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University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering [email protected] COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

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Page 1: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

University of Szeged

(An introduction)

Dr. Zoltán Alexin, PhD.

Dept. Software Engineering

[email protected]

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 2: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

HUNGARY ON THE MAP OF EUROPE

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 3: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

SZEGED ON THE MAP OF

HUNGARY

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 5: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

UNIVERSITY OF SZEGED

The University of Szeged employs about

2000 teachers and researchers, and has over

20 000 students.

The University of Szeged is the only Hungarian

university that was ranked among the best 100

European universities according to the

Shanghai ranking.

In 2009 the university obtained the prestigious

Higher Education Quality Award.

In 2012 the University of Szeged obtained the

exclusive Research University title.

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 6: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

THE ELI (EXTREME LIGHT

INFRASTRUCTURE)

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 7: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

FACULTIES

Faculty of Agriculture

Faculty of Arts

Faculty of Dentistry

Faculty of Economics and Business Administration

Faculty of Engineering

Faculty of Health Sciences and Social Studies

Faculty of Law and Political Sciences

Faculty of Medicine

Faculty of Music

Faculty of Pharmacy

Faculty of Science and Informatics

Juhász Gyula Teacher Training Faculty

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 8: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

FACULTY OF LAW AND

POLITICAL SCIENCES

http://www.juris.u-szeged.hu

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 9: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

FACULTY OF LAW AND

POLITICAL SCIENCES

ORGANIZATIONAL STRUCTURE

European Studies Center

Institute of Comparative Law

Department of Labor and Social Law (WP4)

Department of Private and Private Procedural

Law (WP4)

Other 13 departments

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 11: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

FACULTY OF SCIENCE AND

INFORMATICS

ORGANIZATIONAL STRUCTURE

Institute of Biology

Institute of Physics

Institute of Geography and Geology

Institute of Informatics

Institute of Chemistry

Institute of Environmental Sciences

Institute of Mathematics

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 12: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

ÁRPÁD SQUARE 2, SZEGED

INSTITUTE OF INFORMATICS

BUILDING

http://www.inf.u-szeged.hu

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 13: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

THE ORIGIN OF EVERYTHING

László Kalmár

mathematician

member of HAS

a pioneer of

informatics in

Hungary

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 14: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

SZEGED INFORMATICS IS 50

YEARS OLD

1957: applied

mathematics

program for 3

students

1958: the Kalmár

logic machine

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 15: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

HIGHER EDUCATION: BOLOGNA

PROCESS

Since 2006: education in 3 levels

- bachelor (BSc) 6-7 semesters

- master (MSc) 4 semesters

- doctoral (PhD) 6 semesters

Page 16: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

INFORMATICS BSC STUDY

PROGRAMS

Business informatics BSc (7 semesters)

Engineering informatics BSc (7 semesters)

Software informatics BSc (6 semesters)

Page 17: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

ENROLLED FOR BSC IN 2012/2013

Program full time part time

Business inf. 131 ----

Engineering inf. 121 26

Software inf. 149 45

Page 18: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

DOCTORAL EDUCATION

(PHD)

since 1993

6-7 scholarships / year from the state

altogether cca. 25 students

supervisor system

PhD courses, research

cooperation, conferences, publications

6-8 degrees / year

Informatics Doctoral School

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 19: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

DEPARTMENTS

Department of Computational Optimization

Department of Computer Algorithms and Artificial

Intelligence (WP3)

Department of Foundations of Computer Science

Department of Image Processing and Computer

Graphics (WP1, WP2)

Department of Software Engineering

Department of Technical Informatics

Research Group on Artificial Intelligence of the

Hungarian Academy of Sciences (WP1, WP3)

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 20: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

ONGOING RESEARCH AND

DEVELOPMENT PROJECTS

Model-based semantic search system

(MASZEKER)

Business and governmental decision

support toolbox (TEXTrend)

Discrete Tomography (City University of

NY, University of Mannheim)

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 22: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Who am I?

22

Since 2004, I began studying medical privacy issues

Member of a regional medical research ethics committee

Member of the Association on Fair Data Processing

Member of the presidential board of the Hungarian Data

Protection Society

Blogger (www.magyarorszag.hu,

www.tisztessegesadatkezeles.hu)

Has cases before Civil Courts, Hungarian Constitutional Court,

European Commission, ECtHR on fundamental questions of

medical data processing

Achievements: excluding unsubsidized care events from the

National Health Insurance Fund database, obligatory ethics

approval of medical research projects without intervention

XXVI. Neumann Kollokvium, Italian-Hungarian Workshop, 2013. Veszprém, Hungary

Page 23: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

23

http://www.futureict.hu

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 24: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Speech de-identification The speech technology team has expertise in speech recognition.

Within this area, they focus on the application of the newest machine learning methods.

Deep Neural Networks: this technology has recently achieved breakthrough results in speech recognition. We have our own deep neural network implementation that has state-of-the-art performance.

Convolutional Neural Networks: this is the newest research direction within deep neural networks. With this technology we hold the phone speech recognition record on the TIMIT database.

The research group has results with the recognition of emotions and other para-linguistic content. This year they won the paralinguistic challenge of the Interspeech conference using AdaBoost.

The group is interested in contributing to those parts of the project that require machine learning. This would mainly be voice conversion, but our sophisticated learning algorithms are probably applicable to other tasks as well (e.g. image processing).

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 25: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Image processing group Medical image processing

Analysis of dermatological images for teledermatology and

diagnostic applications

Picture Archiving and Communication System (DICOM)

Advanced Methods for Discrete Tomography with Priors and

Applications

Discrete Image Reconstruction from Uncertain and Insufficient

Data

Assessment of tracheal stenoses, infra-renal aortic aneurysms,

and colorectal polyps

Organ segmentation from 3D CT images

Geo-informatics

Digital terrain modeling

Agricultural Statistics - Digital Map Project

Collaborative Mobile Image Processing

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 26: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Image processing group

Zoltán Kató and his colleges at the department are currently

working on analysis of still images and video recordings,

mobile camera networks like (SmartPhones), extraction of

visual objects upon their shape and other properties, fusion of

visual information, image recognition.

Image processing group would like to apply digital retouching

algorithms and specific modifications to de-identify still

images and videos.

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 27: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Text processing group Several big research and development projects during

last 10 years

Linguistic databases (POS-tagged corpus, Szeged Treebank, Hungarian wordnet)

CoNLL competitions, among 1-3 places; giving training and test data;

Basic linguistic infrastructure (named entity recognition, POS-tagger, syntactic parser) for Hungarian in Java and C/C++, dependency parser.

Applications on the top of this infrastructure: text semantic tagging, information extraction by semantic frames, Hungarian-English translator, word sense disambiguation, search engine that recognizes verb phrase structure elements etc.

Exploiting databases, creating linguistic software by machine learning algorithms using the databases.

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 28: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

ID HOSPITAL DATE PATIENT AGE LOC DOCTOR PHONE

<RECORD ID="502"> <TEXT> 113416550 PRGH 13523357 630190 6/7/1999 12:00:00 AM Discharge Summary Signed DIS Admission Date : 06/07/1999 Report Status : Signed Discharge Date : 06/13/1999 HISTORY OF PRESENT ILLNESS : Essentially , Mr. Cornea is a 60 year old male who noted the onset of dark urine during early January . He underwent CT and ERCP at the Lisonatemi Faylandsburgnic, Community Hospital with a stent placement and resolution of jaundice . He underwent an ECHO and endoscopy at Ingree and Ot of Weamanshy Medical Center on April 28 . He was found to have a large , bulging , extrinsic mass in the lesser curvature of his stomach . Fine needle aspiration showed atypical cells , positively reactive mesothelial cells . Abdominal CT on April 14 , showed a 12 x 8 x 8 cm mass in the region of the left liver , and appeared to be from the lesser curvature of the stomach or left liver . He denied any nausea , vomiting , anorexia , or weight loss . ... </TEXT> </RECORD>

Admission Date : 08/09/1999 Report Status : Signed Discharge Date : 08/17/1999 HISTORY OF PRESENT ILLNESS : Essentially , Mr. Smith is a 60 year old male who noted the onset of dark urine during early January . He underwent CT and ERCP at the Northern Children Cinncinati Hospital with a stent placement and resolution of jaundice .

De-identification of medical texts

Page 29: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

De-identification of social

media texts

People talk about themselves e.g. blogs, forums, Twitter

These texts are publicly available!

Includes explicit and implicit personal information

Research goals:

analyze huge textual datasets from this aspect

automatic tools for warning (individual) users about this

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 30: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Legal regulation

Dóra Lajkó:

PhD. Elderly Care, in 2010. (ESR)

Studies rights of emplyees, or handicapped, reproduction rights, patient rights

Klára Gellén:

PhD. Protecting minors in Hungarian Media Law, 2004.

Working on media law, privacy and internet rights

Zoltán Alexin:

PhD. On machine learning in text processing, in 2003.

Medical data protection, re-identification risk estimation on date-of birth, ZIP code and gender.

Regulation of medical data processing, and medical research on personal data including tissues

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 31: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

Legal regulation

The meaning of "de-identification" – legal description

Anonymization and pseudonymization,

Difference between "identifiable" and "de-identified"

person (identification number, factors specific to his or

her physical, physiological, mental, economic, cultural

or social identity)

Methods of de-identification in the Member States,

Medical Data Protection, database research regulation,

medical ethics, data governance, policy

Fair processing and medical ethics

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.

Page 32: University of Szeged (An introduction)costic1206.uvigo.es/sites/default/files/Meetings/... · University of Szeged (An introduction) Dr. Zoltán Alexin, PhD. Dept. Software Engineering

THANK YOU FOR

YOUR ATTENTION!

COST Action IC1206, MC meeting in Mataro, Spain, 2013. November 25-26.