Dimitrios Hatzinakos, University of Toronto

Research

Emotion recognition Machine learning Eye movement biometrics Pupilometry biometrics Signal processing Usermachine interfacing User recognition Banking applications

Latest papers

A Web-Based Cognitive Behavioral Therapy, Mindfulness Meditation, and Yoga Intervention for Posttraumatic Stress Disorder: Single-Arm Experimental Clinical Trial.
JMIR mental health · 2022
On biometric systems: electrocardiogram Gaussianity and data synthesis.
EURASIP journal on bioinformatics & systems biology · 2017 · senior author
40-Hz ASSR fusion classification system for observing sleep patterns.
EURASIP journal on bioinformatics & systems biology · 2015 · senior author

All 5 publications

Latest funding

Eye Sense You: Biometric Solutions based on Eye movements and Pupilometry
NSERC · 2023 · Principal investigator
$76,000
Smart Banking Applications Using Biometrics of Eye Movements
NSERC · 2023 · Principal investigator
$142,572
Fast and reliable ASSR measurement for hearing loss detection
NSERC · 2021 · Principal investigator
$200,000

All 25 grants and awards

5 publications.

01

A Web-Based Cognitive Behavioral Therapy, Mindfulness Meditation, and Yoga Intervention for Posttraumatic Stress Disorder: Single-Arm Experimental Clinical Trial.

Kirk MA, Taha B, Dang K, McCague H, Hatzinakos D, Katz J, Ritvo P

JMIR mental health2022

DOI: 10.2196/26479 PMID: 34499613

02

On biometric systems: electrocardiogram Gaussianity and data synthesis.

Louis W, Abdulnour S, Haghighi SJ, Hatzinakos D

EURASIP journal on bioinformatics & systems biology2017Senior author

DOI: 10.1186/s13637-017-0056-2 PMID: 28270847

03

40-Hz ASSR fusion classification system for observing sleep patterns.

Khuwaja GA, Haghighi SJ, Hatzinakos D

EURASIP journal on bioinformatics & systems biology2015Senior author

DOI: 10.1186/s13637-014-0021-2 PMID: 28194171

04

Iterative closest normal point for 3D face recognition.

Mohammadzade H, Hatzinakos D

IEEE transactions on pattern analysis and machine intelligence2013Senior author

DOI: 10.1109/tpami.2012.107 PMID: 22585097

05

On random transformations for changeable face verification.

Wang Y, Hatzinakos D

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society2011Senior author

DOI: 10.1109/tsmcb.2010.2098439 PMID: 21193380

Eye Sense You: Biometric Solutions based on Eye movements and Pupilometry

Principal investigatorNSERC2023Discovery Grants Program - Individual

Principal investigators: Hatzinakos, Dimitrios

Keywords: eye movement biometrics; pupilometry biometrics; signal processing; machine learning; user recognition; emotion recognition; usermachine interfacing

$76,000

Smart Banking Applications Using Biometrics of Eye Movements

Principal investigatorNSERC2023Alliance Grants

Principal investigators: HATZINAKOS, DIMITRIOS D

Keywords: banking applications; emotion recognition; eye biometrics; eye movements; human recognition; machine learning; portable devices; pupilometry; user interfacing

$142,572

Fast and reliable ASSR measurement for hearing loss detection

Principal investigatorNSERC2021Alliance Grants

Principal investigators: HATZINAKOS, DIMITRIOS D

$200,000

Privacy preserving zero-knowledge proof and face recognition _x000d_ _x000d_ _x000d_

Principal investigatorNSERC2020Alliance Grants

Principal investigators: Hatzinakos, Dimitrios

$25,000

Comparison of Online and Office-Based Cognitive Behavioural Therapy with Mindfulness Meditation for Public Safety Workers Affected by Post Traumatic Stress Disorder

Co-investigatorCIHR2019Team Grant: Mental Wellness in Public Safety Team Grants - LOI

Principal investigators: Daskalakis, Zafiris J; Ritvo, Paul G

Keywords: Improving Treatment Access; Mental Health; Online Intervention; Post-Traumatic Stress Disorder; Psychotherapeutic Intervention; Reducing Treatment Costs

$29,507

Photo-plethysmograph (PPG) biometric identifier for electronic personal records

Principal investigatorNSERC2018Collaborative Research and Development Grants

Principal investigators: Hatzinakos, Dimitrios

$71,428

Improving Eye Movement Biometrics Using Remote Registration of Eye Blinking Patterns

Principal investigatorNSERC2018Engage Plus Grants Program

Principal investigators: Hatzinakos, Dimitrios

$12,500

Medical Biometrics Enabled Affective Computing (MBEAC)

Principal investigatorNSERC2017Discovery Grants Program - Individual

Principal investigators: Hatzinakos, Dimitrios

$198,000

Human Recognition based on Remote Video Capture of Eye Movements and Blinking

Principal investigatorNSERC2017Engage Grants Program

Principal investigators: Hatzinakos, Dimitrios

$25,000

id-ear: biometric recognition based on response to acoustic stimulation

Principal investigatorNSERC2016Collaborative Research and Development Grants

Principal investigators: Hatzinakos, Dimitrios

$42,856

From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.

Frequent collaborators

Electrical and Computer Engineering
Health Policy and Management
Other

Co-authors at University of Toronto, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.

Paul Ritvo

Health Policy and Management

1 shared papers, latest 2022

Joel Katz

Faculty

1 shared papers, latest 2022

Write to this professor

A short, specific email works best. This draft uses one of their recent papers; replace the parts in brackets with your own details before sending.

Applying for

Paper to mentionMention their NSERC grant from 2023

Subject: Prospective PhD student: Emotion recognition Dear Professor Hatzinakos, My name is [your name], and I am a [your current degree or role] at [your institution]. I am applying for a PhD position starting in [term and year]. I read your paper "A Web-Based Cognitive Behavioral Therapy, Mindfulness Meditation, and Yoga Intervention for Posttraumatic Stress Disorder: Single-Arm Experimental Clinical Trial." (2022), and it connects closely to my own work on [your research topic]. [One or two sentences on what you did and what you learned.] I also saw your NSERC-funded project "Eye Sense You: Biometric Solutions based on Eye movements and Pupilometry" (2023), and I would be glad to contribute to work in that direction. Are you accepting new PhD students for [term and year]? I have attached my CV and transcripts, and I would be glad to talk at a time that suits you. Thank you for your time. Kind regards, [your name]