Testing and Analysis of Activities of Daily Living Data with Machine Learning Algorithms

Cufoglu, A. and Coskun, A. 2016. Testing and Analysis of Activities of Daily Living Data with Machine Learning Algorithms. International Journal of Advanced Computer Science & Applications . 7 (3), pp. 436-441. https://doi.org/10.14569/IJACSA.2016.070359

TitleTesting and Analysis of Activities of Daily Living Data with Machine Learning Algorithms
TypeJournal article
AuthorsCufoglu, A.
Coskun, A.
Abstract

It is estimated that 28% of European Union’s population will be aged 65 or older by 2060. Europe is getting older and this has a high impact on the estimated cost to be spent for older people. This is because, compared to the younger generation, older people are more at risk to have/face cognitive impairment, frailty and social exclusion, which could have negative effects on their lives as well as the economy of the European Union. The ‘active and independent ageing’ concept aims to support older people to live active and independent life in their preferred location and this goal can be fully achieved by understanding the older people (i.e their needs, abilities, preferences, difficulties they are facing during the day). One of the most reliable resources for such information is the Activities of Daily Living (ADL), which gives essential information about people’s lives. Understanding this kind of information is an important step towards providing the right support, facilities and care for the older population. In the literature, there is a lack of study that evaluates the performance of Machine Learning algorithms towards understanding the ADL data. This work aims to test and analyze the performance of the well known Machine Learning algorithms with ADL data.

KeywordsActivities of Daily Living; machine learning; Classification Algorithms
JournalInternational Journal of Advanced Computer Science & Applications
Journal citation7 (3), pp. 436-441
ISSN2158-107X
Year2016
PublisherScience and Information Organisation (SAI)
Publisher's version
Digital Object Identifier (DOI)https://doi.org/10.14569/IJACSA.2016.070359
Publication dates
Published01 Mar 2016
LicenseCC BY 4.0

Related outputs

A Novel Optimization Algorithm for Notch Bandwidth in Lattice Based Adaptive Filter for the Tracking of Interference in GPS
Arif, S., Coskun, A. and Kale, I. 2020. A Novel Optimization Algorithm for Notch Bandwidth in Lattice Based Adaptive Filter for the Tracking of Interference in GPS. 2020 IEEE International Symposium on Circuits and Systems (ISCAS). Online 10 - 21 Oct 2020 IEEE . https://doi.org/10.1109/ISCAS45731.2020.9181117

Tracking and Mitigation of Chirp-Type Interference in GPS Receivers Using Adaptive Notch Filters
Arif, S., Coskun, A. and Kale, I. 2020. Tracking and Mitigation of Chirp-Type Interference in GPS Receivers Using Adaptive Notch Filters. 2020 IEEE 63rd International Midwest Symposium on Circuits and Systems (MWSCAS). Springfield, MA, USA 09 - 12 Aug 2020 IEEE . https://doi.org/10.1109/MWSCAS48704.2020.9184659

A Fully Adaptive Lattice-based Notch Filter for Mitigation of Interference in GPS
Arif, S., Coskun, A. and Kale, I. 2019. A Fully Adaptive Lattice-based Notch Filter for Mitigation of Interference in GPS. 15th Conference on PhD Research in Microelectronics and Electronics (PRIME 2019). Lausanne 15 - 18 Jul 2019 IEEE . https://doi.org/10.1109/PRIME.2019.8787822

On board Processor and Processing Strategies for Next Generation Reconfigurable Satellite Payloads
Cetinsel, S., Coskun, A., Kale, I., Hughes, R., Ernst, C. and Angeletti, P. 2019. On board Processor and Processing Strategies for Next Generation Reconfigurable Satellite Payloads. Recent Advances in Space Technologies (RAST 2019). Turkey 11 - 14 Jun 2019 IEEE . https://doi.org/10.1109/RAST.2019.8767830

Hybrid IIR/FIR Wavelet Filter Banks for ECG Signal Denoising
Eminaga, Y., Coskun, A. and Kale, I. 2018. Hybrid IIR/FIR Wavelet Filter Banks for ECG Signal Denoising. IEEE Biomedical Circuits and Systems (BIOCAS). Cleveland, Ohio, US 17 - 19 Oct 2018 IEEE . https://doi.org/10.1109/BIOCAS.2018.8584717

Area and Power Efficient Implementation of db4 Wavelet Filter Banks for ECG Applications Using Reconfigurable Multiplier Blocks
Eminaga, Y., Coskun, A. and Kale, I. 2018. Area and Power Efficient Implementation of db4 Wavelet Filter Banks for ECG Applications Using Reconfigurable Multiplier Blocks. 4th International Conference on Frontiers of Signal Processing (ICFSP 2018). Poitiers, France 24 - 27 Sep 2018 IEEE . https://doi.org/10.1109/ICFSP.2018.8552046

IIR Wavelet Filter Banks for ECG Signal Denoising
Eminaga, Y., Coskun, A. and Kale, I. 2018. IIR Wavelet Filter Banks for ECG Signal Denoising. 22nd IEEE International Conference on Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA). Poznan, Poland 19 - 21 Sep 2018 IEEE . https://doi.org/10.23919/SPA.2018.8563418

Multi-Stage Complex Notch Filtering for Interference Detection and Mitigation to Improve the Acquisition Performance of GPS
Arif, S., Coskun, A. and Kale, I. 2018. Multi-Stage Complex Notch Filtering for Interference Detection and Mitigation to Improve the Acquisition Performance of GPS. 14th Conference on PhD Research in Microelectronics and Electronics (PRIME 2018). Prague, Czech Republic 02 - 05 Jul 2018 IEEE . https://doi.org/10.1109/PRIME.2018.8430324

Multiplier Free Implementation of 8-tap Daubechies Wavelet Filters for Biomedical Applications
Eminaga, Y., Coskun, A. and Kale, I. 2017. Multiplier Free Implementation of 8-tap Daubechies Wavelet Filters for Biomedical Applications. IEEE New Generation of Circuits and Systems Conference. Genova, Italy 07 - 09 Sep 2017 IEEE . https://doi.org/10.1109/NGCAS.2017.63

A Wireless Sensor Network for Early Forest Fire Detection and Monitoring as a Decision Factor in the Context of a Complex Integrated Emergency Response System
Abdullah, S., Masar, S., Bertalan, S., Coskun, A. and Kale, I. 2017. A Wireless Sensor Network for Early Forest Fire Detection and Monitoring as a Decision Factor in the Context of a Complex Integrated Emergency Response System. IEEE Workshop on Environmental, Energy, and Structural Monitoring Systems. Milan, Italy 24 - 25 Jul 2017 IEEE . https://doi.org/10.1109/EESMS.2017.8052688

Two-Path All-pass Based Half-Band Infinite Impulse Response Decimation Filters and the Effects of Their Non-Linear Phase Response on ECG Signal Acquisition
Eminaga, Y., Coskun, A. and Kale, I. 2017. Two-Path All-pass Based Half-Band Infinite Impulse Response Decimation Filters and the Effects of Their Non-Linear Phase Response on ECG Signal Acquisition. Biomedical Signal Processing & Control. 31, pp. 529-538. https://doi.org/10.1016/j.bspc.2016.08.019

Efficient Digital Signal Processing Techniques and Architectures for On-Board Processors
Coskun, A., Kale, I., Morling, R.C.S., Hughes, R., Brown, S. and Angeletti, P. 2016. Efficient Digital Signal Processing Techniques and Architectures for On-Board Processors. 3rd ESA Workshop on Advanced Flexible Telecom Payloads. Noordwijk, The Netherlands 21 - 24 Mar 2016 European Space Agency.

The Use of Almost Linear Phase IIR filters In DFT Modulated Filter Banks for Communication Systems
de Cacqueray-Valmenier, M., Coskun, A. and Kale, I. 2016. The Use of Almost Linear Phase IIR filters In DFT Modulated Filter Banks for Communication Systems . 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). Edinburgh 03 - 06 Jul 2016 IEEE . https://doi.org/10.1109/SPAWC.2016.7536754

Low Complexity All-Pass Based Polyphase Decimation Filters for ECG Monitoring
Eminaga, Y., Coskun, A., Moschos, S.A. and Kale, I. 2015. Low Complexity All-Pass Based Polyphase Decimation Filters for ECG Monitoring. PRIME 2015, 11th Conference on PhD Research in Microelectronics and Electronics . Glasgow, Scotland 30 Jun 2015 IEEE . https://doi.org/10.1109/PRIME.2015.7251400

The Design of Low Complexity Low Power Pipelined Short Length Winograd Fourier Transforms
Coskun, A., Kale, I., Morling, R.C.S., Hughes, R., Brown, S. and Angeletti, P. 2014. The Design of Low Complexity Low Power Pipelined Short Length Winograd Fourier Transforms. 2014 IEEE International Symposium on Circuits and Systems (ISCAS). Melbourne VIC, Australia 01 - 05 Jun 2014 IEEE . https://doi.org/10.1109/ISCAS.2014.6865556

Efficient Coefficient Store in Decomposed DFT/FFT Architectures for On-Board Processors
Coskun, A., Kale, I., Morling, R.C.S., Cetinsel, S., Hughes, R., Brown, S. and Angeletti, P. 2013. Efficient Coefficient Store in Decomposed DFT/FFT Architectures for On-Board Processors. 31st AIAA International Communications Satellite Systems Conference. Florence, Italy 17 Oct 2013 American Institute of Aeronautics and Astronautics.

Halfband IIR Filter Alternatives for On-Board Digital Channelisation
Coskun, A., Kale, I., Morling, R.C.S., Hughes, R., Brown, S. and Angeletti, P. 2013. Halfband IIR Filter Alternatives for On-Board Digital Channelisation. 31st AIAA International Communications Satellite Systems Conference. Florence, Italy 17 Oct 2013 American Institute of Aeronautics and Astronautics. https://doi.org/10.2514/6.2013-5711

All-adaptive blind matched filtering for the equalization and identification of multipath channels: a practical approach
Coskun, A. and Kale, I. 2012. All-adaptive blind matched filtering for the equalization and identification of multipath channels: a practical approach. IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications. 60 (1), pp. 232-242. https://doi.org/10.1109/TCSI.2012.2215711

Weighted instance based learner (WIBL) for user profiling
Cufoglu, A., Lohi, M. and Everiss, C. 2012. Weighted instance based learner (WIBL) for user profiling. in: 10th IEEE Jubilee International Symposium on Applied Machine Intelligence and Informatics, 26th -28th January 2012, Herl’any, Slovakia IEEE . pp. 201-205

Multi-dimensional clustering in user profiling
Cufoglu, A. 2012. Multi-dimensional clustering in user profiling. PhD thesis University of Westminster School of Electronics and Computer Science https://doi.org/10.34737/8z6wq

Cost effective estimation and equalization of frequency selective channels for transmit diversity
Coskun, A. and Kale, I. 2011. Cost effective estimation and equalization of frequency selective channels for transmit diversity. in: IEEE 7th International Wireless Communications and Mobile Computing Conference (IWCMC), 4-8 July 2011 IEEE . pp. 1429-1432

Transmit precoding for flat-fading MIMO multiuser systems with maximum ratio combining receivers
Coskun, A. and Candan, C. 2011. Transmit precoding for flat-fading MIMO multiuser systems with maximum ratio combining receivers. IEEE Transactions on Vehicular Technology. 60 (2), pp. 710-716. https://doi.org/10.1109/TVT.2010.2096484

Blind multidimensional matched filtering for wireless channelswith multiple antennas
Coskun, A. 2011. Blind multidimensional matched filtering for wireless channelswith multiple antennas. PhD thesis University of Westminster School of Electronics and Computer Science https://doi.org/10.34737/8zxqq

Blind multidimensional matched filtering techniques for single input multiple output communications
Coskun, A. and Kale, I. 2010. Blind multidimensional matched filtering techniques for single input multiple output communications. IEEE Transactions on Instrumentation and Measurement. 59 (5), pp. 1056-1064. https://doi.org/10.1109/TIM.2009.2038291

Blind matched filtering for multiple input multiple output transceivers
Coskun, A. and Kale, I. 2010. Blind matched filtering for multiple input multiple output transceivers. in: Proceedings of the IEEE Intrumentation and Measurement Technology Conference, Texas, USA, May 3-6 2010 (I2MTC 2010) IEEE . pp. 633-636

Blind correlation-based DFE receiver for the equalization of single input multi output communication channels
Coskun, A. and Kale, I. 2009. Blind correlation-based DFE receiver for the equalization of single input multi output communication channels. in: Wireless Telecommunications Symposium 2009. WTS 2009 IEEE . pp. 1-5

A comparative study of selected classifiers with classification accuracy in user profiling
Cufoglu, A., Lohi, M. and Madani, K. 2009. A comparative study of selected classifiers with classification accuracy in user profiling. in: Burgin, M., Chowdhury, M.H., Ham, C.H., Ludwig, S., Su, W. and Yenduri, S. (ed.) 2009 World Congress on Computer Science and Information Engineering (CSIE 2009), March 31 - April 2, 2009, Los Angeles/Anaheim, USA IEEE . pp. 708-712

A blind implementation of multi-dimensional matched filtering in a Maximum-Likelihood receiver for SIMO channels
Coskun, A. and Kale, I. 2009. A blind implementation of multi-dimensional matched filtering in a Maximum-Likelihood receiver for SIMO channels. in: Proceedings of the IEEE Intrumentation and Measurement Technology Conference (I2MTC '09) IEEE . pp. 633-637

Multi-dimensional matched filter identification technique for channel equalization deployed in spatial diversity receivers
Coskun, A. and Kale, I. 2009. Multi-dimensional matched filter identification technique for channel equalization deployed in spatial diversity receivers. in: PRIME: 2009 PhD Research in Microelectronics and Electronics. Proceedings. Cork, Ireland, 12-17 July 2009 IEEE . pp. 36-39

A comparative study of selected classification accuracy in user profiling
Cufoglu, A., Lohi, M. and Madani, K. 2008. A comparative study of selected classification accuracy in user profiling. in: ICMLA '08: The Seventh International Conference on Machine Learning and Applications; San Diego, CA, USA December 11-13, 2008 IEEE . pp. 787-791

Classification accuracy performance of Naïve Bayesian (NB), Bayesian Networks (BN), Lazy Learning of Bayesian Rules(LBR) and Instance-Based Learner (IB1) - comparative study
Cufoglu, A., Lohi, M. and Madani, K. 2008. Classification accuracy performance of Naïve Bayesian (NB), Bayesian Networks (BN), Lazy Learning of Bayesian Rules(LBR) and Instance-Based Learner (IB1) - comparative study. in: Fahmy, H.M.A., Wahba, A.M., El-Kharashi, M.W., El-Din, A.M.B., Sobh, M.A. and Tahar, M. (ed.) IEEE International Conference on Computer Engineering and Systems (ICCES'08), Cairo, Egypt, 25 - 27 Nov 2008 IEEE . pp. 210-215

Permalink - https://westminsterresearch.westminster.ac.uk/item/9z7yx/testing-and-analysis-of-activities-of-daily-living-data-with-machine-learning-algorithms


Share this

Usage statistics

256 total views
185 total downloads
These values cover views and downloads from WestminsterResearch and are for the period from September 2nd 2018, when this repository was created.