A Comprehensive Survey of Sentiment Analysis: Word Embeddings Approach, Research Challenges and Opportunities

2021 ◽  
Author(s):  
Shameer Bashir ◽  
Arvind Selwal
2021 ◽  
pp. 107134
Author(s):  
Marouane Birjali ◽  
Mohammed Kasri ◽  
Abderrahim Beni-Hssane

2021 ◽  
pp. 1-13
Author(s):  
Qingtian Zeng ◽  
Xishi Zhao ◽  
Xiaohui Hu ◽  
Hua Duan ◽  
Zhongying Zhao ◽  
...  

Word embeddings have been successfully applied in many natural language processing tasks due to its their effectiveness. However, the state-of-the-art algorithms for learning word representations from large amounts of text documents ignore emotional information, which is a significant research problem that must be addressed. To solve the above problem, we propose an emotional word embedding (EWE) model for sentiment analysis in this paper. This method first applies pre-trained word vectors to represent document features using two different linear weighting methods. Then, the resulting document vectors are input to a classification model and used to train a text sentiment classifier, which is based on a neural network. In this way, the emotional polarity of the text is propagated into the word vectors. The experimental results on three kinds of real-world data sets demonstrate that the proposed EWE model achieves superior performances on text sentiment prediction, text similarity calculation, and word emotional expression tasks compared to other state-of-the-art models.


2015 ◽  
Vol 52 ◽  
pp. 1-10 ◽  
Author(s):  
Athanasios V. Vasilakos ◽  
Zhe Li ◽  
Gwendal Simon ◽  
Wei You

2021 ◽  
Vol 14 (8) ◽  
pp. 1378-1391
Author(s):  
Surabhi Gupta ◽  
Karthik Ramachandra

Procedural extensions of SQL have been in existence for many decades now. However, little is known about their magnitude of usage and their complexity in real-world workloads. Procedural code executing in a RDBMS is known to have inefficiencies and limitations; as a result there have been several efforts to address this problem. However, the lack of understanding of their use in real workloads makes it challenging to (a) motivate new work in this area, (b) identify research challenges and opportunities, and (c) demonstrate impact of novel work. We aim to address these challenges with our work. In this paper, we present the results of our in-depth analysis of thousands of stored procedures, user-defined functions and triggers taken from several real workloads. We introduce SQL-ProcBench , a benchmark for procedural workloads in RDBMSs. SQL-ProcBench has been created using the insights derived from our analysis, and thus represents real workloads. Using SQL-ProcBench, we present an experimental evaluation on several database engines to understand and identify research challenges and opportunities. We emphasize the need to work on these interesting and relevant problems, and encourage researchers to contribute to this area.


2018 ◽  
Vol 12 (2-3) ◽  
pp. 140-157 ◽  
Author(s):  
Elena Rudkowsky ◽  
Martin Haselmayer ◽  
Matthias Wastian ◽  
Marcelo Jenny ◽  
Štefan Emrich ◽  
...  

2017 ◽  
Vol 39 (3) ◽  
pp. 521-544 ◽  
Author(s):  
Joana Castro Pereira ◽  
Miguel Rodrigues Freitas

Abstract Cities have become important actors in international relations, and integral to security and environmental politics. We are living in an increasingly urban world, dominated by human settlements and activities. The central role now played by humans in shaping the planet has led us into an uncertain, unstable, and dangerous geological epoch – the Anthropocene – that poses great and additional challenges to security. Local and global spheres are connected as never before, generating ‘glocal’ issues in which water plays a central role. Water is the element that interconnects the complex web of food, energy, climate, economic growth, and human security. In a rapidly urbanising world, cities influence the hydrological cycle in major but uncertain ways, affecting water resources beyond their boundaries. There is no doubt that these issues are highly relevant to the discipline of International Relations (IR). However, IR scholars have been slow to engage with them, and most academic studies of cities and water security still emanate from the natural sciences. This article examines the ways in which cities in the Anthropocene challenge water security, and why IR needs to reinvent itself if it wants to sustain its contribution to global security.


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