Knowledge_graph_based_intent_network
WebAug 24, 2024 · In this paper, we propose a knowledge graph-based recommendation model EKIN. For the EKIN, we propose a novel user intent inference method, which can construct … WebAbstract Topic-based communities have gradually become a considerable medium for netizens to disseminate and acquire knowledge. These communities consist of entities (actual objects, e.g., a real a...
Knowledge_graph_based_intent_network
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WebApr 14, 2024 · Autonomous indoor service robots are affected by multiple factors when they are directly involved in manipulation tasks in daily life, such as scenes, objects, and actions. It is of self-evident importance to properly parse these factors and interpret intentions according to human cognition and semantics. In this study, the design of a semantic … WebKnowledge graph (KG) plays an increasingly important role in recommender systems. A recent technical trend is to develop end-to-end models founded on graph neural networks (GNNs). However, existing GNN-based models are coarse-grained in relational modeling, failing to (1) identify user-item relation at a fine-grained
WebApr 15, 2024 · Networks themselves are a kind of graph structure, and GNNs can be used to learn the complex network behavior from the data. The advantage of GNN is its ability to model non-linear relationships and adapt to different types of data, improving the expressiveness and granularity of network modeling. WebOct 21, 2024 · KID: Knowledge Graph-Enabled Intent-Driven Network with Digital Twin. Abstract: To meet novel services and networking requirements towards the next …
WebMay 12, 2024 · Learning Intents behind Interactions with Knowledge Graph for Recommendation, WWW2024 - Issues · huangtinglin/Knowledge_Graph_based_Intent_Network WebNov 11, 2024 · Cognitive processes for adaptive intent-based networking Autonomously operated and self-adapting networks will make it possible to utilize the capabilities of 5G …
WebIn this study, we explore intents behind a user-item interaction by using auxiliary item knowledge, and propose a new model, Knowledge Graph-based Intent Network (KGIN). …
WebWe propose a new model, Knowledge Graph-based Intent Network(KGIN), which consists of two components to solve the foregoing limitations correspondingly: (1) User Intent Modeling. Each user-item interaction is enriched with the underlying intents. While we can express these intents as latent vectors, their semantics are opaque to understand. brewing awardsWebAug 24, 2024 · In this paper, we propose a knowledge graph-based recommendation model EKIN. For the EKIN, we propose a novel user intent inference method, which can construct an entity-driven user intent graph (EUIG) for each userfrom both entities and relations. Then we adopt a graph neural network (GNN) with multi-hop propagation in the KG and EUIG to … country white shower curtainsWebOct 1, 2024 · This study explores intents behind a user-item interaction by using auxiliary item knowledge, and proposes a new model, Knowledge Graph-based Intent Network (KGIN), which achieves significant improvements over the state-of-the-art methods like KGAT, KGNN-LS, and CKAN. 120 PDF SamWalker++: Recommendation With Informative … country whose capital city is tbilisiWebA knowledge graph, also known as a semantic network, represents a network of real-world entities—i.e. objects, events, situations, or concepts—and illustrates the relationship … brewing baby monsterWebKnowledge Graph-based Intent Network-Enhanced Web Services Recommendation Abstract: APIs recommendation for Mashup creation is becoming a hot topic in service … brewing area minecraftWebFeb 14, 2024 · In this study, we explore intents behind a user-item interaction by using auxiliary item knowledge, and propose a new model, Knowledge Graph-based Intent Network (KGIN). Technically, we model each intent as an attentive combination of KG relations, encouraging the independence of different intents for better model capability … country whose capital is kampalaWebKnowledge graph (KG) plays an increasingly important role in recommender systems. A recent technical trend is to develop end-to-end models founded on graph neural networks … country whose capital is brazzaville