CAJ | 학술논문

动态异构信息网络中的时序关系预测问题近些年被广泛研究，时序关系预测旨在预测关系产生时间的同时预测关系的类型。动态异构信息网络是包含不同类型的点和边且边上带有时间信息的网络。现有的方法主要考虑了网络中拓扑结构对于关系预测的影响，而并未将时间和结构信息整合到一个统一的模型中进行研究。针对以上问题，提出了一个时间差关系路径法（time‐difference‐labeled path ， TDLP）用于实现时序关系预测，该方法将网络中边上的时间信息融入到结构路径中从而得到更好的预测效果。在一个学术网络上的实验证明，提出的TDLP方法相比当前流行的方法具有更高预测准确率。
동태이구신식망락중적시서관계예측문제근사년피엄범연구，시서관계예측지재예측관계산생시간적동시예측관계적류형。동태이구신식망락시포함불동류형적점화변차변상대유시간신식적망락。현유적방법주요고필료망락중탁복결구대우관계예측적영향，이병미장시간화결구신식정합도일개통일적모형중진행연구。침대이상문제，제출료일개시간차관계로경법（time‐difference‐labeled path ， TDLP）용우실현시서관계예측，해방법장망락중변상적시간신식융입도결구로경중종이득도경호적예측효과。재일개학술망락상적실험증명，제출적TDLP방법상비당전류행적방법구유경고예측준학솔。
Temporal link prediction on dynamic heterogeneous information networks , aiming to predict both the building times of links and their types ,has been widely studied in recent years .The dynamic heterogeneous information network is a network that has different types of vertices and time‐labeled edges , and in this paper we study the temporal link prediction problem in the dynamic heterogeneous information network . Most existing studies employs the structure‐based predictive methods , where the structures fails to embed the time information . Therefore , they cannot characterize the correlation between structures and time during the prediction .In this work ,we firstly construct the structure called the time‐difference‐labeled path(TDLP) to combine the time information and structural features into a unified setting and propose TDLP ,a time‐difference‐labeled path based temporal link prediction method , which combines the time information with the structural path features .Experiments on a real data set of a scholar bibliographic website demonstrate that the proposed TDLP method performs better than the state‐of‐the‐art methods on predicting both whether and w hen a link w ill be built .