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20082023
most citedRepresentation Learning on Graphs with Jumping Knowledge Networks

970 citations · 1.7k across the 49 of their papers we have counts for

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Showing 2017Show all

5 papers · 1 filter

cs.CL2017

Think Globally, Embed Locally --- Locally Linear Meta-embedding of Words

Danushka Bollegala, Kohei Hayashi, Ken-ichi Kawarabayashi

Distributed word embeddings have shown superior performances in numerous Natural Language Processing (NLP) tasks. However, their performances vary significantly across different ta…

cs.CL2017

Using -way Co-occurrences for Learning Word Embeddings

Danushka Bollegala, Yuichi Yoshida, Ken-ichi Kawarabayashi

Co-occurrences between two words provide useful insights into the semantics of those words. Consequently, numerous prior work on word embedding learning have used co-occurrences be…

cs.DS2017

Polylogarithmic approximation for minimum planarization (almost)

Ken-ichi Kawarabayashi, Anastasios Sidiropoulos

In the minimum planarization problem, given some -vertex graph, the goal is to find a set of vertices of minimum cardinality whose removal leaves a planar graph. This is a funda…

cs.DM2017

Additive non-approximability of chromatic number in proper minor-closed classes

Zdeněk Dvořák, Ken-ichi Kawarabayashi

Robin Thomas asked whether for every proper minor-closed class C, there exists a polynomial-time algorithm approximating the chromatic number of graphs from C up to a constant addi…

math.CO2017

Triangle-free graphs of tree-width t are ceil((t + 3)/2)-colorable

Zdeněk Dvořák, Ken-ichi Kawarabayashi

We prove that every triangle-free graph of tree-width t has chromatic number at most ceil((t + 3)/2), and demonstrate that this bound is tight. The argument also establishes a conn…