ObjectiveTo investigate the short-term effect of music therapy combined with binaural frequency difference therapy on patients with consciousness disorder.Materials and methodsNinety patients with definite diagnosis of disorders of consciousness were selected. These patients were randomly divided into control group, experiment 1 group and experiment 2 group, with 30 patients in each group. The control group was treated with routine clinical treatment and rehabilitation. In experiment 1 group, music therapy was added to the control group. In experimental group 2, music therapy (...) combined with binaural α frequency difference therapy was added to the control group. All patients were assessed before and after 30 treatments. The assessment items included Glasgow Coma Scale, Coma Recovery Scale revised, electroencephalogram, upper somatosensory evoked potential, and brainstem auditory evoked potential.ResultsBefore treatment, there were no significant differences in GCS score, CRS-R score, USEP, BAEP, and EEG scores among the three groups. After 30 times of treatment, GCS score, CRS-R score, USEP, BAEP, and EEG scores in 3 groups were significantly higher than those before treatment. And the consciousness rate of experimental group 2 was better than experimental group 1, experimental group 1 was better than the control group and the difference was statistically significant.ConclusionMusic therapy combined with binaural α frequency difference therapy is more effective in stimulating DOC patients. (shrink)

Since the COVID-19 pandemic, the tourism economy has been seriously affected. China has implemented a direct traveling management mechanism and recovered from the pandemic faster than the rest of the world. However, the COVID-19 situation is complicated and uncontrollable because of the available unclear information including difficult medical terminologies. This study attempts to find the determinants of the travel intention of China’s tourists in the post-COVID-19 epidemic. Along with information overload and perception risk, an expanded research model of the Theory (...) of Planned Behavior was employed to propose the theoretical framework of this study. A survey was conducted among 518 tourists who spend their holiday in Hainan, which is a popular tourist destination in China. The empirical results show that information overload positively and significantly impacted perceived risk. Furthermore, perceived risk negatively affects the intention to travel. Perceived risk also negatively affected the attitude toward traveling. However, response self-efficacy did not have a significant effect on the intention to travel. Finally, based on the analysis results, this study proposes relevant research contributions and practical recommendations with management implications for the travel industries. (shrink)

The current COVID-19 pandemic and the previous SARS/MERS outbreaks of 2003 and 2012 have resulted in a series of major global public health crises. We argue that in the interest of developing effective and safe vaccines and drugs and to better understand coronaviruses and associated disease mechenisms it is necessary to integrate the large and exponentially growing body of heterogeneous coronavirus data. Ontologies play an important role in standard-based knowledge and data representation, integration, sharing, and analysis. Accordingly, we initiated the (...) development of the community-based Coronavirus Infectious Disease Ontology in early 2020. -/- As an Open Biomedical Ontology (OBO) library ontology, CIDO is open source and interoperable with other existing OBO ontologies. CIDO is aligned with the Basic Formal Ontology and Viral Infectious Disease Ontology. CIDO has imported terms from over 30 OBO ontologies. For example, CIDO imports all SARS-CoV-2 protein terms from the Protein Ontology, COVID-19-related phenotype terms from the Human Phenotype Ontology, and over 100 COVID-19 terms for vaccines (both authorized and in clinical trial) from the Vaccine Ontology. CIDO systematically represents variants of SARS-CoV-2 viruses and over 300 amino acid substitutions therein, along with over 300 diagnostic kits and methods. CIDO also describes hundreds of host-coronavirus protein-protein interactions (PPIs) and the drugs that target proteins in these PPIs. CIDO has been used to model COVID-19 related phenomena in areas such as epidemiology. The scope of CIDO was evaluated by visual analysis supported by a summarization network method. CIDO has been used in various applications such as term standardization, inference, natural language processing (NLP) and clinical data integration. We have applied the amino acid variant knowledge present in CIDO to analyze differences between SARS-CoV-2 Delta and Omicron variants. CIDO's integrative host-coronavirus PPIs and drug-target knowledge has also been used to support drug repurposing for COVID-19 treatment. -/- CIDO represents entities and relations in the domain of coronavirus diseases with a special focus on COVID-19. It supports shared knowledge representation, data and metadata standardization and integration, and has been used in a range of applications. (shrink)

Evidence suggests divergent thinking is the cognitive basis of creative thoughts. Neuroimaging literature using resting-state functional connectivity has revealed network reorganizations during divergent thinking. Recent studies have revealed the changes of network organizations when performing creativity tasks, but such brain reconfigurations may be prolonged after task and be modulated by the trait of creativity. To investigate the dynamic reconfiguration, 40 young participants were recruited to perform consecutive Alternative Uses Tasks for divergent thinking and two resting-state scans were used for mapping (...) the brain reorganizations after AUT. We split participants into high- and low-creative groups based on creative achievement questionnaire and targeted on reconfigurations of the two brain networks: default-mode network and the network seeded at the left inferior frontal gyrus because the between-group difference of AUT-induced brain activation located at the left IFG. The changes of post-AUT RSFCs indicated the prolonged effect of divergent thinking. More specifically, the alterations of RSFCIFG−AG and RSFCIFG−IPL in the high-creative group had positive relationship with their AUT performances, but not found in the low-creative group. Furthermore, the RSFC changes of DMN did not present significant relationships with AUT performances. The findings not only confirmed the possibility of brain dynamic reconfiguration following divergent thinking, but also suggested the distinct IFGN reconfiguration between individuals with different creativity levels. (shrink)

BackgroundDepression is common psychiatric morbidity in breast cancer survivors, seriously affecting patients’ quality of life and mental health. A growing body of research has investigated depression in breast cancer. However, no visual bibliometric analysis was conducted in this field. This study aimed to visualize the literature to identify hotspots and frontiers in research on breast cancer and depression.MethodsThe publications related to depression in breast cancer were retrieved in the Web of Science Core Collection between 1 January 2002 and 17 March (...) 2022. VOSviewer was used to identify co-occurrences and collaborations among countries, institutions, and keywords. CiteSpace was used to detect keyword bursts.ResultsA total of 7,350 articles and reviews related to depression in breast cancer were identified. From 2002 to 2022, the United States and the People’s Republic of China were the most productive countries in this field. The University of California, Los Angeles, and the University of Toronto were the most productive institutions in this field. The Journal of Psycho-oncology, followed by Supportive Care in Cancer and the Journal of Clinical Oncology, had the most publications on depression in breast cancer. Of the top 10 journals, seven were from the United States, two were from England, and one was from Germany. Five research hotspots of depression in breast cancer were identified by co-word analysis. Research on post-traumatic growth, spiritual interventions, cognitive-behavioral therapy, physical activity, and symptom cluster management of depression in breast cancer was relatively mature in the core hotspots. Burst detection of keywords on depression in breast cancer showed the latest hotspots, such as mental health, cancer survivor mortality, and activity.ConclusionThe research on depression in breast cancer is growing. Attention should be paid to the latest hotspots, such as mental health, cancer survivor, mortality, exercise, and physical activity. (shrink)

Following the idea of L -fuzzy generalized neighborhood systems as introduced by Zhao et al., we will give the join-complete lattice structures of lower and upper approximation operators based on L -fuzzy generalized neighborhood systems. In particular, as special approximation operators based on L -fuzzy generalized neighborhood systems, we will give the complete lattice structures of lower and upper approximation operators based on L -fuzzy relations. Furthermore, if L satisfies the double negative law, then there exists an order isomorphic mapping (...) between upper and lower approximation operators based on L -fuzzy generalized neighborhood systems; when L -fuzzy generalized neighborhood system is serial, reflexive, and transitive, there still exists an order isomorphic mapping between upper and lower approximation operators, respectively, and both lower and upper approximation operators based on L -fuzzy relations are complete lattice isomorphism. (shrink)

In this paper, we use Saaty's Eigenvector Method and the Power Method as well as Ω=1, 2, ⋯, 9, 1/2, 1/3, ⋯, 1/9} and Ω-={1,2, ⋯,9,1, 1/2, ⋯,1/9} as the sets from which the pairwise comparison judgments are assigned at random to examine the variation in the values determined for the mean random consistency index. By extensive simulation analysis, we found that both methods produce the same values for the mean random consistency random index. Also, we found that the reason (...) for producing two different sets of values is the use of Ω vs. Ω- and not the selection of the Power Method vs. Saaty's Eigenvector Method. (shrink)

In this paper, we use Saaty's Eigenvector Method and the Power Method as well as Ω=1, 2, ⋯ , 9, 1/2, 1/3, ⋯ , 1/9} and Ω-={1,2, ⋯ ,9,1, 1/2, ⋯ ,1/9} as the sets from which the pairwise comparison judgments are assigned at random to examine the variation in the values determined for the mean random consistency index. By extensive simulation analysis, we found that both methods produce the same values for the mean random consistency random index. Also, we (...) found that the reason for producing two different sets of values is the use of Ω vs. Ω- and not the selection of the Power Method vs. Saaty's Eigenvector Method. (shrink)

This study developed a measure of autonomy for adolescents in contemporary China. First, data from 44 interviewees—40 secondary school students, 2 parents, and 2 secondary school teachers—were used to explore the connotation and theoretical structure of autonomy in adolescents in China. Next, a preliminary Adolescent Autonomy Questionnaire was created from the interview data and administered to 775 secondary school students. Exploratory factor analysis and confirmatory factor analysis were conducted to verify the factor structure. Finally, 614 secondary school students completed the (...) Adolescent Autonomy Questionnaire, Personal Growth Initiative Scale-II, and Adolescence Ego Identity Crisis Scale to evaluate criterion validity. The final version of the Adolescent Autonomy Questionnaire included 16 items and four subscales: autonomous decision-making, autonomous regulation, autonomous protection, and autonomous problem-solving. The total variance of the cumulative interpretation questionnaire was 62.54%. The CFA results showed that the four-factor model fits the data well: χ2/df = 2.340, CFI = 0.949, RMSEA = 0.042, SRMR = 0.046. Evaluation of the psychometric properties of the Adolescent Autonomy Questionnaire provided support for the reliability and validity of the measure. Thus, it serves as an effective measurement tool for assessing the autonomy of adolescents in China. (shrink)

Background: Individuals’ information processing includes automatic and effortful processes and the latter require sustained concentration or attention and larger amounts of cognitive “capacity.” Event-related potentials reflect all neural activities that are related to a certain stimulus. Investigating ERP characteristics of effortful cognitive processing in people with schizophrenia would be helpful in further understanding the neural mechanism of schizophrenia.Methods: Both schizophrenia patients and health controls completed ERP measurements during the performance of the basic facial emotion identification test and the face-vignette task. (...) Data of ERP components, BFEIT and FVT performances were analyzed.Results: Schizophrenia patients’ accuracies of face emotion detection in the BFEIT and vignette emotion detection in the FVT were both significantly worse than the performance of the HC group. Repeated-measures ANOVAs performed on mean amplitudes and latencies revealed that the interaction effect for group × experiment × site was significant for N250 amplitude. In FVT experiment, N250 amplitudes at prefrontal and frontal sites in schizophrenia group were larger than those of HC group; the maximum N250 amplitude was present at the prefrontal site in both the groups. For N250 latency, the interaction effect for group × experiment was significant; N250 latencies in the schizophrenia group were longer than those of the HC group.Conclusion: Schizophrenia patients present effortful cognitive processing dysfunctions which reflect in abnormal ERP components, especially N250 at prefrontal cortex and frontal cortex sites. These findings have important implications for further clarifying the neural mechanism of effortful cognitive processing deficits in schizophrenia. (shrink)

Ruyu HungNational Chiayi UniversityThis collective writing is intended to portray the contour of philosophy of education in contemporary Taiwan, resounding many beautiful counterparts in EPAT (Bies...

This paper is to inform the recent situations of work by the foreign domestic workers (FDWs) in Hong Kong through the lens of Covid-19. Through the interviews with seven informants — two employers and five FDWs, stories describing the changes in their working conditions, rights and entitlement, and the contextual environment related to the impacts of Covid-19 were collected. They were analysed through three theoretical tools — visibility/invisibility, mobility/immobility, and work boundary. The findings show that under the Covid-19 crisis, (...) the FDWs experienced more hardships and struggles in both the home country and host country. The paradoxes of visibility/invisibility and mobility/immobility together with blurred work boundary were found in their experience of work, rights and entitlement, and the contextual environment. On one hand, the employers’ power of controlling FDWs has increased, but the agency to resist by the FDWs has decreased making them to turn to more passive means of resistance which could harm the FDWs’ physical and mental health and wellbeing. (shrink)

本书分析了以人生价值观为核心内容的精神教育的困境与出路,论证了通过美育进行人生价值观教育的必要性和可能性。.

This paper is aimed at investigating the differences in ethical perception between Mainland China and Hong Kong through qualitative analysis. The level of idealism and relativism of the informants are measured quantitatively. The qualitative analysis of the viewpoints of participants from Hong Kong and other Chinese cities offers a profound understanding of ethical perception. Contradicting previous studies, our research offers a fresh perspective, indicating that those with high idealism are not always the ones who condemn misconduct or advocate (...) for whistle-blowing. Interestingly, we noted that individuals with high relativism frequently consider and emphasize alternative perspectives, rather than merely condemning or advocating misconduct and whistle-blowing. Conversely, those with low relativism frequently exhibit more anger, regardless of their stance. This discovery suggests that high relativism could be beneficial for facilitating communication between conflicting parties. (shrink)

It is widely held in translation studies that translation proper is not merely a process of linguistic transfer but also of cultural transfer. But how cultural transfer is effected or whether it can be effected is not at all clear. The study begins with a critical analysis of the problems relating to law translation in general and translating the common law into Chinese in particular. It then examines the nature of cultural transfer in law translation with special reference to the (...) translation of common law terminology. The study purports to set out the framework for legal translation as cultural transfer, in particular, for translating the common law into Chinese in Hong Kong. It argues that successful transfer of the legal culture of foreign laws always requires the adjustment of translating language and the employment of metalanguage. (shrink)

Employees with self-perceived misattributed culpability or incompetence are on the receiving end of complaints, reprimands, or accusations which, from their perspective, incorrectly assume that that they have fallen short of required standards or outcomes. We analyzed an archive of 23 personal stories featuring SMCI, which had been provided by 16 Hong Kong Chinese employees. The stories indicated that the most severe impacts on employee morale had arisen from punitive and targeted feedback based on misrepresentations by superiors, who had engaged (...) in blame deflection, politicking and manipulation, conflict and retaliation, and/or prejudice and stereotyping. We also identified organizational processes, such as soliciting and accepting voice and engaging in problem solving discussions that could attenuate any adverse emotional impact. (shrink)

Background Protecting a person’s right to privacy and confidentiality is important in healthcare services. As future health professionals, nursing students should bear the same responsibility as qualified health professionals in protecting patient privacy. Objectives To investigate nursing students’ practices of patient privacy protection and to identify factors associated with their practices. Research design A cross-sectional study design was adopted. A two-part survey was used to collect two types of data on nursing students: (1) personal characteristics, including demographics, clinical experience and (...) use of information and communication technology and social media and (2) practice of patient privacy protection, collected using the Patient Privacy Scale. Participants and research context: A total of 319 nursing students aged 18 or above, studying pre-registration nursing programmes and who had attended at least one block of clinical placement, were recruited from a university in Hong Kong. Ethical considerations The study received ethical approval from the Survey and Behavioural Research Ethics Committee of the Chinese University of Hong Kong. The participants were informed of the study aim and written consent was obtained before completing the survey. Findings: The mean total score on the Patient Privacy Scale was 119.7 out of 135. Nursing students who were regular users of Instagram and those who had never taken photographs with patients and hence did not need to obtain patient consent were associated with better practices of patient privacy protection (higher total scores on the Patient Privacy Scale). Conclusions The findings improve our understanding of nursing students’ practice of patient privacy protection and the associated factors. This will inform the development and revision of current strategies to enhance nursing students’ practice of patient privacy protection, especially their use of social media. (shrink)

本书主要介绍新兴学科精神文明学初创的时代背景、直接起因、历程和成果,阐述新兴学科在理论上触及的本体层次,内部结构,创建活动等内容。.

- A powerful defence of religion in which the author draws upon his wide knowledge of the world religions.- One of the greatest ironies of the modern world is that its most ardent champions are the blindest to the real assets of the times.

The guide dog robot (GDR) is a low-speed companion robot that serves visually impaired people and is used to guide blind people to walk steadily, carrying a variety of intelligent technologies and needing to have the ability to guide with optimal energy consumption in specific scenarios. This paper proposes an innovative technique for virtual-real collaborative path planning and navigation of the GDR specific indoor scenarios, and designs an experimental method for virtual-real collaborative path planning of the GDR specific scenarios. The (...) energy consumption integral equation is used to solve for the energy consumption of the GDR with virtual-real synergy, and the difference in energy consumption is compared for three different navigation directions: horizontal, vertical and oblique obstacle avoidance. The results show that the optimized GDR saves 6.91% in rectilinear movement and 10.60% in curved movement. The efficiency of planning and navigating the GDR in specific domestic scenarios is verified by a virtual-real cooperative. The realization of optimal path planning for energy consumption is instrumental in exploring many of the most significant thought in the path planning and navigation of mobile robots in indoor specific scenarios. (shrink)

洪耀勳是誰？是否有臺灣哲學？何謂臺灣哲學？何以洪耀勳的思想與實存哲學、日本哲學有深刻的關聯？哲學在東亞的接受與發展脈絡和洪耀勳的哲學思想有何關聯？洪耀勳的哲學思想能以何種形式和東亞的哲學發展產生關聯？ 其哲學思想有何種當代性意義？ 本書收錄洪耀勳日治時期的八篇哲學文章，撰寫年代在1934至1943十年之間，其中或隱或顯地援用日本京都學派哲學作為其哲學思索的資源。洪耀勳援引西田幾多郎「我和你」的理論，針對當時哲學發展的脈動，提出貼 近當代哲學需求的歷史實存概念。此外，他在探索臺灣文學創作的哲學理論時，亦以實存概念出發，主張新康德學派的價值哲學應與歷史實存形成呼應，藉以超越形而上學的價值世界。實存概念經洪耀勳的哲學探索，使得和辻哲 郎的風土論、務臺理作「表現世界的邏輯」、田邊元的「種的邏輯」等哲學資源，以一種「個別、特殊、普遍」的臺灣歷史實存姿態出現，並在異文化的臺灣，得到特殊性的發展。 Who is Hung Yao-hsün? Is there Taiwanese philosophy? What is Taiwanese philosophy? Why is Hung Yao-hsün’s thought deeply related to philosophy of existence and Japanese philosophy? What is the relationship between the reception and development of philosophy in East Asia and Hung Yao-hsün’s philosophical thought? In what form can Hung Yao-hsün’s philosophical thoughts be related to the development of philosophy in East Asia? What is the contemporary significance of his philosophical thinking? This book contains eight philosophical articles written (...) by Hung Yao-hsün between1934-1943, when Taiwan was under Japanese rule. These papers show implicit and explicit references to Kyoto School philosophy, which is a resource for his philosophical thinking. In response to the philosophical development at that time, Hung develops the notion of historical existence by citing Nishida’s theory of I and Thou. Besides, he explores the concept of existence as the philosophical foundation of Taiwanese literature, and argues the philosophy of value of Neo-Kantianism should echo the historical reality in order to overcome the metaphysical world of value. Hung’s philosophy deepens the concept of existence, and transforms the philosophical resources of Watsuji’s theory of Fūdo, Mutai Risaku’s logic of world expression and Tanabe’s logic of species into Taiwan’s historical reality of “individuality, particularity and universality;” these philosophies developed into a new dimension in Taiwan, a culture alien to Japan. (shrink)

‘Individualized medicine’ is an emerging paradigm in clinical life science research. We conducted a socio-empirical interview study in a leading German clinical research group, aiming at implementing ‘individualized medicine’ of colorectal cancer. The goal was to investigate moral and social issues related to physician–patient interaction and clinical care, and to identify the points raised, supported and rejected by the physicians and researchers. Up to now there has been only limited insight into how experts dedicated to individualized medicine view its problems. (...) Interviews with researchers and clinicians were based on a prestructured questionnaire. The content analysis revealed a broad spectrum of opinions. Major findings were disappointments with the limits of the current therapy regimen and clinical practice; problematic impacts on physician–patient relationship; and an informed consent procedure which is mainly based on paternalistic assumptions. According to our analysis, major problems will be uncertainties related to the biomarker's sensitivity and specificity, and the identification of ‘non-responders’. However, the findings also indicate that experts expect evidence-based medicine to replace decisions based on gut feeling or hierarchical structures. (shrink)

Voluntary disclosures of sustainability information have recently received considerable attention by investors, regulators, and public companies in improving reliability and integrity of corporate reporting. We examine the association between the quantity and quality of sustainability disclosures and earnings quality in the context of corporate ethical value and culture. We posit that sustainability disclosures of environmental, social, and governance (ESG) performance reports are linked to earnings quality, because of the importance of both earnings quality and ESG sustainability disclosures to investors and (...) trustworthiness of corporate reporting. We collect our sample of 35,110 firm-year observations between 1999 and 2015. Using both difference-in-difference tests and OLS regression, we find that sustainability disclosure quantity is positively associated with innate earnings quality and negatively correlated with discretionary earnings quality in mitigating managerial earnings manipulation and unethical opportunistic reporting behavior. Further tests illustrate that sustainability disclosure quality can strengthen the positive relation between innate earnings quality and sustainability disclosure quantity and mitigate the negative relation between discretionary earnings quality and sustainability disclosure quantity. Finally, additional tests suggest that the relation between earnings quality and sustainability disclosure quantity is moderated by corporate structure and prior-year sustainability performance. Our results provide policy, practical, and research implications as ESG sustainability reporting is being integrated into corporate culture and business models. (shrink)

本书内容包括：启蒙早期的欧洲大陆与英国、转写与翻译说明、英文转写与中文译稿、洛克现存书信简介、洛克书信中关于中国的部分、洛克早期未刊作品与中国、洛克藏书概述、洛克的中国藏书等。.

Using Bakhtin's notion of polyphony, this study explored the discussion of the end-of-life issues in the Course on Life and Death Education in one Chinese university. Ethnographic methods were adopted to investigate the collision between the classroom voices and the voices of the mainstream culture on end-of-life in the process of developing students' attitudes toward death. The findings revealed that “to understand death” involved challenging the voice of “strangeness and fear of death”; “honestly facing up to and accepting the feelings (...) of the fear, pain, and helplessness” was the response to “be brave”; and the goal “to die peacefully” resisted the notion of “extending life at any cost.” Through the collision between these voices, students developed their attitudes toward death in facing, understanding, accepting, and choosing how to die. The analysis further revealed that providing only one “answer” to death by the teacher is not sufficient or effective to foster students' attitudes toward death because the students are a diverse group holding different views on the end-of-life issues, which demonstrated the importance of creating dialogues in the life and death education. (shrink)

Prior research indicates that managers’ dark personality traits increase their tendency to engage in disruptive and unethical organizational behaviors including accounting earnings management. Other research suggests that the prevalence of dark personalities in management may represent an accidental byproduct of selecting managers with accompanying desirable attributes that fit the stereotype of a “strong leader.” Our paper posits that organizations may hire some managers who have dark personality traits because their willingness to push ethical boundaries aligns with organizational objectives, particularly in (...) the accounting context where ethical considerations are especially important. Using several validation studies and experiments, we find that experienced executives and recruiting professionals favor hiring a candidate with dark personality traits into an accounting management position over an otherwise better-qualified candidate when the hiring organization faces pressure to manage earnings. Our results help to illuminate why individuals with dark personality traits may effectively compete for high-level accounting positions. (shrink)

Published in German during the last 15 years, the 13 essays in this volume provide readers with valuable knowledge of the much discussed theme of hermeneutics today. Gadamer was an early student of Martin Heidegger and has been a lifelong friend and interpreter. These essays are an outgrowth of Gadamer's Truth and Method. They can be understood, however, independently of it. Gadamer's standpoint is a blend of Hegel's and Heidegger's, with his own independent development in part. The book contains a (...) long and highly competent introduction by the editor, David E. Linge, who has translated most of the essays. - Choice, on back cover. (shrink)

The purpose is to improve the teaching and learning efficiency of college Innovation and Entrepreneurship Education. Firstly, from the perspective of aesthetic education, this work designs the teacher and student sides of the Computer-aided Instruction system. Secondly, the CAI model is implemented based on the weight sharing and local perception of the Convolutional Neural Network. Finally, the performance of the CNN-based CAI model is tested. Meanwhile, it analyses students’ IEE experience under the proposed CAI model through a case study of (...) Music Majors from Xi’an Conservatory of Music. The experimental data show that the CNN-based CAI model can respond quickly and stably when users access different functional modules, such as webpage browsing. The proposed CAI model increases students’ entrepreneurial interest, skills, and knowledge by 55.62, 57.32, and 72.12%, respectively. Students’ entrepreneurial practice ability has been improved by over 50.00%; such an increase in entrepreneurial practice ability has also shown individual differences. Thus, the proposed Music Majors-oriented IEE-infiltrated CAI model based on CNN improves students’ entrepreneurial practice ability and reflects the positive experience of Music Majors on IEE. The finding provides references for the step-by-step identification of the CNN-based CAI model and has certain guiding significance for analyzing the effect of college IEE. (shrink)

The explosion of multiomics data poses new challenges to existing data mining methods. Joint analysis of multiomics data can make the best of the complementary information that is provided by different types of data. Therefore, they can more accurately explore the biological mechanism of diseases. In this article, two forms of joint nonnegative matrix factorization based on the sparse and graph Laplacian regularization method are proposed. In the method, the graph regularization constraint can preserve the local geometric structure of data. (...) L 2,1 -norm regularization can enhance the sparsity among the rows and remove redundant features in the data. First, SG-jNMF1 projects multiomics data into a common subspace and applies the multiomics fusion characteristic matrix to mine the important information closely related to diseases. Second, multiomics data of the same disease are mapped into the common sample space by SG-jNMF2, and the cluster structures are detected clearly. Experimental results show that SG-jNMF can achieve significant improvement in sample clustering compared with existing joint analysis frameworks. SG-jNMF also effectively integrates multiomics data to identify co-differentially expressed genes. SG-jNMF provides an efficient integrative analysis method for mining the biological information hidden in heterogeneous multiomics data. (shrink)