一种基于Apriori的关联规则挖掘算法的研究

该文通过对Apriori算法的基本思想和性能的研究剖析,认为Apriori算法存在一些不足;并且根据这些不足提出了相应的改进UDApriori算法对经典算法进行优化,从而得到一种改进的Apriori算法,与原算法相比运算效率大大提高.     

A hybrid of sequential rules and collaborative filtering for product recommendation

Customers’ purchase behavior may vary over time. Traditional collaborative filtering (CF) methods make recommendations to a target customer based on the purchase behavior of customers whose preferences are similar to those of the target customer; however, the methods do not consider how the customers’ purchase behavior may vary over time. In contrast, the sequential rule-based recommendation method analyzes customers’ purchase behavior over time to extract sequential rules in the form: purchase behavior in previous periods ⇒ purchase behavior in the current period. If a target customer’s purchase behavior history is similar to the conditional part of the rule, then his/her purchase behavior in the current period is deemed to be the consequent part of the rule. Although the sequential rule method considers the sequence of customers’ purchase behavior over time, it does not utilize the target customer’s purchase data for the current period. To resolve the above problems, this work proposes a novel hybrid recommendation method that combines the segmentation-based sequential rule method with the segmentation-based KNN-CF method. The proposed method uses customers’ RFM (Recency, Frequency, and Monetary) values to cluster customers into groups with similar RFM values. For each group of customers, sequential rules are extracted from the purchase sequences of that group to make recommendations. Meanwhile, the segmentation-based KNN-CF method provides recommendations based on the target customer’s purchase data for the current period. Then, the results of the two methods are combined to make final recommendations. Experiment results show that the hybrid method outperforms traditional CF methods.     

衡敛系统的性质及其推导

开放系统能够构建衡敛的状态,成为衡敛系统,根据收敛级数的性质进行系统结构解析,得出衡敛系统的三个基本性质,可对衡敛系统结构进行分解和组合。通过对衡敛系统性质的进一步推导,又得出了衡敛系统的守恒律和相对律,由此形成了研究复杂性科学的新理论和方法,能够实现从定性到定量、从微观到宏观进行系统科学研究,这种运用衡敛系统理论的分析方法,是一条进行复杂性科学研究的新路径。     

4,5-二芳基噁唑的光化学环化消除合成菲并[9,10-d]噁唑

具有异芪生色团结构的分子是有机光化学研究的重要对象。4,5-二芳基嗯唑(1)具有部分结构与异芪类似,本文对其分子内环化消除过程和产物进行了研究。 本文认为1的环化消除过程如下:     

A general approach to rule aggregation in fuzzy logic control

We look at the representation and aggregation of individual rules in the fuzzy logic control system. Two extreme paradigms for rule representation are introduced, the Mamdani model and the logical model. We look at the characteristics of these approaches. We then combine these two approaches to get a general model for the representation of rules. From this general formulation we obtain two soft classes of rules aggregation, or-like and and-like aggregations.     

An iterative learning control theory for a class of nonlinear dynamic systems

An iterative learning control scheme is presented for a class of nonlinear dynamic systems which includes holonomic systems as its subset. The control scheme is composed of two types of control methodology: a linear feedback mechanism and a feedforward learning strategy. At each iteration, the linear feedback provides stability of the system and keeps its state errors within uniform bounds. The iterative learning rule, on the other hand, tracks the entire span of a reference input over a sequence of iterations. The proposed learning control scheme takes into account the dominant system dynamics in its update algorithm in the form of scaled feedback errors. In contrast to many other learning control techniques, the proposed learning algorithm neither uses derivative terms of feedback errors nor assumes external input perturbations as a prerequisite. The convergence proof of the proposed learning scheme is given under minor conditions on the system parameters.     

Interaction Rule between Rare Earths and Low-Melting Point Elements in Fe-,Cu-,Al-,Ni-Base Liquid Solutions

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SLD-博弈树中计算规则的独立性

本文提出SLD-博弈树的成功集的概念，证明对任何计算规则R，对应R产的SLD-博弈树的成功集相同，即SLD-博弈树的证明能力与计算规则无关，这就是计算规则的独立性．     

一种新型压电陶瓷控制器的研究

压电陶瓷的迟滞、非线性和蠕变特性，降低了它的定位精度，且给压电陶瓷微定位系统的控制带来困难。该文提出一种新的智能逻辑规则控制算法，仿真结果表明，与PID控制算法相比，控制器输出不仅超调量小、响应时间快，而且控制器的控制精度可以预先设定并通过直接调节参数而满足，满足了压电陶瓷微定位系统高精度的要求。     

黑河龙首水电站短期优化调度研究

为了充分发挥黑河龙首水电站的水能利用率，对龙首水电站的短期优化调度进行了研究。通过对5个典型年短期优化调度模型求解结果进行回归分析，获得各月的短期调度规则，对调度规则的验证结果表明相对误差较小，所得到的短期调度规则可以投入实际应用。