 |
|
 |
|
RESEARCH
My research interests are focussed on KDD (Knowledge Discovery
in Databases) and more specifically Data Mining. I have been conducting research in
the field of KDD since 1997 (prior to this my research interests were in
AI). The initial work was on Association Rule Mining (ARM).
This foundation was subsequently extended in a number of directions:
Distributed/Parallel ARM, Very
large scale ARM and Classification ARM (or CARM). Current work is directed at the
wider application of data mining:
- Multi Agent Data Mining (MADM), or Agent Enriched Data Mining (AEDM): The
creation of a generic MAS (Multi-Agent System) platform for distributed data mining,
both as a research tool and to support applied data mining.
- Trend Mining and Temporal data mining. Two Applications: (i) trend
analysis within patient medical records and (ii) change point detection in animal
movement databases.
- Advanced ARM: The broader application of ARM, such as: weighted ARM, Fuzzy
ARM, Utility ARM, Temporal ARM, etc.
- Web mining and Web Usage Mining: Particularly the identification of WWW
site boundaries using a data mining approach.
- Image mining. Two particular applications: (i) the classification of MRI
brain scan data, and (ii) the classification of retina images.
- Text Mining: Generic text mining algorithms that are independent of the
language that text base documents are written in, and rule induction for text mining
with dynamic rule refinement.
- Data mining supported argumentation: Instead of using a knowledge base to
support argumentation mine rules as required.
- Graph Mining: All types of graph mining including (i) weighted graph mining,
(ii) distributed graph mining, (iii) large scale graph mining and (iv) applied graph
mining.
 |
I very pleased to have originated the UK KDD symposium series
(which is now in its fifth year).
|
 |
I am also very pleased to have been asked to present the Cuba-UK (Liverpool)
School of data Mining, a two week
seminar series
held in Havana, Cuba, in January 2007. |
 |
Upcoming Data Mining Conferences diary.
|
 |
I am (or have been) a member of a great Data Mining Conference
(workshops and symposia) programme committees:
6th IFIP Intelligent Information Processing Conference.
ibia ICDM'10,
SIGKDD'09
(Admin),
ICDM'09,
ADMA'09,
DaWak'09,
DMIN'09.
IEEE ICDM'08,
IEEE Workshop on Data Mining and AI (DMAI 2008),
ADMA'08,
UKKDD'08,
DaWak'08,
DMIN'08,
DEXA'08,
ibia ICDM'08,
IEEE ICDM'07,
DMIN'07,
DEXA'07,
DaWak'07,
ADMA'07,UKKDD'07, IADIS European Conference on Data Mining,
IEEE ICDM'06,
PMKD'06 Workshop,
DMIN'06,
DaWak'06, UKKDD'06,
DEXA'06,
IEEE ICDM'05, UKKDD'05,
PMKD'05 Workshop (Philosophies and Methodologies for Knowledge Discovery).
|
 |
I am a member of IFIP WG12.2:
Machine Learning and Data Mining. |
 |
Opportunities for KDD research (and
potential PhD projects). |
 |
Conference reports PKDD 2001. |
 |
Recent KDD (and other) Seminars:
- Avoiding The
Overfit and Prune Cycle in Classification Association Association Rule
Mining, presented at University of Salford (Wednesday 14 March
2007). (Other related
seminars/tutorials).
- Getting a PhD
(in Computer Science) - Doing Good Research, presented at
BCS-SGAI (British Computer Society Specialist Group in AI) Student
Event, Cambridge (Monday 10 December 2007).
- End to End Data Mining:
The Next Challenge, presented at ASC, Imperial (Tuesday 21 April
2009).
- Data Mining: A Gentle Introduction,
presented to University of Liverpool Pre-sessional English cohort, 19 August 2009.
|
 |
Notes on many aspects
of KDD (restricted access). |
|
|
 |
|
 |
 |
|
 |
|
FREE DATA MINING SOFTWARE
The LUCS-KDD group has developed a great deal of data
mining software of all kinds which we are happy to make
available for non-commercial usage.
 |
Data generators:
LUCS-KDD ARM data generator,
Random image generator. |
 |
Data preprocessing software:
ARM LUCS-KDD-DN,
CARM LUCS-KDD-DN. |
 |
Data Sets:
UCI-ML Discretised datasets,
20 NewsGroup Sample. |
 |
ARM Software:
Apriori-T demo (Demonstrator
created for students taking on-line CS programmes),
Apriori-T,
Apriori-T GUI
(Include DIC algorithm and negative boarder ARM approach),
TFP (Total From
Partial),
TFP GUI
(Includes FP-growth),
FP-growth,
Fuzzy ARM,
Weighted Fuzzy ARM.
|
 |
CARM (and CRM) Software:
TFPC,
FOIL, PRM and CPAR,
CMAR,
CBA,
Decision Trees. |
 |
Text Mining:
TFPC Text
Miner (and text preprocessor). |
|
SO YOU WANT TO MINE YOUR DATA!
Some guidance notes for people who wish to mine their data
but know nothing about programming (and don't want to know
anything about programming).
|
|
|
|
 |
|
 |
 |
|
 |
|
RESEARCH IN ARIFICIAL INTELLIGENCE
I have also spent many years (starting with my PhD. in 1986!) working in the
field of Artificial Intelligence (AI). Activities include:
 |
BCS-SGAI: (Since 1998) committee member of the SGAI ---
Specialist Group on Artificial Intelligence (Formerly SGES). |
 |
Expert Update: Editorship (1998-2005) of
Expert Update (see below for sample covers). |
 |
BCS-SGAI Annual Conference: Conf. Chair
ES'99,
ES'00 and
ES'02;
Dep. Conf. Chair
ES'98,
Tech. Prog. Chair
ES'2001 and
AI2003;
Dep. Tech. Prog. Chair
AI2004,
AI2005,
AI2006,
AI2007,
AI2008,
AI2009. |
 |
FAIRS: Forum for AI Research Students:
FAIRS'07,
FAIRS'08. |
 |
SGAI Workshops: State-of-the-art Natural Language Processing Systems,
workshop report. |
 |
AI Conference (symposia and workshop) programme committees:
Workshop on Intelligent Web-based
Tools, IEEE International Conference on Tools with Artificial Intelligence
(ICTAI'07). |
|
ECAI 2014 Cardiff UK: Joint bid to host ECAI in 2014 by the British
Computer Society's Specialist Group on Artificial Intelligence (BCS SGAI), and
the UK Society for the Study of Artificial Intelligence and the Simulation of
Behaviour (AISB).
|
|
|
 |
|
 |
| | |
 |
|
 |
|
DEPARTMENTAL RESPONSIBILITIES
 |
Director of studies for Computer Science on-line (Laureate) MSc
programs. |
 |
Chair of on-campus and on-line MSc Boards of Examiners (and sub committees:
mitigating circumstances, plagiarism, etc.) and Board of Studies. |
 |
Chair of laureate coordinating committee. |
 |
Member of many other committees concerned with on-line provision. |
|
|
 |
|
 |
|
Created and maintained by
Frans Coenen.
Last updated 08 February 2010
|