46 citations
4 papers
Modelling the semantics of text in complex document layouts using graph transformer networks
Thomas Roland Barillot, Jacob Saks, Polena Lilyanova +5
Representing structured text from complex documents typically calls for different machine learning techniques, such as language models for paragraphs and convolutional neural netwo…
Tax-Aware Portfolio Construction via Convex Optimization
Nicholas Moehle, Mykel J. Kochenderfer, Stephen Boyd +1
We describe an optimization-based tax-aware portfolio construction method that adds tax liability to standard Markowitz-based portfolio construction. Our method produces a trade li…
Crosslingual Document Embedding as Reduced-Rank Ridge Regression
Martin Josifoski, Ivan S. Paskov, Hristo S. Paskov +2
There has recently been much interest in extending vector-based word representations to multiple languages, such that words can be compared across languages. In this paper, we shif…
Evaluating the Readability of Force Directed Graph Layouts: A Deep Learning Approach
Hammad Haleem, Yong Wang, Abishek Puri +2
Existing graph layout algorithms are usually not able to optimize all the aesthetic properties desired in a graph layout. To evaluate how well the desired visual features are refle…