| Vol-2124 urn:nbn:de:0074-2124-7 Copyright © 2018 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# IWSPA-AP 2018
Anti-Phishing Shared Task Pilot at the 4th ACM IWSPA

### Proceedings of the 1st Anti-Phishing Shared Task Pilot at 4th ACM IWSPA
co-located with 8th ACM Conference on Data and Application Security and Privacy (CODASPY 2018)

### Tempe, Arizona, USA, March 21, 2018.

Edited by

### Rakesh M. Verma *
Avisha Das **

* University of Houston, Computer Science Department, Houston 77204, USA
** University of Houston, Computer Science Department, Houston 77204, USA

## Table of Contents

- Preface

### IWSPA-AP: 1st Anti-Phishing Shared Task Pilot at 4th ACM IWSPA

- Anti-Phishing Pilot at ACM IWSPA 2018: Evaluating Performance with New Metrics for Unbalanced Datasets 1-9
  Ayman El Aassal, Luis F.T. Moraes, Shahryar Baki, Avisha Das, Rakesh M. Verma
- Distributed Representation Using Target Classes: Bag of Tricks for Security and Privacy Analytics Amrita-NLP@IWSPA 2018 10-15
  Barathi Ganesh, Vinayakumar R, Anand Kumar M, Soman KP
- Deep Learning Based Phishing E-mail Detection CEN-Deepspam 16-20
  Hiransha M, Nidhin A Unnithan, Vinayakumar R, Soman KP
- A Machine Learning Approach Towards Phishing Email Detection CEN-Security@IWSPA 2018 21-28
  Harikrishnan NB, Vinayakumar R, Soman KP
- A Deep Learning Model with Hierarchical LSTMs and Supervised Attention for Anti-Phishing 29-38
  Minh Nguyen, Toan Nguyen, Thien Nguyen
- DeepAnti-PhishNet: Applying Deep Neural Networks for Phishing Email Detection CEN-AISecurity@IWSPA-2018 39-49
  Vinayakumar R, Barathi Ganesh, Anand Kumar M, Soman KP, Prabaharan Poornachandran
- Detecting Phishing E-mail Using Machine Learning Techniques CEN-SecureNLP 50-56
  Nidhin A Unnithan, Harikrishnan NB, Vinayakumar R, Soman KP
- A.R.E.S: Automatic Rogue Email Spotter Crypt Coyotes 57-63
  Vysakh Mohan, Naveen JR, Vinayakumar R, Soman KP
- Machine Learning Based Phishing E-mail detection Security-CEN@Amrita 64-68
  Nidhin A Unnithan, Harikrishnan NB, Akarsh S, Vinayakumar R, Soman KP
- PED-ML: Phishing Email Detection Using Classical Machine Learning Techniques CENSec@Amrita 69-76
  Anu Vazhayil, Harikrishnan NB, Vinayakumar R, Soman KP

### Front Matter

- Program Committee ii
- Additional Reviewers iii

### Back Matter

- Author Index 77
- Keyword Index 78

We offer a BibTeX file for citing papers of this workshop from LaTeX.

2018-06-29: submitted by Rakesh Verma, metadata incl. bibliographic data published under Creative Commons CC0
2018-06-29: published on CEUR-WS.org |valid HTML5|