| Vol-2579 urn:nbn:de:0074-2579-9 Copyright © 2019 for the individual papers by the papers' authors. Copyright © 2019 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# BigMine 2019
Big Data, IoT Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications

### Proceedings of the 8th International Workshop on Big Data, IoT Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
co-located with 25th ACMSIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2019)

### Anchorage, Alaska, August 4-8, 2019.

Edited by

### Albert Bifet *
Michele Berlingerio **
João Gama ***
Jesse Read ****
Ana Rita Nogueira *****

* Telecom ParisTech, Telecom ParisTech, 19 Place Marguerite Perey, 91120 Palaiseau, France
** Eaton, Eaton, 30 Pembroke Rd, Dublin 4, Ireland
*** University of Porto and INESC TEC, Faculty of Economics, R. Dr. Roberto Frias 464, Porto, Portugal and LIAAD, R. Dr. Roberto Frias, Porto, Portugal
**** École Polytechnique, École Polytechnique, Route de Saclay, 91120 Palaiseau, France
***** University of Porto and INESC TEC, Faculty of Science, Rua do Campo Alegre 1021, Porto, Portugal and LIAAD, R. Dr. Roberto Frias, Porto, Portugal

## Table of Contents

- Preface

- Schedule

### Keynote speaker

- Mining Graphs and Networks: A 15-Year Journey
  Jian Pei

### Paper Session 1

- Applying Vision Based Predictive Modelling for Rapid Characterization of Shape Memory Polymer
  Ritaban Dutta, David Renshaw, Hong Yu, Daniel Liang

### Paper Session 2

- Detecting Bursts of Activity in Telecommunications
  Bruno Veloso, Carlos Martins, Raphael Espanha, Raul Azevedo, João Gama
- Online Transfer Learning for Concept Drifting Data Streams
  Helen McKay, Nathan Griffiths, Phillip Taylor, Theo Damoulas, Zhou Xu
- System Demonstration of MRAM Co-designed Processing-in-Memory CNN Accelerator for Mobile and IoT Applications
  Baohua Sun, Daniel Liu, Leo Yu, Jay Li, Helen Liu, Wenhan Zhang, Terry Torng
- On-device Chatbot System using SuperChat Method on Raspberry Pi and CNN Domain Specific Accelerator
  Hao Sha, Baohua Sun, Nicholas Yi, Wenhan Zhang, Lin Yang
- SuperCaptioning: Image Captioning Using Two-dimensional Word Embedding
  Baohua Sun, Lin Yang, Michael Lin, Charles Young, Patrick Dong, Wenhan Zhang, Jason Dong

2020-03-05: submitted by João Gama and Ana Rita Nogueira, metadata incl. bibliographic data published under Creative Commons CC0
2020-03-21: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|