革提供新思路与参考。

工程总承包计价中的价格清单问题研究

为了推动工程总承包规范发展,有必要对其计价中的价格清单问题进行讨论。首先,对国内与国际惯例中的价格清单模式进行阐述和比较;其次,从价格清单的属性和使用两个角度出发,分析了价格清单存在的问题;最后,从价格清单的编制、作用以及变更三个层面提出完善建议,以期促进我国工程总承包高质量规范发展。

探索3E方法在教学实验室负面清单管理制度中的应用

高校化学教学实验室内存在很多危险因素,管理方法和技术手段采用不当会引起师生受伤,进而影响实验教学的正常进行。负面清单管理制度可简明扼要地将各种实验教学和实验室管理过程中发现的问题进行归纳总结,做好负面清单的整理和持续改进是强化高校化学实验教学实验室安全管理的有效方法之一。本文在总结现阶段高校化学实验教学实验室的各种影响因素的基础上,形成有针对性的负面清单,开展有针对性的实验室安全教育和培训E(education)、采取有效的实验室工程技术安全措施E(engineering)、强化实验室安全强制措施E(enforcement),形成了3E方法与负面清单管理制度相结合的化学教学实验室安全模式。该制度的可持续发展模式在化学教学实验室管理中收获良好效果,为高校化学教学实验室安全管理提供参考。

基础研究对中国上市公司技术创新的作用研究

企业在创新链与产业链融合中具有重要作用。从企业视角研究基础研究对技术创新的作用,有助于理解企业参与基础研究的重要性,掌握创新链与产业链融合规律,制定有效的科技创新政策。本文从科学关联度、专利引文时滞、科学循环周期、学科多样性等角度构建分析指标,并以上市公司为例展开实证分析。研究发现:①上市公司技术创新对基础研究成果的吸收较少;②领域内龙头企业技术创新能力强,基础研究的支撑作用显著;③科学关联度越高的产业领域,基础研究成果向技术创新转化的速度越慢;④基础研究向技术创新传递知识的速度逐渐加快;⑤高新技术产业领域的学科多样性高于其他传统产业领域。

美国实体清单制度对我国实体影响及应对策略--基于中兴、华为、联邦快递案的实证研究

美国基于技术霸权,利用实体清单制度等单边制裁手段对我国经济、科技等领域进行干涉,削弱中国的技术竞争力,触及中国安全。我国出台《不可靠实体清单规定》等法律法规,积极应对美国制裁,维护国家安全。实证研究表明,中国企业在大国博弈下,面临执行实体清单禁令和受到中国反制裁立法体系处罚的两难困境。基于此,我国应在人类命运共同体理念之上,引入严苛的反制裁实体要件体系,并在逻辑上确立反制裁法律制度适用的平衡机制。我国在反制裁法律体系优化中应综合考虑行政救济机制的具体规则、相关法律法规的衔接、工作机制的程序性规范等因素,从而助力中国实体通过相关救济制度走出困境。

从“氏族之人”到“编户齐民”——试论先秦时期社会成员身份的变迁

夏商西周时期,社会上几乎所有的人都生活于“族”之中。这些族,夏商时期称为“氏族”,西周时期则多称为“宗族”。春秋战国时期,虽然“人”“民”多混用无别,但两者的使用却出现了有所侧重的情况。“民”能够以地域为称,但并不以族为称,它所表现的是社会成员的地域特征,而“人”则可以表现其作为某族的血缘关系特征。社会成员间血缘关系的影响在削弱,而国家地域关系的影响在增强。社会成员身份的巨大变化是由氏族(宗族)之人,变成了国家控制下的编户齐民。“编户齐民”肇端于战国时期诸国授田制度的实施,到秦代则成为国家控制天下民众的最主要的制度。这种居民身份的变化深刻地影响着古代中国的历史发展。

挂牌督办:中国式行政督查制度

为有效应对日趋复杂的安全治理形势,发轫于社会治安治理而后被推广至生态环保、安全生产等领域的挂牌督办制度,将中国特色的督查机制创造性融入复杂的治理场景之中,取得了显著的治理成效,成为近年来被频繁使用和研究的中国公共管理关键词。挂牌督办所蕴含的政治压力、社会压力和时间压力形成了强大的政治势能,促使地方政府及其职能部门等督办客体迅即强化其政治执行力、组织协同力和社会回应力,进而在较短的时间内完成中央政策目标、提升安全治理效能。同时,我们应秉持理性科学的态度客观评估挂牌督办的治理绩效,在厘清其效能边界的基础上,以更高质量的研究工作清晰识别其运行的底层逻辑,为确保挂牌督办制度始终发挥正向功能提供对策参考。

改进灰色关联分析法在教育行业上市公司经营业绩综合评价中的运用

对教育行业上市公司的经营业绩进行综合评价,可使投资者与经营者全面掌握公司的经营状况及其在同行业中所处的地位与发展方向,为企业利益相关者投资决策提供参考。在灰色关联分析法的理论基础上,提出改进的灰色关联分析方法,根据财经大数据应用服务平台数据,对教育行业4家上市公司的经营业绩进行综合评价并给出排序。计算结果显示,经营业绩最好的公司为行业标杆企业,与财经大数据应用服务平台的评价结果一致,说明该方法具有可行性。