An attention-based teacher-student model for multivariate short-term landslide displacement prediction incorporating weather forecast data

Predicting the displacement of landslide is of utmost practical importance as the landslide can pose serious threats to both human life and property.However,traditional methods have the limitation of random selection in sliding window selection and seldom incorporate weather forecast data for displacement prediction,while a single structural model cannot handle input sequences of different lengths at the same time.In order to solve these limitations,in this study,a new approach is proposed that utilizes weather forecast data and incorporates the maximum information coefficient(MIC),long short-term memory network(LSTM),and attention mechanism to establish a teacher-student coupling model with parallel structure for short-term landslide displacement prediction.Through MIC,a suitable input sequence length is selected for the LSTM model.To investigate the influence of rainfall on landslides during different seasons,a parallel teacher-student coupling model is developed that is able to learn sequential information from various time series of different lengths.The teacher model learns sequence information from rainfall intensity time series while incorporating reliable short-term weather forecast data from platforms such as China Meteorological Administration(CMA)and Reliable Prognosis(https://rp5.ru)to improve the model’s expression capability,and the student model learns sequence information from other time series.An attention module is then designed to integrate different sequence information to derive a context vector,representing seasonal temporal attention mode.Finally,the predicted displacement is obtained through a linear layer.The proposed method demonstrates superior prediction accuracies,surpassing those of the support vector machine(SVM),LSTM,recurrent neural network(RNN),temporal convolutional network(TCN),and LSTM-Attention models.It achieves a mean absolute error(MAE)of 0.072 mm,root mean square error(RMSE)of 0.096 mm,and pearson correlation coefficients(PCCS)of 0.85.Additionally,it exhibits enhanced prediction stability and interpretability,rendering it an indispensable tool for landslide disaster prevention and mitigation.

The Risk Role of Defeat on the Mental Health of College Students:A Moderated Mediation Effect of Academic Stress and Interpersonal Relationships

Background:College students face significant academic and physiological changes,making them more susceptible to psychological issues such as depression,self-injury,and suicidal ideation.Feelings of defeat can exacerbate these risks by increasing academic stress.However,interpersonal relationships can moderate the impact of academic stress on students’mental health.Utilizing the presage–process–product model,this study aims to empirically investigate how feelings of defeat influence depression,self-injury,and suicidal ideation among college students.Additionally,it explores the mediating role of academic stress and the moderating role of various types of interpersonal relationships.Methods:A total of 1612 college students(750 females,862 males,mean age=19.64±0.62 years)were recruited through cluster sampling.Data were collected via offline questionnaires administered by a trained psychology teacher and a postgraduate student,ensuring high reliability with two examiners per class.Latent profile analysis(LPA)was used to examine the impact of defeat on mental health outcomes,while mediation analysis was conducted to assess the roles of academic stress and interpersonal relationships.Results:1.Defeat is identified as a significant risk factor for mental health issues among college students;2.Four distinct patterns of interpersonal relationships were identified:the interpersonal-relationship risk group,the father–child-relationship high-risk group,the general interpersonal-relationship group,and the superior interpersonal-relationship group;3.Academic stress partially mediates the relationship between defeat and mental health issues such as depression,self-injury,and suicidal ideation;4.Different interpersonal relationship models moderate the impact of academic stress on depression and suicidal ideation.Conclusion:Defeat is a significant risk factor for mental health problems in college students.Academic stress partially mediates the negative impact of defeat on mental health,while patterns of interpersonal relationships moderate this impact.Effective early prevention and intervention should focus on monitoring students’stress levels and fostering warm,positive parent–child relationships.

Teachers’Perception for Evaluation of the Primary School Students With Final Grade

The most difficult and delicate part of the learning process is assessment.Assessment is difficult because during his/her accomplishment the teacher has to consider not only the acquisition of knowledge from students,but also the overall degree of development of their competencies.It is delicate,because through assessment we can influence the emotional side of students and their“willingness”to learn.Despite these facts,teachers need to evaluate students during the learning process.The purpose of the research is to find out what is the perception of teachers about the level of evaluation of students with final grade.The overall results showed that 89%of teachers agree,9%of them have a neutral attitude,and 2%do not agree that the evaluation of students with a final grade is done taking into account many aspects and using many methods,the overall average of the results,M=4.36.Based on the empirical results,it was found that teachers who have completed assessment training have a more positive approach to student assessment,as the average score is higher than teachers who have not completed assessment training.From the qualitative results it was understood that the Teachers did not encounter any difficulties during the assessment of the students.

Effects of Perceived Teacher Support on Student Behavioral Engagement in the Blended Learning Environment:Learning Experience as a Mediator

Blended learning(BL)has been widely adopted to improve students’academic achievements in higher education.However,its success relies mainly on student engagement,which plays an essential role in active learning and provides a rich understanding of students’experiences.The study utilized three self-designed scales-the Teacher Support Scale,Student Engagement Scale,and Student Learning Experience Scale-to gauge and examine the impact and relationship between perceived teacher support,student behavioral engagement,and the intermediary role of learning experiences.A cohort of 899 college students undertaking the obligatory College English course through BL modes across five Chinese universities actively participated by completing a comprehensive questionnaire.The results showed significant correlations between perceived teacher support,learning experience,and behavioral engagement.Perceived teacher support significantly predicted students’behavioral engagement,with socio-affective support exerting the most substantial predictive effects.All predictive effects were partially mediated by learning experience(learning mode,online resources,overall LMS-based learning,interaction with their instructor and peers,and learning outcome).The influence of perceived teacher support on behavioral engagement differed between students who reported the most positive(vs.negative)learning experiences.Suggestions for further research are offered for consideration.

Optimizing the Leadership Styles and Establishing a New Teacher-Student Relationship

There're mainly two kinds of behaviors-Task Behaviors(TBs) and Relationship Behaviors(RBs) among the school leadership styles. TBs contribute to achieving the goals, while RBs help to promote the interpersonal relationships. However, different perceptions of social values and morals will have a great influence on establishing the good leader-teacher relationship and the teacher-student relationship, which is also no exception for the leadership styles. Thus, optimizing the leadership styles will enhance the leader-teacher relationship, and also benefit the teacher-student relationship.

Teacher's Nonverbal Immediacy Behavior in the Classroom and Its Effect on Teacher-Student Relationship

本文主要研究课堂上教师的非语言行为,主要阐述教师在课堂上充分利用非语言行为可促进师生关系的改善。

Student-Teacher Relationship in the Secondary Schools: A Factorial Study

This article contributes to the widening of the international literature concerning the teacher-student relationship under different perspectives:cross-cultural,statistical,and applicative.This work strengthens the psychometric basis of the Student-Teacher Relationship Scale by confirming the three-dimensional structure of the original instrument.Therefore,on the basis of the factor analysis,the instrument proves to apply also to the Vietnamese context.The Student-Teacher Relationship Scale,given its validity,can be a serviceable tool for studying such a construct,both as a monitoring scale of a given relationship and as a way to help teachers achieve a better level of awareness of their educational skills.

Students＇ Healthy Mental Development Is Promoted by a Harmonious Relationship between Teachers and Students

The harmony of a relationship between teachers and students is a powerful promotion to the students＇ mental health. A ＂shared＂ relationship between teachers and students is advocated now. In the construction of a harmonious relationship between teachers and students, the positions of the teachers and students in teaching should be first made clear, and then an effective mental communication between teachers and students is necessarily available.

Balance Theory and the Relationship among Teacher,Students and Teaching Material

The balance theory was supposed in 1950s,and it provides the theory basis for optimizing the classroom teaching.By applying this theory,we discuss how to keep balance among teacher,students and teaching material.This paper aims to keep these three factors in an open,dynamic and balanced system so as to guarantee the successful classroom teaching.

TheValueOrderof“Love”inTeacher-StudentInteraction：anExplorationintoTeachers’LoveGenerationMachanismBasedonHuoMaozhengandSiXia’SLovePractice

“师爱”是教育成功的前提，是优秀教师的核心价值品质；同时，“师爱”也是教育理论界研究的热点问题之一。但是理论界对“师爱”的认识比较模糊、研究缺乏深度，特别是对其发生机制的研究更少。著名的情感现象学家舍勒认为，在整个价值王国中，价值的相互关系具有一定的“级序”。根据这一理论，如果一个价值比另一个价值“更高”或“更低”，那么，就形成了价值秩序。价值秩序是支配一个人行为的价值品质秩序。爱作为师生交往的核心价值，教师爱的行为同样受爱的价值秩序的支配。从国内“师爱”名师霍懋征和斯霞的“师爱”实践来看，“师爱”的发生机制具有层次性或秩序性，它依次呈现为人性之爱、教育之爱，以及学生种种具体的爱，如公正、尊重等。

Application of the Politeness Principle in the Teachers-Students Communication

In daily communication between teachers and students,many Chinese teachers fail to use politeness principle tactfully or appropriately.This article analyzes some basic principles of politeness and their application in teachers-students communication.

A Study on Teachers'and Students'Beliefs about English Teaching

Teacher and learner beliefs have been found to play an important role in EFL teaching and learning.The present em pirical study explores a group of college teachers'and students'beliefs about English teaching by using questionnaire.The statisti cal result shows that teachers and students have divergent views about many issues in English teaching.

Applying Politeness Strategies in Teacher Talk to Increase Students Participation

Based on Brown and Levinson's face theory, this paper points out that Chinese students keep silent in the English class for the sake of their face wants. As facilitators of language learning, teachers need to learn some politeness strategies and employ various politeness strategies to maintain and enhance students' face to spark their motivation to participate in the interactive activities so as to develop their language control.

The Teacher and The Student in the Art of The Teaching

How could we have a effective teaching?We,as teachers,always think about this question and always hope to have better experiences to supple- ment us.The art of teaching lies in the teaching of the teacher and the studying of the students.During this course, a teacher's quality will be re- garded as an important factor in the art of teaching which we have to think over and discuss.Of course,the factors of students will be undoubtedly tak- en into consideration because of their significance.HereⅠwould like to sunmaarize the following points to improve our teaching effect.

A Case Study of Computer-based Teacher-Student Interaction outside Class

This case study examines the interaction through emails between a professor and one of his third-year students outside of the classroom to explore the problems in the teacher-student interaction.It shows that confronted with difficulties,the student turns directly to her teacher,yet failing to make her specific difficulties known,and the teacher spares no pains to exemplify the doing of assignments,yet knowing little about his student’s knowings and unknowings.At the end of the article are some enlightenments:seeking help after self-attempting and helping after knowing.

The Impact of Family Relationships on the Smoking Habits of University Students

Smoking habits are thought to be strongly impacted by family relationships. In this study, we looked specifically at family relationships with the aim of finding effective anti-smoking education measures. We surveyed 290 university students in order to establish their current smoking habits, along with their family relationships from primary and junior high school until now. The results showed that students with one or more smokers in their family were clearly more likely to smoke. Furthermore, a poor relationship between the student’s parents and a poor relationship with his/her father are believed to have a causal relationship with the student smoking. In the section in which students were asked how often they were told to study, we found that students who smoked had been instructed to study a significantly higher number of times. It is believed that the stress experienced by students frequently told that they must study during their elementary or junior high school years leads to a tendency to smoke. Among the group of non-smokers, we found many who ate breakfast with their parents during elementary or junior high school, along with many who regularly went on holidays with their families. The lack of these things appears to distance parents from children and may be a factor regarding why children end up smoking. In this study, while no clear correlation was found between family relationships and smoking, several types of family relationships that may lead to smoking were suggested.

Students’ perception of effective clinical teaching and teacher behaviour

Learning in the clinical environment is an integral part of nursing education programme. In tertiarybased nursing courses, students spend time learning in the clinical setting as they do in their classroombased studies. The purpose of this study was to explore teaching skills considered by undergraduate student nurses as effective in the clinical setting as well as qualities that make a clinical teacher effective. A descriptive design was employed using questionnaires to collect data. Respondents comprised year four undergraduate student nurses admitted through direct entry (DE) and university matriculation examination (UME) results. Using validated structured questionnaire, data were collected from 101 students who had completed their six months consolidated clinical experience on their perception of teaching skills and teacher qualities considered effective in the clinical setting. Data were analyzed using both descriptive and inferential statistics. Specifically, frequencies, percentage and standard deviation were used for descriptive analysis of scores while chi square and Mann-Whitney tests were used to test the mean differences in the teaching skills and to test whether there was a significant difference in their perception of teacher behaviours respectively at 0.05 level of significance. The result showed that having both clinical (professional) and teaching knowledge were the most important teaching skills for effective clinical teaching. Five qualities ranked by students as teacher behaviours important for effective teaching include being honest with students, motivation to teach, willingness to listen and using good communication skills, supervising students effectively and being positive role model. These factors could be considered when recruiting future clinical teachers and when planning inservice education programmes for clinical teachers to promote student learning.

Teacher and Student Roles in Chinese Culture

Nowaday, going abroad to further education has gained the greatest popularity among chinese students. Majority of these oversea students may suffer from some problems in their cross-cultural classrooms, even though they are excellent in their own country. Chinese learners are frequently labeled as"passive learners", compared with other foreign learners. The teachers in foreign countries may also play a sharply different role in teaching. These problems have already attracted some education experts and researchers'attention and a few research programs and experiments have been conducted. This paper will adopt Tweed and Lehman (2002)'s Confucian-Socratic framework to systematically analyze student and teacher roles in Chinese culture and communicative norms of the students and teachers in Chinese contexts. A better cross-clutural classroom will be built on the basis of foreign teachers and chinese students'mutual efforts on understanding each other's culture background.

The Relationship Between Teachers' Questions and Classroom Interactions in EFL Classroom

Classroom questioning is one of the most important parts of teaching activities, and also the most frequently used method to carry on classroom interactions between teachers and students. English teaching process is the process of"asking"and"answering"between teachers and students. Teachers should not only pay attention to the artistry of questioning, but also attach great importance to the strategy of asking questions. Appropriate teachers' questions are conducive to cultivate students' divergent thinking, and encourage students to better master knowledge by thinking and discussing, thus contributing to classroom interactions move towards a climax.