DeepBrowse: Similarity-Based Browsing Through Large Lists (Extended Abstract)

• Published in: Similarity Search and Applications pp. 300 - 314
• Main Authors: Chen, Haochen, Anantharam, Arvind Ram, Skiena, Steven
• Format: Book Chapter
• Language: English
• Published: Cham Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: DeepWalk; Graph Embedding; Serendipitous Browsing; Similar Permutation; Wikipedia Page

We propose a new approach for browsing through large lists in the absence of a predefined hierarchy. DeepBrowse is defined by the interaction of two fixed, globally-defined permutations on the space of objects: one ordering the items by similarity, the second based on magnitude or importance. We dem...