Leveraging User-Generated Comments and Fused BiLSTM Models to Detect and Predict Issues with Mobile Apps

In the last decade, technical advancements and faster Internet speeds have also led to an increasing number ofmobile devices and users. Thus, all contributors to society, whether young or old members, can use these mobileapps. The use of these apps eases our daily lives, and all customers who need any type of service can accessit easily, comfortably, and efficiently through mobile apps. Particularly, Saudi Arabia greatly depends on digitalservices to assist people and visitors. Such mobile devices are used in organizing daily work schedules and services,particularly during two large occasions, Umrah and Hajj. However, pilgrims encounter mobile app issues such asslowness, conflict, unreliability, or user-unfriendliness. Pilgrims comment on these issues on mobile app platformsthrough reviews of their experiences with these digital services. Scholars have made several attempts to solve suchmobile issues by reporting bugs or non-functional requirements by utilizing user comments.However, solving suchissues is a great challenge, and the issues still exist. Therefore, this study aims to propose a hybrid deep learningmodel to classify and predict mobile app software issues encountered by millions of pilgrims during the Hajj andUmrah periods from the user perspective. Firstly, a dataset was constructed using user-generated comments fromrelevant mobile apps using natural language processing methods, including information extraction, the annotationprocess, and pre-processing steps, considering a multi-class classification problem. Then, several experimentswere conducted using common machine learning classifiers, Artificial Neural Networks (ANN), Long Short-TermMemory (LSTM), and Convolutional Neural Network Long Short-Term Memory (CNN-LSTM) architectures, toexamine the performance of the proposed model. Results show 96% in F1-score and accuracy, and the proposedmodel outperformed the mentioned models.

Syntax-Based Aspect Sentiment Quad Prediction by Dual Modules Neural Network for Chinese Comments

Aspect-Based Sentiment Analysis(ABSA)is one of the essential research in the field of Natural Language Processing(NLP),of which Aspect Sentiment Quad Prediction(ASQP)is a novel and complete subtask.ASQP aims to accurately recognize the sentiment quad in the target sentence,which includes the aspect term,the aspect category,the corresponding opinion term,and the sentiment polarity of opinion.Nevertheless,existing approaches lack knowledge of the sentence’s syntax,so despite recent innovations in ASQP,it is poor for complex cyber comment processing.Also,most research has focused on processing English text,and ASQP for Chinese text is almost non-existent.Chinese usage is more casual than English,and individual characters contain more information.We propose a novel syntactically enhanced neural network framework inspired by syntax knowledge enhancement strategies in other NLP studies.In this framework,part of speech(POS)and dependency trees are input to the model as auxiliary information to strengthen its cognition of Chinese text structure.Besides,we design a relation extraction module,which provides a bridge for the overall extraction of the framework.A comparison of the designed experiments reveals that our proposed strategy outperforms the previous studies on the key metric F1.Further experiments demonstrate that the auxiliary information added to the framework improves the final performance in different ways.

Tackling Faceless Killers: Toxic Comment Detection to Maintain a Healthy Internet Environment

According to BBC News,online hate speech increased by 20%during the COVID-19 pandemic.Hate speech from anonymous users can result in psychological harm,including depression and trauma,and can even lead to suicide.Malicious online comments are increasingly becoming a social and cultural problem.It is therefore critical to detect such comments at the national level and detect malicious users at the corporate level.To achieve a healthy and safe Internet environment,studies should focus on institutional and technical topics.The detection of toxic comments can create a safe online environment.In this study,to detect malicious comments,we used approxi-mately 9,400 examples of hate speech from a Korean corpus of entertainment news comments.We developed toxic comment classification models using supervised learning algorithms,including decision trees,random forest,a support vector machine,and K-nearest neighbors.The proposed model uses random forests to classify toxic words,achieving an F1-score of 0.94.We analyzed the trained model using the permutation feature importance,which is an explanatory machine learning method.Our experimental results confirmed that the toxic comment classifier properly classified hate words used in Korea.Using this research methodology,the proposed method can create a healthy Internet environment by detecting malicious comments written in Korean.

Critical Discourse Analysis Based on Halliday’s Systemic Functional Linguistics: Taking The Economist’s First Commentation on the End of China’s Zero-COVID Policy as an Example

Based on Halliday’s systemic functional grammar,especially the ideational function,this research aims at disclosing the hidden ideologies and values of the seemingly objective news reports on China’s COVID-19 policies in The Economist.Transitivity,voice,and nominalization are the major analytical subjects.After China lifted the zero-COVID policy,western media began criticizing China’s lack of data sharing,with some misinformation and misleading reports.The denouncement of inertness and reluctance to fight against the pandemic disclaim the Chinese government’s efforts and depreciate China’s image.China is portrayed as the villain and destroyer of people’s health worldwide.Meanwhile,they also hold a hesitant attitude toward China’s diplomacy.The re-engaging with foreign countries and travel restrictions have been described as imprudent and rushed actions.They also consider China as the fuse of contradiction in the United Nations.What is overt is their view of breaking up China.

Development of Comment Correlation Matrix for Mobile Application Recommendation

As the evolution of mobile technology, mobile devices have become an essential tool in people's daily life. Moreover, with the rapid growth of Internet and mobile networks, people can easily access various services provided by mobile platforms. Many services can be executed on the mobile devices with various mobile applications launched to mobile platforms. People can choose what they like to install in their mobile devices and hence make their life more convenient, entertaining, and productive. However, there are too many mobile applications for users to choose. The goal of this research is to propose a methodology which can recommend top-N lists for mobile applications. A comment correlation matrix is proposed. Furthermore, a recommendation algorithm for mobile applications based on user comments and key attributes is built. With the proposed method, it outperforms Google play and is closer to user real feelings.

Comment on Thackeray's Vanity Fair

William Makepeace Thackeray is a great critical realistic writer,whose works are very profound.And his masterpiece,Vanity Fair,has superb artistic accomplishment.Thackeray’s description and satirical criticism of the life of the bourgeoisie and aristocracy is sharp,penetrating and unique.His Vanity Fair fully embodies his viewpoint that a novel should reflect nature and reality,and transmit the real situation and true feelings.

Comment on Approaches and Methods in Language Teaching

The advantages and the disadvantages of 7 teaching methods are obvious in this paper through a brief comment.The contrast between the similar methods is also presented.In practice,it is a better measure to synthesizing several teaching methods in a lesson.

Reply to the Comment by Tan Mingxuan et al.(2017), on “A new Discovery of the Early Cretaceous Supercritical Hyperpycnal Flow Deposits on the Lingshan Island, East China”

We thank Tan Mingxuan et al.(2017)for their comments stimulated by our short paper in the recent Acta Geologica Sinica(English edition).We are grateful for the opportunity to expand on the model of the supercritical hyperpycnal flow deposits in the Beilaishi section on the Lingshan Island,and to explain why the model proposed by Tan Mingxuan et al.(2017)cannot explain the bulk

Comment on “Anterior lamellar recession for management of upper eyelid cicatricial entropion and associated eyelid abnormalities”

Dear Editor,I read with great interest the article by Gawdat et al^([1]).The authors evaluated the functional and aesthetic outcomes of upper eyelid cicatricial entropion correction using anterior lamellar recession(ALR)combined with procedures addressing the associated conditions including dermatochalasis。

The Research Comment on Organic Food Consumer Behavior

Since the development of organic food,to a great extent,depends on the needs of consumers,the studies on the consumer behavior of organic food would have far-reaching significance to the development of the whole organic food industry. The recent studies in this field mainly include the following four aspects: the consumers' recognition of organic food; the consumers' attitude towards organic food; the consumers' purchase of organic food; the consumers' willingness to pay. The paper would review the recent domestic and foreign studies on the four aspects mentioned above,aiming to provide references to the researches in this field.

Comment on profitability analysis of a femtosecond laser system for cataract surgery using a fuzzy logic approach

Dear Editor,We read with interest the recently published study by Trigueros et al^([1]),highlighting the financial and management conditions of femtosecond laser-assisted cataract surgery(FLACS).The authors derived a simulation to

Commenting On "The Secret Life of Walter Mitty"

'The Secret Life of Walter Mitty'is written by James Thurber, who is the best known humorist in modern times. Thurber is famous both for his writing and his cartoon.Many critics consider him the finest American humorist since Mark Twain and like Twain, his humor takes the form of ironic satire.

Comment on “Management strategies in malignant glaucoma secondary to antiglaucoma surgery”

Dear Editor,We read with great interest the article by Wu et al[1]which comprehensively assessed the outcomes of various interventions in 38 eyes of 35 patients with malignant glaucoma(MG)secondary to antiglaucoma surgery

Comment on ＂Comparison of 45-degree Kelman and 45-degree balanced phaco tip designs in torsional microcoaxial phacoemulsification＂

Citation:Aron N,Sen S,Khokhar S.Comment on'Comparison of45-degree Kelman and 45-degree balanced phaco tip designs in torsional microcoaxial phacoemulsification'.Int J Ophthalmol 2017;10(8):1334-1336Dear Editor,We read with interest the article'Comparison of45-degree Kelman and 45-degree balanced phaco

Comment on survival analysis following early surgical success in intermittent exotropia surgery

Dear Editor,W e read the article by Lee et al^([1])with great interest.We would like to congratulate the authors for venturing into this area that assess the consecutive recurrence following early success of intermittent exotropia[X(T)]surgery and to determine the clinical factors that affect the survival.However,we would like to make the following comments.In the present study,it was discussed about the correlation of early postoperative overcorrection with long-term outcomes.It is known that most authors would agree to an early postoperative overcorrection in adult patients with X(T)。

Comment on anisometropia magnitude and visual deficits in previously untreated anisometropic amblyopia

Dear Editor,We read with great interest article titled"Anisometropia magnitude and visual deficits in previously untreated anisometropic amblyopia"by Chen et al[1].The authors have analysed subjects with previously untreated anisometropic amblyopia and found a significant correlation between high degree of anisometropia and deep amblyopia,worse contrast sensitivity,fusion and stereopsis functions.We commend the authors in addressing a very important problem and agree with the authors in the notation that children with anisometropia are usually detected later owing to lack of noticeable physical abnormalities.

Comment on hydration with Cefuroxime-a method for sealing a small leaking corneal perforation

Dear Editor,In a recent interventional case report,Allon et al^([1])hydrated corneal stroma with cefuroxime to seal a small traumatic leaky corneal perforation that was unresponsive to prior soft bandage contact lens application for 6d.We would like to just remind the possible complications of intracameral cefuroxime in eyes with already

Is the Equity Transfer Agreement of a Chinese-Foreign Contractual Joint Venture Valid? A Case Comment on Xianyuan v.Zhongxin

Under Chinese law, when parties have signed an equity transfer agreement of the Chinese-Foreign contractual joint venture, they need to report to the examination and approval authority for approval. However, due to imperfection of and conflicts among laws and regulations as well as misunderstanding of the above system, it is always difficult for judges to determine the validity of such equity transfer agreement under the administrative approval system. Among the three categories of FIEs provided in Chinese law 1, scholars have had a comprehensive discussion over equity transfer agreement involving Sino-Foreign Equity Joint Venture Enterprises, but this case is concerned with the equity transfer agreement of a Chinese-Foreign contractual joint venture. In this case, the People's Supreme Court holds that the equity transfer agreement that has not undergone the approval procedures are not valid but not void. Furthermore, the parties that are bound to submit the agreement to the approval authority shall perform their duties of this kind.

Comment on “Role of corneal collagen fibrils in corneal disorders and related pathological conditions”

Dear Editor,We read with interest the review article'Role of corneal collagen fibrils in corneal disorders and related pathological conditions'by Zhou et al(1)We would like to point out the mistake that is made in the parts of the article.