How Long to Read Network Embedding

How Long Does it Take to Read Network Embedding?

It takes the average reader 4 hours and 7 minutes to read Network Embedding by Cheng Yang

Assuming a reading speed of 250 words per minute. Learn more

Description

This is a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL) and the background and rise of network embeddings (NE). It introduces the development of NE techniques by presenting several representative methods on general graphs, as well as a unified NE framework based on matrix factorization. Afterward, it presents the variants of NE with additional information: NE for graphs with node attributes/contents/labels; and the variants with different characteristics: NE for community-structured/large-scale/heterogeneous graphs. Further, the book introduces different applications of NE such as recommendation and information diffusion prediction. Finally, the book concludes the methods and applications and looks forward to the future directions. Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer vision and natural language processing. There is also a need to learn representations for discrete relational data, namely networks or graphs. Network Embedding (NE) aims at learning vector representations for each node or vertex in a network to encode the topologic structure. Due to its convincing performance and efficiency, NE has been widely applied in many network applications such as node classification and link prediction.

How long is Network Embedding?

Network Embedding by Cheng Yang is 244 pages long, and a total of 61,976 words.

This makes it 82% the length of the average book. It also has 76% more words than the average book.

How Long Does it Take to Read Network Embedding Aloud?

The average oral reading speed is 183 words per minute. This means it takes 5 hours and 38 minutes to read Network Embedding aloud.

What Reading Level is Network Embedding?

Network Embedding is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Network Embedding?

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