Dr Andrew Stephen MCGough

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     - Book Chapters
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Academic Qualifications

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References

Info

You can also view my papers by type.
These references will be linked to the papers in time. This Publication list has led to more than 1562 citations.
Further citation information can be obtained through my Google scholar page.

Publications

2017

2016

GFP-X: A Parallel Approach To Massive Graph Comparison Using Spark
Stephen Bonner, John Brennan, Georgios Theodoropoulos, Ibad Kureshi, and Andrew~Stephen McGough
In IEEE International Conference on Big Data, p. 1--10, 2016


Deep Topology Classification: A New Approach for Massive Graph Classification
Stephen Bonner, John Brennan, Georgios Theodoropoulos, Ibad Kureshi, and Andrew~Stephen McGough
In IEEE International Conference on Big Data, p. 1--8, 2016


The Case for Energy-aware Simulation and Modelling of Internet of Things (IoT)
Matthew Forshaw, Nigel Thomas, and A.~Stephen McGough
In Proceedings of the 2Nd International Workshop on Energy-Aware Simulation, ENERGY-SIM '16, p. 5:1--5:4, New York, NY, USA, 2016 ACM

[Official Publication][Free Paper]
SMS Spam Filtering Using Probabilistic Topic Modelling and Stacked Denoising Autoencoder
Noura Al~Moubayed, Toby Breckon, Peter Matthews, and A.~Stephen McGough
In Alessandro~E.P. Villa, Paolo Masulli, and Antonio~Javier Pons~Rivero, editors, Artificial Neural Networks and Machine Learning -- ICANN 2016: 25th International Conference on Artificial Neural Networks, Barcelona, Spain, September 6-9, 2016, Proceedings, Part II, p. 423--430, Cham, 2016 Springer International Publishing

[Official Publication][Free Paper]
Efficient Comparison of Massive Graphs Through The Use Of 'Graph Fingerprints'
Stephen Bonner, John Brennan, Ibad Kureshi, and McGough~Andrew Stephen
In Twelfth Workshop on Mining and Learning with Graphs (MLG) at KDD'16, MLG12, p. 1--8 ACM, 2016

[Official Publication]
HTC-Sim: a trace-driven simulation framework for energy consumption in high-throughput computing systems
M. Forshaw, A.S. McGough, and N. Thomas
Concurrency and Computation: Practice and Experience, 28(12):3260--3290, 2016
cpe.3804

[Official Publication][Free Paper]
A new frontier in design -- the simulation of open-engineered biological systems: NUFEB 1.0 and Beyond
 Stephen McGough
Oak Ridge National Labs, TN, USA, 2016


Massively Parallel Landscape Evolution Modelling -- the PARALLEM approach
A.S. McGough, D. Maddy, J. Wainwright, S. Liang, M. Rapoportas, A. Trueman, R. Grey, and G.~Kumar Vinodi
Oxford, May 2016


Anomaly Detection and Categorization Using Unsupervised Deep Learning
A.~Stephen McGough, Noura~Al Moubayed, Jonathan Cumming, Eduardo Cabrera, Peter Matthews, Toby~P. Breckon, Ed Ruck-Keene, and Georgios Theodoropoulosi
Talk - reviewed selection, GTC 2016, Apr. 2016

[Slides]

Anomaly Detection and Categorization Using Unsupervised Deep Learning
A.~Stephen McGough, Noura~Al Moubayed, Jonathan Cumming, Eduardo Cabrera, Peter Matthews, Toby~P. Breckon, Ed Ruck-Keene, and Georgios Theodoropoulosi
Invited Talk, Deep Learning Meets TensorFlow Mega Meetup, Silicon Valley, CA, Apr. 2016

[Slides]

2015

Detecting Insider Threats Using Ben--ware: Beneficial Intelligent Software for Identifying Anomalous Human Behaviour
Andrew~Stephen *McGough, Budi Arief, Carl Gamble, David Wall, John Brennan, John Fitzgerald, Aad vanMoorsel, Sujeewa Alwis, Georgios Theodoropoulos, and Ed Ruck-Keene
Journal of Wireless Mobile Networks, Ubiquitous Computing, and Dependable Applications,, 6(4):3--46, 2015

[Official Publication][Free Paper]
Insider Threats: Identifying Anomalous Human Behaviour in Heterogeneous Systems Using Beneficial Intelligent Software (Ben-ware)
Andrew~Stephen McGough, David Wall, John Brennan, Georgios Theodoropoulos, Ed Ruck-Keene, Budi Arief, Carl Gamble, John Fitzgerald, Aad vanMoorsel, and Sujeewa Alwis
In Proceedings of the 7th ACM CCS International Workshop on Managing Insider Security Threats, MIST '15, p. 1--12, New York, NY, USA, 2015 ACM

[Official Publication][Free Paper][Slides]

Data quality assessment and anomaly detection via map / reduce and linked data : a case study in the medical domain.
S. Bonner, S. McGough, I. Kureshi, J. Brennan, G. Theodoropoulos, L. Moss, D. Corsar, and G. Antoniou
In IEEE International Conference on Big Data IEEE, January 2015

[Official Publication][Free Paper][Slides]

Energy-aware simulation of workflow execution in High Throughput Computing systems.
A.~Stephen McGough and Matthew Forshaw
In 19th IEEE/ACM International Symposium on Distributed Simulation and Real Time Applications, 14-16 October 2015, Chengdu, China ; proceedings. IEEE, October 2015

[Free Paper][Slides]

Flipping the priority : effects of prioritising HTC jobs on energy consumption in a multi-use cluster.
Matthew Forshaw and A.Stephen McGough
In Georgios Theodoropoulos, Gary Tan~Soon Huat, and Claudia Szabo, editors, Proceedings of the 8th International Conference on Simulation Tools and Techniques, SIMUTools '15, August 26-28, Athens, Greece., p. 357--364, Brussels, Belgium, August 2015 Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering (ICST)

[Official Publication][Free Paper][Slides]

Energy-efficient Checkpointing in High-throughput Cycle-stealing Distributed Systems
Matthew Forshaw, A.~Stephen McGough, and Nigel Thomas
Electronic Notes in Theoretical Computer Science, 310(0):65 -- 90, 2015
Proceedings of the Seventh International Workshop on the Practical Application of Stochastic Modelling (PASM)

[Official Publication][Free Paper]

2014

Trace-Driven Simulation for Energy Consumption in High Throughput Computing Systems
Matthew Forshaw, Nigel Thomas, and A.~Stephen McGough
In Proceedings of the 2014 IEEE/ACM 18th International Symposium on Distributed Simulation and Real Time Applications, DS-RT '14, p. 27--34, Washington, DC, USA, 2014 IEEE Computer Society

[Official Publication][Free Paper][Slides]

On Energy-efficient Checkpointing in High-throughput Cycle-stealing Distributed Systems
Matthew Forshaw,  A.S.McGough, and Nigel Thomas
In 3rd International Conference on Smart Grids and Green IT systems, Barcelona, Spain, 2014

[Free Paper]
Energy-efficient checkpointing in high-throughput cycle-stealing distributed systems
Matthew Forshaw, A.~Stephen McGough, and Nigel Thomas
In Seventh International Workshop on Practical Applications of Stochastic Modelling (PASM), 2014

[Free Paper]
Comparison of a cost-effective virtual Cloud cluster with an existing campus cluster
A~Stephen McGough, Matthew Forshaw, Clive Gerrard, Stuart Wheater, Ben Allen, and Paul Robinson
Future Generation Computer Systems, 2014

[Official Publication][Free Paper]
Reduction of wasted energy in a volunteer computing system through Reinforcement Learning
A~Stephen McGough and Matthew Forshaw
Sustainable Computing: Informatics and Systems, 2014

[Official Publication][Free Paper]
Optimal Hiring of Cloud Servers
AndrewStephen McGough and Isi Mitrani
In Andras Horvath and Katinka Wolter, editors, Computer Performance Engineering, volume 8721 of Lecture Notes in Computer Science, p. 1--15 Springer International Publishing, 2014

[Official Publication][Free Paper][Slides]

2013

2012

2011

2010

2009

2008

2007

Workflows for eScience: Scientific Worflows for Grids
A.S. McGough, W. Lee, J. Cohen, E. Katsiri, and J. Darlington
I.J. Taylor, D. Gannon, E. Deelman, and M.S. Shields, editors
Chapter ICENI
June 2007

[Free Paper]
Enabling Scientists through Workflow and Quality of Service
 A.S. McGough and A Akram and D Colling and L Guo and C Kotsokalis and M Krznaric and P Kyberd and J Martyniak
In INGRID07: Proceedings of the 2nd International Workshop on Distributed Collaborative Laboratories - Instrumenting the Grid, S. Margherita Ligure Portofino, Italy, Apr. 2007

[Official Publication][Free Paper]
On Quality of Service Support for Grid Computing
 T. Ferrari and E. Ronchieri and C. Kotsokalis and P. Tsanakas and D. Colling and Y. Hassoun and A.S. McGough and Y. Patel and Chenxi Huang
In INGRID07: Proceedings of the 2nd International Workshop on Distributed Collaborative Laboratories - Instrumenting the Grid, S. Margherita Ligure Portofino, Italy, Apr. 2007

[Free Paper]
GRIDCC: Real-timeWorkflow system
 A.S.McGough and Asif Akram and Li Guo and Marko Krznaric and Luke Dickens and David Colling and Janusz Martyniak and Roger Powell and Paul Kyberd and Constantinos Kotsokalis
In The 2nd Workshop on Workflows in Support of Large-Scale Science, HPDC2007, Monterey Bay California, USA, June 2007

[Free Paper]
Enabling QoS for Service-Oriented Workflow on GRID
 L. Guo and A.S.McGough and Asif Akram David Colling and Janusz Martyniak and Marko Krznaric
In proceedings of the 7th International Conference on Computer and Information Technology (CIT2007), University of Aizu, Fukushima Japan, Oct. 2007

[Official Publication]
GRIDCC: A Real-time Grid workflow system with QoS
 A.S.McGough, Asif Akram, Li Guo, Marko Krznaric, Luke Dickens, David Colling, Janusz Martyniak, Roger Powell, Paul Kyberd, Chenxi Huang, Costantinos Kotsokalis, and Panayiotis Tsanakas
Scientific Programming, 15(4):213--234, dec 2007

[Free Paper]
Distributed Computation Example Systems - OMII as an Example
A.S. McGough
Seminar, International Summer School on Grid Computing 2007, Gripsholmsviken, Mariefred, Sweeden, July 2007


Practical Experience of Job Description and Submission using the OMII web services
A.S. McGough
Seminar, International Summer School on Grid Computing 2007, Gripsholmsviken, Mariefred, Sweeden, July 2007


QoS for Service Based Workflow on Grid
Asif Akram, Stephen McGough, David Colling, Luke Dickens, Marko Krznaric, and Janusz Martyniak
In UK e-Science 2007 All Hands Meeting, September 2007

[Free Paper]

2006

GridSAM, A Standards Based Approach to Job Submission
A.S. McGough
Seminar, University of Bath, Nov. 2006


Capacity Planning and Stochastic Scheduling in Large-Scale Grids
Ali Afzal, John Darlington, and A.~Stephen McGough
In E-SCIENCE '06: Proceedings of the Second IEEE International Conference on e-Science and Grid Computing, p. 86, Washington, DC, USA, 2006 IEEE Computer Society

[Official Publication]
Stochastic Workflow Scheduling with QoS Guarantees in Grid Computing Environments
Ali Afzal, John Darlington, and A.~Stephen McGough
In GCC '06: Proceedings of the Fifth International Conference on Grid and Cooperative Computing (GCC'06), p. 185--194, Washington, DC, USA, 2006 IEEE Computer Society

[Official Publication]
QoS-Constrained Stochastic Workflow Scheduling in Enterprise and Scientific Grids
A. Afzal, J. Darlington, and A~S. McGough
In Grid Computing, 7th IEEE/ACM International Conference on, p. 1--8, Barcelona, Spain, Sep. 2006

[Official Publication]
QoS support for workflows in a volatile Grid
Y. Patel, A.S. McGough, and J. Darlington
In Grid Computing, 7th IEEE/ACM International Conference on, p. 64--71, Barcelona, Spain, Sep. 2006

[Official Publication]
A Profitable Broker in a Volatile Utility Grid
Y. Patel, A.~S. McGough, and J. Darlington
In International Conference on Self-Organization and Autonomous Systems in Computing and Communications (SOAS’2006), p. 167--176, Erfurt, Germany, Sep. 2006


Grid Workflow Scheduling in WOSE
Y. Patel, A.~S. McGough, and J. Darlington
In The UK All Hands Meeting 2006, p. 566--573, Nottingham, UK, Sep. 2006

[Free Paper][Slides]

Grid Enabling Legacy Applications through a Standard Job Submission Interface
 A.S.McGough, W. Lee, and S. Das
In 15th IEEE International Symposium on High Performance Distributed Computing, Paris, France, June 2006
Grid Enabling Legacy Applications (GELA) workshop

[Free Paper]
GRIDCC - Providing a real-time Grid for distributed instrumentation
P.R. Hobson, A.S. McGough, and D.J. Colling
in CHEP 2006, Mumbai, India, Feb. 2006

[Free Paper]
Workflow, Planning and Performance
A.S. McGough
in Trends in High Performance Distributed Computing, Amsterdam, Holland, Mar. 2006


Workflow deployment in ICENI II
A.S. McGough, W. Lee, and J. Darlington
volume 3993 of Lecture Notes in Computer Science, p. 964--971, Reading, UK, Apr. 2006

[Official Publication]
Adding Instruments and Workflow Support to Existing Grid Architectures
D.J. Colling, L.W. Dickens, T. Ferrari, Y. Hassoun, C.A. Kotsokalis, M. Krznaric, J. Martyniak, A.S. McGough, and E. Ronchieri
volume 3993 of Lecture Notes in Computer Science, p. 956--963, Reading, UK, Apr. 2006

[Official Publication]
The GRIDCC Project
A.S. McGough and D.J. Colling
In Utility Grid 2006, New Delhi, India, Jan. 2006

[Official Publication]
A Service-orientated Utility Grid Architecture Utilising Pay-per-use Resources
J. Cohen, W. Lee, J. Darlington, and A.S. McGough
In Utility Grid 2006, New Delhi, India, Jan. 2006

[Official Publication]
ICENI II
A.S. McGough, W. Lee, and J. Darlington
In Utility Grid 2006, New Delhi, India, Jan. 2006

[Official Publication]
An End-to-end Workflow Pipeline for Large-scale Grid Computing
A.Stephen McGough, Jeremy Cohen, John Darlington, Eleftheria Katsiri, William Lee, Sofia Panagiotidi, and Yash Patel
Journal of Grid Computing, p. 1--23, Feb. 2006

[Official Publication]

2005

Job Submission Description Language (JSDL) Specification, Version 1.0
 Ali Anjomshoaa and Fred Brisard and Michel Drescher and Donal Fellows and An Ly and Stephen McGough and Darren Pulsipher and Andreas Savva
GGF Standard GFD.56, Nov. 2005

[Free Paper]
The GRIDCC Project
A.S. McGough and D.J. Colling
in Instruments and Sensors on the Grid, Melbourne, Australia, Dec. 2005


Performance Evaluation of the GridSAM Job Submission and Monitoring System
W. Lee, A.S. McGough, and J. Darlington
In UK e-Science All Hands Meeting, p. 915--922, Nottingham, UK, Sep. 2005
ISBN 1-904425-53-4

[Free Paper]
ICENI II Architecture
A.S. McGough, W. Lee, and J. Darlington
In UK e-Science All Hands Meeting, p. 441--448, Nottingham, UK, Sep. 2005
ISBN 1-904425-53-4

[Free Paper]
Lightweight Solution for Protein Annotation
S. Das, A.S. McGough, J. Cohen, and J. Darlington
In UK e-Science All Hands Meeting, p. 396--402, Nottingham, UK, Sep. 2005
ISBN 1-904425-53-4

[Free Paper]
Making the Grid Predictable through Reservations and Performance Modelling
A.S. McGough, A. Afzal, J. Darlington, N. Furmento, A. Mayer, and L. Young
The Computer Journal, 48(3):358--368, 2005

[Official Publication]
RealityGrid: An Integrated Approach to Middleware through ICENI
Jeremy Cohen, A.Stephen McGough, John Darlington, Nathalie Furmento, Gary Kong, and Anthony Mayer
Philosophical Transactions: Mathematical, Physical and Engineering Sciences, 363(1833):1817--1827, Aug. 2005

[Official Publication]
e-Protein: A distributed Pipeline for Structure-based Proteome Annotation using Grid Technology
S. Das, A.S. McGough, Keiran Fleming, John Darlington, and Michael Sternberg
ISMB 2005, Michigan, USA, June 2005

2004

Workflow expression: Comparison of spatial and temporal approaches
Anthony Mayer, Steve McGough, Nathalie Furmento, William Lee, Murtaza Gulamali, Steven Newhouse, and John Darlington
In Workflow in grid systems workshop, GGF-10, Berlin, volume 9, 2004

[Free Paper]
Component Models and Systems for Grid Applications
A. Mayer, S. McGough, N. Furmento, J. Cohen, M. Gulamali, L. Young, A. Afzal, S. Newhouse, and J. Darlington
V. Getov and T. Kielmann, editors
volume 1 of CoreGRID series, Chapter ICENI: An Integrated Grid Middleware to Support e-Science, p. 109--124
Springer, June 2004

[Official Publication]
A Componentized Approach to Grid Enabling Seismic Wave Modeling Application
D. Bhardwaj, J. Cohen, A.S. McGough, and S. Newhouse
In The International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT), volume 3320 of Lecture Notes in Computer Science, p. 94--97, Singapore, Dec. 2004

[Official Publication]
Performance guided scheduling in GENIE through ICENI
M.Y. Gulamali, A.S. McGough, R.J. Marsh, N.R. Edwards, T.M. Lenton, P.J. Valdes, S.J. Cox, S.J. Newhouse, J. Darlington, and  theGENIEteam
In UK e-Science All Hands Meeting, p. 792--799, Nottingham, UK, Sep. 2004
ISBN 1-904425-21-6

[Free Paper][Slides]

A Standard Based Approach to Job Submission through Web Services
W. Lee, A.S. McGough, S. Newhouse, and J. Darlington
In UK e-Science All Hands Meeting, p. 901--905, Nottingham, UK, Sep. 2004
ISBN 1-904425-21-6

[Free Paper][Slides]

Workflow Enactment in ICENI
A.S. McGough, L. Young, A. Afzal, S. Newhouse, and J. Darlington
In UK e-Science All Hands Meeting, p. 894--900, Nottingham, UK, Sep. 2004
ISBN 1-904425-21-6

[Free Paper][Slides]

Performance Architecture within ICENI
A.S. McGough, L. Young, A. Afzal, S. Newhouse, and J. Darlington
In UK e-Science All Hands Meeting, p. 906--911, Nottingham, UK, Sep. 2004
ISBN 1-904425-21-6

[Free Paper][Slides]

Using ICENI to run parameter sweep applications across multiple Grid resources
 M.Y.Gulamali, A.S. McGough, S.J. Newhouse, and J. Darlington
Mar. 2004

[Free Paper][Slides]

ICENI: An Integrated Grid Middleware to support e-Science
Anthony Mayer, Andrew~Stephen McGough, Nathalie Furmento, Jeremy Cohen, Murtaza Gulamali, Laurie Young, Ali Afzal, Steven Newhouse, and John Darlington
in ICS 2004 : 18th Annual ACM International Conference on Supercomputing, workshop on Component Models and Systems for Grid Applications, June 2004


Predictable Workflow Deployment Services
 A.S. McGough and Ali Afzal and Anthony Mayer and Steven Newhouse and Laurie Young
June 2004
in Global Grid Forum 11, Service Based Grid Workshop, Honolulu, Hawaii


WS-JDML: A Web Service Interface for Job Submission and Monitoring
 William Lee, A.S. McGough and Steven Newhouse
June 2004
in Global Grid Forum 11, Service Based Grid Workshop, Honolulu, Hawaii


Using ICENI to run parameter sweep applications across multiple Grid resources
 M.Y.Gulamali and A.S. McGough and S.J. Newhouse and J. Darlington
Mar. 2004
In Global Grid Forum 10, Case Studies on Grid Applications Workshop, Berlin, Germany


ICENI Making use of the Grid
Andrew~Stephen McGough, William Lee, Steven Newhouse, and John Darlington
GlobusWorld 2004, San Francisco, CA, Jan. 2004

2003

2002

2001

2000

1998

1997


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