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Through social media platforms and the internet, the world is becoming more and more connected, and producing enormous amounts of data. Also, the texts are collected from social media, newspapers, user reviews of products, company press releases, etc. The correctness of the classification is mainly dependent on the kind of words utilised in the corpus and the features utilised for classification. Hence, due to the increasing growth of text data on the Internet, the accurate organisation and management of text data has become a great challenge. Hence, in this research, an effective Invasive Weed Tunicate Swarm Optimization-based Hierarchical Attention Network (IWTSO-based HAN) is implemented for achieving categorisation of text. Here, the features are mined from the text and thereby the optimal features are acquired to perform the classification strategy. The incorporation of parametric features of each optimisation ensures the proposed method to increase the convergence of global solutions by improving the categorisation effectiveness. The proposed method obtained better performance for text classification with measures, like accuracy, True Positive Rate (TRP), True Negative Rate (TNR), precision, and False Negative Rate (FNR) with values of 92.4%, 92.4%, 94.1%, 95.4%, and 0.0758. [ABSTRACT FROM AUTHOR]

The author discusses the state of mass media in China under the leadership of the country's President Xi Jinping of the Chinese Communist Party (CCP). It explores the control over media and its use for propaganda and spreading the government agenda and restricting public disclosure. Also discussed are the crackdown on the freedom of reporting under the leadership of President Xi, the Internet use policy, and adoption of anti-terror law.

In this article author discusses the changed dynamics in the Taiwan-mainland China relations under the current Kuomintang (KMT) government of Taiwan led by Ma Ying-Jeou and the mainland's President Hu Jintao. He comments on the positive developments that led to the warm relations which include signing of several economic deals, and increased interaction between the two peoples across the Taiwan Strait. Also mentioned is the implication of such peaceful status quo situation on U.S.-Taiwan and India-Taiwan relations.