Increasing recommended effectiveness with markov chains and purchase intervals

Recommendation system is an important component of many websites and has brought huge economic benefits and challenges for online shoppers and e-commerce companies. Existing recommendation systems focus on producing a list of products which users may be interested to purchase, while overlooking the purchase chain and temporal diversity which may increase the likelihood of a purchase decision. In this paper, we propose to utilize the Markov chain to track the chain of users’ purchase behaviors and utilize the purchase intervals to improve the temporal diversity for e-commerce recommender. We design and implement several algorithms and integrate these into our recommendation model. We evaluate our system on a real-world e-commerce dataset. Experimental results demonstrate that our approach significantly improves the accuracy, conversion rate and temporal diversity compared to the state-of-the-art algorithms.     

我国锌盐工业的现状与展望

阐述了我国锌盐工业的发展现状、存在的问题和面临的机遇与挑战,提出了发展锌盐工业的建议。     

钙质微波炉用耐热陶瓷釉的研究

以CaO -Al2 O3-SiO2 三元系统组成为基础研制了一种适合耐热微波炉用的平滑光亮陶瓷釉 ,该釉的坯釉结合性、热稳定性及釉面质量均符合微波炉用耐热陶瓷的要求 ,釉α80 0℃ =6 .0 1× 10 - 6 ℃ - 1 ;热稳定性可达 36 0℃～ 2 0℃热交换一次不裂 ;该种钙质耐热釉加入过多碳酸锂 ,会使坯釉结合性变差。     

上海市创立最早的杨树浦水厂

该文介绍了具有120年供水历史的上海杨树浦水厂的创建和发展、供水现状与技术管理，以及为提高水质和供水可靠性采取的技术和管理措施。     

Study on the structure and properties of cyanate ester/bentonite nanocomposites

Cyanate ester (CE)/bentonite (BT) nanocomposites were prepared by melt blending of CE with NH₄⁺‐BT. The nanostructure of CE/BT nanocomposites was studied by X‐ray diffraction (XRD), scanning electron microscopy (SEM), and transmission electron microscopy (TEM). It was found that partially intercalated and partially exfoliated structures coexisted in CE/BT nanocomposites containing 2.5 wt % BT with respect to that of bulk CE. Below 2.5 wt % BT content, a totally exfoliated and disordered structure was formed in the nanocomposites. The exfoliated BT enhanced the toughness of CE/BT nanocomposites. The impact strength showed a maximum of 7.1kJ/m² at 1 wt % BT, compared to 3.8kJ/m² of pure CE. Furthermore, results of thermogravimetric analysis (TGA) suggest that CE/BT nanocomposites have higher thermal stability. © 2005 Wiley Periodicals, Inc. J Appl Polym Sci 96: 632–637, 2005     

低密度泡沫玻璃的研究与应用

低密度泡沫玻璃是利用碎玻璃制造的一种气孔率大于90%的隔热保温材料,它具有强度高、导热系数小、吸水率低、不吸湿、耐腐蚀等特性,在潮湿环境下抗冻性能好,是一种优良的低温、超低温隔热保温材料。该产品用途广泛,所用的原材料简单易得,但生产工艺过程比较复杂,生产过程控制精度要求较高,容易产生各种缺陷而影响产品的质量。本文对低密度泡沫玻璃的生产工艺过程进行详细的分析研究,提出相应的措施,确保产品的低密度和高成品率,提高产品的性能,扩大产品的使用范围。     

SiC晶须对Si3N4陶瓷基复合材料机械强度的影响

制备了含10vol％,20vol％及30vol％SiC晶须的Si_3N_4基复合材料,对其室温及高温机械强度的测试研究表明,SiC晶须对基体的高温机械性能有明显的增强作用。含20vol％SiC晶须的复合材料1200℃下强度达780MPa,比基体材料提高50％。通过SEM和TEM研究,讨论了SiC晶须增强的原因。     

干燥过程模型化

为了更好地了解和分析各类干燥过程，优化设计，操作和控制，干燥过程数学模型与模拟优化已成为主要研究方向。本文扼要介绍干燥过程数学模型化方法与内容，举例列出了气流干燥过程六为量常微分方程组。     

云母填料尺寸效应对水在环氧涂层中扩散行为的影响

以3种不同尺寸（124μm、38μm和19μm）的片状云母粉为填料，应用质量法和电化学阻抗法（EIS）研究云母填料尺寸效应对水在环氧涂层中的扩散行为的影响。结果表明在几种涂层中，水的扩散总是分为两个阶段：扩散初期阶段和平衡扩散阶段。浸泡初期水在涂层中的扩散行为除了124μm云母环氧涂层基本符合理想菲克扩散行为外，38μm云母环氧涂层和19μm云母环氧涂层均符合理想的菲克扩散定律，即涂层的吸水与浸泡时间的1／2次方成正比。但是水在几种涂层中的扩散系数却各不相同，其中38μm云母环氧涂层的扩散系数最小。     

聚丙烯塑料中二叔丁基过氧化物的测定

研究了在冰醋酸－盐酸介质中，以ＮａＩ作还原剂，Ｆｅ３＋作催化剂，测定二叔丁基过氧化物的条件，建立了在１００℃条件下催化碘量法测定二叔丁基过氧化物的新方法。该法用于聚丙烯塑料中微量过氧化物的测定，准确、可靠、方便。回收率为９８．７％，相对标准偏差为０．６４％。