A Survey of Alzheimer’s Disease Early Diagnosis Methods for Cognitive Assessment

Fernández Montenegro, Juan Manuel, Villarini, B., Angelopoulou, A., Kapetanios, E., Garcia-Rodriguez, J. and Argyriou, Vasileios 2020. A Survey of Alzheimer’s Disease Early Diagnosis Methods for Cognitive Assessment. Sensors. 20 (24) e7292. https://doi.org/10.3390/s20247292

TitleA Survey of Alzheimer’s Disease Early Diagnosis Methods for Cognitive Assessment
TypeJournal article
AuthorsFernández Montenegro, Juan Manuel, Villarini, B., Angelopoulou, A., Kapetanios, E., Garcia-Rodriguez, J. and Argyriou, Vasileios
AbstractDementia is a syndrome that is characterised by the decline of different cognitive abilities. A high rate of deaths and high cost for detection, treatments, and patients care count amongst its consequences. Although there is no cure for dementia, a timely diagnosis helps in obtaining necessary support, appropriate medication, and maintenance, as far as possible, of engagement in intellectual, social, and physical activities. The early detection of Alzheimer Disease (AD) is considered to be of high importance for improving the quality of life of patients and their families. In particular, Virtual Reality (VR) is an expanding tool that can be used in order to assess cognitive abilities while navigating through a Virtual Environment (VE). The paper summarises common AD screening and diagnosis techniques focusing on the latest approaches that are based on Virtual Environments, behaviour analysis, and emotions recognition, aiming to provide more reliable and non-invasive diagnostics at home or in a clinical environment. Furthermore, different AD diagnosis evaluation methods and metrics are presented and discussed together with an overview of the different datasets.
KeywordsAlzheimer Screening
dementia
Virtual Environments
cognitive tests
behaviour analysis
Article numbere7292
JournalSensors
Journal citation20 (24)
ISSN1424-8220
Year2020
PublisherMDPI
Publisher's version
License
CC BY 4.0
File Access Level
Open (open metadata and files)
Digital Object Identifier (DOI)https://doi.org/10.3390/s20247292
Publication dates
Published online18 Dec 2020
LicenseCC BY 4.0

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Baruffa, G., Fiorucci, F., Frescura, F., Micanti, P., Verducci, L. and Villarini, B. 2010. A reprogrammable computing platform for JPEG 2000 and H.264 SHD video coding. 8th IEEE Workshop on Embedded Systems for Real-Time Multimedia (ESTIMedia). Scottsdale, AZ 28 Oct 2010 IEEE . https://doi.org/10.1109/ESTMED.2010.5666990

Hand gesture modelling and tracking using a self-organising network
Angelopoulou, A., Garcia-Rodriguez, J., Psarrou, A. and Gupta, G. 2010. Hand gesture modelling and tracking using a self-organising network. The 2010 International Joint Conference on Neural Networks (IJCNN) . Barcelona 18 Jul 2010 IEEE . https://doi.org/10.1109/IJCNN.2010.5596288

Text segments as constrained formal concepts
Tatar, D., Kapetanios, E., Sacarea, C. and Tanase, D. 2010. Text segments as constrained formal concepts. in: Ida, T., Negru, V., Jebelean, T., Petcu, D., Watt, S. and Zaharie, D. (ed.) 12th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC), Timisoara, Romania, 23-26 September 2010 IEEE . pp. 223-228

Weighting common syntactic structures for natural language based information retrieval
Liu, C., Wang, H., McClean, S.I. and Kapetanios, E. 2010. Weighting common syntactic structures for natural language based information retrieval. CIKM 2010: 19th ACM International Conference on Information and Knowledge Management. Toronto, Canada 26 - 30 Oct 2010

On the notion of collective intelligence: opportunity or challenge?
Kapetanios, E. 2010. On the notion of collective intelligence: opportunity or challenge? International Journal of Organizational and Collective Intelligence. 1 (1), pp. 1-14.

GNG based surveillance system
Garcia Rodriguez, J., Angelopoulou, A., García-Chamizo, J.M. and Psarrou, A. 2010. GNG based surveillance system. in: 2010 International Joint Conference on Neural Networks (IJCNN), Barcelona, Spain, 18-23 July 2010 IEEE . pp. 1-8

Tracking gestures using a probabilistic self-organising network
Angelopoulou, A., Psarrou, A., Garcia Rodriguez, J. and Gupta, G. 2010. Tracking gestures using a probabilistic self-organising network. in: 2010 International Joint Conference on Neural Networks (IJCNN), Barcelona, Spain, 18-23 July 2010 IEEE . pp. 1-7

Guest editorial: Special issue on collective intelligence
Kapetanios, E. and Koutrika, G. 2010. Guest editorial: Special issue on collective intelligence. Information Sciences. 180 (1), pp. 1-3. https://doi.org/10.1016/j.ins.2009.10.009

Guest editorial: Special Issue – 13th International Conference on Natural Language and Information Systems (NLDB 2008)
Kapetanios, E., Sugumaran, V. and Spiliopoulou, M. 2010. Guest editorial: Special Issue – 13th International Conference on Natural Language and Information Systems (NLDB 2008). Data & Knowledge Engineering. 69 (3), pp. 249-250. https://doi.org/10.1016/j.datak.2009.10.005

At the cross-road of the social Web and cross-lingual information retrieval
Tanase, D. and Kapetanios, E. 2009. At the cross-road of the social Web and cross-lingual information retrieval. in: Murugesan, S. (ed.) Handbook of research on Web 2.0, 3.0, and X.0: technologies, business, and social applications USA Information Science Reference.

Natural language and information systems: 13th international conference on applications of natural language to information systems, NLDB 2008, London, UK, June 24-27, 2008 proceedings
Kapetanios, E., Sugumaran, V. and Spiliopoulou, M. 2009. Natural language and information systems: 13th international conference on applications of natural language to information systems, NLDB 2008, London, UK, June 24-27, 2008 proceedings. Springer.

Generic colour image segmentation via multi-stage region merging
Gupta, G., Psarrou, A. and Angelopoulou, A. 2009. Generic colour image segmentation via multi-stage region merging. in: Proceedings of the 10th Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS '09) IEEE . pp. 185-188

Quo Vadis computer science: from Turing to personal computer, personal content and collective intelligence
Kapetanios, E. 2008. Quo Vadis computer science: from Turing to personal computer, personal content and collective intelligence. Data & Knowledge Engineering. 67 (2), pp. 286-292. https://doi.org/10.1016/j.datak.2008.05.003

A parametric linguistics based approach for cross-lingual web querying
Kapetanios, E., Sugumaran, V. and Tanase, D. 2008. A parametric linguistics based approach for cross-lingual web querying. Data & Knowledge Engineering. 66 (1), pp. 35-52. https://doi.org/10.1016/j.datak.2007.07.008

Evaluating the impact of personal dictionaries for cross-language information retrieval of socially annotated images
Tanase, D. and Kapetanios, E. 2008. Evaluating the impact of personal dictionaries for cross-language information retrieval of socially annotated images. iCLEF Workshop. Aarhus, Denmark 16 Sep 2008

Active-GNG: model acquisition and tracking in cluttered backgrounds
Angelopoulou, A., Psarrou, A., Garcia Rodriguez, J. and Gupta, G. 2008. Active-GNG: model acquisition and tracking in cluttered backgrounds. in: VNBA '08: Proceeding of the 1st ACM workshop on vision networks for behavior analysis ACM. pp. 17-22

An algebra and conceptual model for semantic tagging of collaborative digital libraries
Kapetanios, E. and Schall, M. 2007. An algebra and conceptual model for semantic tagging of collaborative digital libraries. Second Workshop on Foundations of Digital Libraries in conjunction with 11th European Conference on Research and Advanced Technologies on Digital Libraries (ECDL 2007). Budapest, Hungary 20 Sep 2007

Robust modelling and tracking of NonRigid objects using Active-GNG
Angelopoulou, A., Psarrou, A., Gupta, G. and Garcia Rodriguez, J. 2007. Robust modelling and tracking of NonRigid objects using Active-GNG. in: IEEE Workshop on Non-rigid Registration and Tracking through Learning, NRTL 2007, in conjunction with ICCV 2007, 14-21 October 2007, Rio de Janeiro Los Alamitos, USA IEEE . pp. 1-7

Nonparametric modelling and tracking with Active-GNG
Angelopoulou, A., Psarrou, A., Gupta, G. and Garcia Rodriguez, J. 2007. Nonparametric modelling and tracking with Active-GNG. in: Lew, M., Sebe, N., Huang, T.S. and Bakker, E.M. (ed.) Human-Computer Interaction: IEEE international workshop, HCI 2007, Rio de Janeiro, Brazil, October 20, 2007; proceedings Berlin Springer.

Growing neural gas (GNG): a soft competitive learning method for 2D hand modelling
Garcia Rodriguez, J., Angelopoulou, A. and Psarrou, A. 2006. Growing neural gas (GNG): a soft competitive learning method for 2D hand modelling. IEICE Transactions on Information and Systems. E89-D (7), pp. 2124-2131. https://doi.org/10.1093/ietisy/e89-d.7.2124

Cross-lingual information retrieval and delivery using community mobile networks
Schriram, R., Sugumaran, V. and Kapetanios, E. 2006. Cross-lingual information retrieval and delivery using community mobile networks. in: 1st International Conference on Digital Information Management Los Alamitos, USA IEEE . pp. 320-325

Multi-lingual Web querying: a parametric linguistics based approach
Kapetanios, E., Sugumaran, V. and Tanase, D. 2006. Multi-lingual Web querying: a parametric linguistics based approach. in: Kop, C., Fliedl, G., Mayr, H.C. and Metais, E. (ed.) Natural Language Processing and Information Systems: 11th International Conference on Applications of Natural Language to Information Systems, NLDB 2006, Klagenfurt, Austria, May 31 - June 2, 2006. Proceedings Berlin, Germany Springer.

Automatically building 2D statistical shapes using the topology preservation model GNG
Garcia Rodriguez, J., Angelopoulou, A., Psarrou, A. and Revett, K. 2006. Automatically building 2D statistical shapes using the topology preservation model GNG. in: Narayanan, P.J., Nayar, S.K. and Shum, H.Y. (ed.) Computer Vision ACCV 2006: 7th Asian Conference on Computer Vision, Hyderabad, India, January 13-16, 2006: Proceedings, Part I Springer.

Learning 2D hand shapes using the topology preservation model GNG
Angelopoulou, A., Garcia Rodriguez, J. and Psarrou, A. 2006. Learning 2D hand shapes using the topology preservation model GNG. in: Leonardis, A., Bischof, H. and Pinz, A. (ed.) Proceedings of the 9th IEEE European Conference on Computer Vision, ECCV 2006 Hamburg, Germany Springer.

Simplifying syntactic and semantic parsing of NL-based queries in advanced application domains
Kapetanios, E., Baer, D. and Groenewoud, P. 2005. Simplifying syntactic and semantic parsing of NL-based queries in advanced application domains. Data & Knowledge Engineering. 55 (1), pp. 38-58. https://doi.org/10.1016/j.datak.2004.11.008

Probablistic image-based characterisation of manuscript inks
Psarrou, A. and Angelopoulou, A. 2005. Probablistic image-based characterisation of manuscript inks. SPIE International Symposium on Optical Metrology. Munich, Germany 13-17 Jun 2005

Multi-lingual database querying and the atoms of language
Kapetanios, E. and Chountas, P. 2005. Multi-lingual database querying and the atoms of language. in: Montoyo, A., Munoz, R. and Metais, E. (ed.) Natural Language Processing and Information Systems: 10th International Conference on Applications of Natural Language to Information Systems, NLDB 2005, Alicante, Spain, June 15-17, 2005. Proceedings Berlin, Germany Springer.

MDDQL: an ontology driven, multi-lingual query language and system for an integrated view of heterogeneous data sources
Kapetanios, E. and Chountas, P. 2005. MDDQL: an ontology driven, multi-lingual query language and system for an integrated view of heterogeneous data sources. Semantic Technology Conference 2005. California, USA 07-10 Mar 2005

On the relativity of ontological domains and their specifications
Kapetanios, E. 2005. On the relativity of ontological domains and their specifications. in: Khosrow-Pour, M. (ed.) Encyclopedia of information science and technology Hershey, USA Idea Group Reference.

Automatic landmarking of 2D medical shapes using the growing neural gas network
Angelopoulou, A., Psarrou, A., Garcia Rodriguez, J. and Revett, K. 2005. Automatic landmarking of 2D medical shapes using the growing neural gas network. in: Liu, Y., Jiang, T. and Zhang, C. (ed.) Computer Vision for Biomedical Image Applications: First International Workshop, CVBIA 2005, Beijing, China, October 21, 2005, Proceedings Berlin, Germany Springer.

Automatic landmark extraction from a class of hands using growing neural gas
Angelopoulou, A., Garcia Rodriguez, J. and Psarrou, A. 2005. Automatic landmark extraction from a class of hands using growing neural gas. in: Proceedings of the 9th IAPR Conference on Machine Vision Applications, MVA 2005 Tokyo, Japan IAPR MVA Conference Committee. pp. 168-171

MDDQL-Stat: data querying and analysis through integration of intentional and extensional semantics
Kapetanios, E., Baer, D., Glaus, B. and Groenewoud, P. 2004. MDDQL-Stat: data querying and analysis through integration of intentional and extensional semantics. in: 16th International Conference on Scientific and Statistical Database Management (SSDBM'04) USA IEEE . pp. 353-356

Delivering distance learning material via interactive television in the UK: a dynamic content-based inferface
Angelopoulou, A., Thomas, S., Konstantinou, V. and Psarrou, A. 2004. Delivering distance learning material via interactive television in the UK: a dynamic content-based inferface. 21st ICDE Conference on Open Learning and Distance Education. Hong Kong 18-21 Feb 2004

Evaluating statistical shape models for automatic landmark generation on a class of human hands
Angelopoulou, A. and Psarrou, A. 2004. Evaluating statistical shape models for automatic landmark generation on a class of human hands. International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences. 34 (XXX).

diARTgnosis: study of European religious painting
Angelopoulou, A., Mantratzis, C., Psarrou, A. and Konstantinou, V. 2004. diARTgnosis: study of European religious painting. 2nd International Conference of Museology. Mytilene, Greece 28 Jun - 02 Jul 2004

Assessment of indications in interventional cardiology: appropriateness and necessity of coronary angiography and revascularization
Schilling, J., Gerstl, P., Kapetanios, E., Lee, C.Y. and Bertel, O. 2003. Assessment of indications in interventional cardiology: appropriateness and necessity of coronary angiography and revascularization. American Journal of Medical Quality. 18 (4), pp. 155-163. https://doi.org/10.1177/106286060301800405

Simplifying syntactic and semantic parsing of NL-based queries in advanced application domains
Kapetanios, E., Baer, D. and Groenewoud, P. 2003. Simplifying syntactic and semantic parsing of NL-based queries in advanced application domains. in: Dusterhoft, A. and Thalheim, B. (ed.) Natural Language Processing and Information Systems, 8th International Conference on Applications of Natural Language to Information Systems, June 2003, Burg (Spreewald), Germany Springer. pp. 127-140

A dynamic model for delivering distance learning material via interactive television
Angelopoulou, A., Thomas, S., Gallahan, P. and Psarrou, A. 2003. A dynamic model for delivering distance learning material via interactive television. Second International Conference on Multimedia and ICTs in Education. Badajoz, Spain 03-06 Dec 2003

Query construction through meaningful suggestions of terms
Kapetanios, E. and Groenewoud, P. 2002. Query construction through meaningful suggestions of terms. in: Andreasen, T. (ed.) FQAS '02: Proceedings of the 5th International Conference on Flexible Query Answering Systems Berlin, Germany Springer.

The design and implementation of a meaning driven data query language
Kapetanios, E., Baer, D., Groenewoud, P. and Mueller, P. 2002. The design and implementation of a meaning driven data query language. in: Proceedings of the 14th International Conference on Scientific and Statistical Database Management, July 24-26, 2002, Edinburgh, Scotland, UK. USA IEEE . pp. 20-23

A semantically advanced querying methodology for medical knowledge and decision support
Kapetanios, E. 2002. A semantically advanced querying methodology for medical knowledge and decision support. in: Grutter, R. (ed.) Knowledge media in healthcare: opportunities and challenges Hershey, USA Idea Group Publishing. pp. 96-130

A meaning driven querying methodology: end user oriented querying
Kapetanios, E. 2001. A meaning driven querying methodology: end user oriented querying. PhD thesis Swiss Federal Institute of Technology (ETH), Zurich Department of Computer Science

A semantics based interactive query formulation technique
Baer, D., Groenewoud, P., Kapetanios, E. and Keuser, S. 2001. A semantics based interactive query formulation technique. in: Proceedings of the Second International Workshop on User Interfaces to Data Intensive Systems (UIDIS'01) USA IEEE . pp. 43-49

An extensible movie system interface for information-rich television
Angelopoulou, A., Psarrou, A. and Parapadakis, D. 2001. An extensible movie system interface for information-rich television. in: Graham, P., Maheswaran, M. and Eskicioglu, M.R. (ed.) Proceedings of the International Conference on Internet Computing, IC'2001, Las Vegas, Nevada, USA, June 25-28, 2001 USA CSREA Press.

Appropriateness and necessity research on the internet: using a "second opinion system"
Schilling, J., Faisst, K., Kapetanios, E., Wyss, P., Norrie, M.C. and Gutzwiller, F. 2000. Appropriateness and necessity research on the internet: using a "second opinion system". Methods of Information in Medicine. 39 (3), pp. 233-237.

MDDQL: a visual query language for metadata driven querying
Kapetanios, E., Norrie, M.C. and Fuhrer-Stakic, D. 2000. MDDQL: a visual query language for metadata driven querying. in: Arisawa, H. and Catarci, T. (ed.) Advances in Visual Information Management: proceedings of the Fifth Working Conference on Visual Database Systems (VDB5), Fukuoka, Japan, May 10-12, 2000 London, UK Kluwer Academic Publishers.

An information states blackboard as an intelligent querying interface for snow and avalanche data
Kapetanios, E., Norrie, M.C. and Frei, A. 1999. An information states blackboard as an intelligent querying interface for snow and avalanche data. in: Paton, N.W. and Griffiths, T. (ed.) User Interfaces to Data Intensive Systems: proceedings USA IEEE . pp. 32-41

Context based querying of scientific data: changing querying paradigms?
Kapetanios, E., Norrie, M.C. and Brabec, B. 1999. Context based querying of scientific data: changing querying paradigms? in: Miller, C. and Musick, R. (ed.) Third IEEE Metadata Conference Proceedings, 06-07 April 1999, Bethesda, MD IEEE .

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