Search Results for author: Arquimedes Canedo

Found 9 papers, 6 papers with code

Neural Subgraph Matching

no code implementations6 Jul 2020 Rex, Ying, Zhaoyu Lou, Jiaxuan You, Chengtao Wen, Arquimedes Canedo, Jure Leskovec

Subgraph matching is the problem of determining the presence and location(s) of a given query graph in a large target graph.

ArduCode: Predictive Framework for Automation Engineering

no code implementations6 Sep 2019 Arquimedes Canedo, Palash Goyal, Di Huang, Amit Pandey, Gustavo Quiros

We show that machine learning can be leveraged to assist the automation engineer in classifying automation, finding similar code snippets, and reasoning about the hardware selection of sensors and actuators.

Decision Making

Graph Representation Ensemble Learning

1 code implementation6 Sep 2019 Palash Goyal, Di Huang, Sujit Rokka Chhetri, Arquimedes Canedo, Jaya Shree, Evan Patterson

In this work, we introduce the problem of graph representation ensemble learning and provide a first of its kind framework to aggregate multiple graph embedding methods efficiently.

Ensemble Learning Graph Embedding +1

Benchmarks for Graph Embedding Evaluation

1 code implementation19 Aug 2019 Palash Goyal, Di Huang, Ankita Goswami, Sujit Rokka Chhetri, Arquimedes Canedo, Emilio Ferrara

We use the comparisons on our 100 benchmark graphs to define GFS-score, that can be applied to any embedding method to quantify its performance.

Benchmark Graph Embedding +1

Tracking Temporal Evolution of Graphs using Non-Timestamped Data

1 code implementation4 Jul 2019 Sujit Rokka Chhetri, Palash Goyal, Arquimedes Canedo

Datasets to study the temporal evolution of graphs are scarce.

Social and Information Networks

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