An inter-modal attention-based deep learning framework using unified modality for multimodal fake news, hate speech and offensive language detection
Fake news, hate speech and offensive language are related evil triplets currently affecting modern societies. Text modality for the computational detection of these phenomena has been widely used. In recent times, multimodal studies in this ...
Highlights
- A unified deep learning model can be used for multimodal fake news, hate speech and offensive language detection.
- Unifying modalities is useful for multimodal content understanding.
- Inter-modal attention mechanism is effective for ...
A graph neural network with topic relation heterogeneous multi-level cross-item information for session-based recommendation
The aim of session-based recommendation (SBR) mainly analyzes the anonymous user’s historical behavior records to predict the next possible interaction item and recommend the result to the user. However, due to the anonymity of users and the ...
The rise of nonnegative matrix factorization: Algorithms and applications
- NMF has been applied in about 130 fields (disciplines) in recent years.
- The use of NMF in programming languages (free platforms) is summarized.
- The classical basic NMF optimization methods are used in many NMF algorithms.
- ...
Although nonnegative matrix factorization (NMF) is widely used, some matrix factorization methods result in misleading results and waste of computing resources due to lack of timely optimization and case-by-case consideration. Therefore, an up-to-...
Blockchain technology for requirement traceability in systems engineering
Requirement engineering (RE), a systematic process of eliciting, defining, analyzing, and managing requirements, is a vital phase in systems engineering. In RE, requirement traceability establishes the relationship between the artifacts and ...
Cube query interestingness: Novelty, relevance, peculiarity and surprise
In this paper, we discuss methods to assess the interestingness of a query in an environment of data cubes. We assume a hierarchical multidimensional database, storing data cubes and level hierarchies. We start with a comprehensive review of ...