https://www.amnahyder.com/home daily 1.0 2025-10-23 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1590706456081-UC56XU6Y08C6CP2GKMHL/silhouette-head-with-the-brain-vector-17450709.jpg Home - Research Nothing excites me like delving into nitty gritty details to discover answers to things that no one knows. I have spent 8 years doing research both in school and at work. To see some of my work, and my EEG tutorials (on pretty much ANY kind of analysis) see below. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580884907452-GQVSJICMCK357A7BRAFH/258-2580691_teacher-reading-clipart-png-download-teacher-and-class.png Home - Entrepreneur I love seeing things through end-to-end. I ran a successful business developed and sold educational toys for babies and young kids which reached almost 1 million in revenue within the FIRST few months. I ran a photography business on the side that allows me to express my creative side. As a director at The Knowledge Society I also trained unicorn kids on how to be game changing entrepreneurs. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580884836518-3Y4RY4M59W5TEGPGCIZA/3.jpg Home - Teaching/Coaching What’s the point of all my passions if I can’t share them with others? I am a CIRTL qualified educator, started a youth teaching organization, and am deeply invested in a world renowned non-profit organization that provides education in areas of Pakistan where there is no access to schools. For more on this click the button below. I work as an Associate Director at The Knowledge Society. https://www.amnahyder.com/research daily 0.75 2022-04-25 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580941385420-PEWWBDRSMYMH11G4SVAG/20690364_10155657902237375_5317569080146758841_o.jpg Research My husband and I trying out the between-brain scanning system (hyperscanning) that I set up a few days before our wedding. Were we synchronized? https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580941367078-7U84Z04UTKO8GJYDCMLF/Picture1.png Research Two participants about to start the hyperscanning game I set up. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580942658001-4894NQLUTZJMSCGLK1ZQ/SITN_Taylor_cover_draft_1.jpg Research https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580942635510-YAP923EEKQSJHY2G84TC/Networks_scalefree_0.png Research https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580942246260-JWL4IWNL17LNNMCID40I/PatternRecognitionLetter.png Research https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580943641856-L3ENIS98HSX5SHT1TG09/Screen+Shot+2020-02-05+at+2.45.40+PM.png Research https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580943567478-079U95U435ABGP3BJKS2/1200px-Concussion_mechanics.svg.png Research https://www.amnahyder.com/teaching daily 0.75 2022-08-18 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1604068753688-M3DXHXQMJVAIJJP1J3XJ/69564637_2678155028862699_732221155791863808_o.jpg Teaching https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/f1303f63-b020-46c4-b7cd-2616904cc0c2/Untitled+%283000+%C3%97+700+px%29+%283%29.png Teaching https://www.amnahyder.com/contact daily 0.75 2020-10-30 https://www.amnahyder.com/entrepreneurial-work daily 0.75 2020-02-05 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580945219775-ZULNMNBKYBX3IZX964WM/Screen+Shot+2020-02-05+at+3.26.37+PM.png Entrepreneurial Work Logo for our website: www.naturallyhenna.com https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1580883432122-3WJ71NMS9NFT7TX7IO97/received_10155138783080059+copy.jpeg Entrepreneurial Work Cherry Blossoms in Vancouver, British Columbia 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https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581011759837-Z0CGIUHWN5LSTPQOZF18/Screen+Shot+2020-02-06+at+9.55.49+AM.png Microstates https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581011438770-8SZ3LO3V0VLGWKLM4ZDA/Screen+Shot+2020-02-06+at+9.49.06+AM.png Microstates Figure 3: Brainstorm GUI in MATLAB https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581098997248-PVFEVP4VU8YIYTIJEBSC/Screen+Shot+2020-02-07+at+10.09.07+AM.png Microstates Figure 4: Using the GUI on one dataset. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581097381639-TGD8T1DGRAN3QKW1C0G8/Screen+Shot+2020-02-07+at+9.42.41+AM.png Microstates Figure 2: RMSE function https://www.amnahyder.com/erp-analysis daily 0.75 2020-02-06 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581017167399-YSLLJEMTIAQ6QXIYBKFU/essentials-of-eegmeg-25-638.jpg ERP Analysis https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581102259174-C052NDYSUOWH3MGQBYYR/Picture1.png ERP Analysis Figure 1: ERP results from my thesis. https://www.amnahyder.com/timefreq-analysis daily 0.75 2022-04-26 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581017050948-WP4HBKZAIRKND41AGGLL/Time-frequency-map-from-25-single-trials-EEG-acquired-during-a-motor-execution-task-top.png Time Frequency Analysis https://www.amnahyder.com/source-analysis daily 0.75 2020-02-06 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581016992597-FN9RES6CYCIG14T8K4QS/Illustration-of-MEG-EEG-forward-and-inverse-problem-source-http-wwwchildbraineu.png Source Analysis https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581363620020-4H0SUJFAF90RAB5H4JU9/Picture1.png Source Analysis This figure shows a contrast that we created between two different conditions in our task. We rotate the brain activity in different orientations and times to get the time course of differences in activity. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581363907073-S21S7CDCWNJZUUJ4DF7M/sourcemovie01newest.png Source Analysis https://www.amnahyder.com/ica-pca daily 0.75 2020-02-06 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581016918056-XAYU5Q1S9D2JMBWJYV5K/Speakers.gif ICA/PCA https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235392817-K5ZZBY9FZX30LIH7KQKA/blink.png ICA/PCA Figure 6: Eye blink components typically show a topographical map whereby the activity with the highest power is found at the frontal-central component of the head. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235529078-UA0D8GCGKBLH4OYTG5NV/button+press.png ICA/PCA Figure 7: Electrical button press components typically show a topographical map whereby the activity is highly concentrated in one specific localized area of the brain. In addition, if you have an an event that corresponds to the button press in your data you should expect to see the activity centered around or right next to the event. As always there should be no characteristic alpha power peak (a peak at 10 Hz) in the power spectrum if the signal is independent of brain activity. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581285331350-L9WGDTD4OWAQOPB72H91/plottedontop.png ICA/PCA Figure 4: The reconstructed EEG signal with the EKG artifact component removed is shown in red, while the original component is in blue. The blue circles show where the EKG deflection occurs and it is clear that once this component is removed, you don’t see the deflection anymore. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235182118-ULWYJEZ2VKYQQ20E3Q3C/rolling.png ICA/PCA Figure 2: The time course of activity for this particular component (which we suspect represents an EKG artifact). You can see that there is a negative peak every ~500 ms. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235107176-EEIEF3W9D64LL0HRIMMV/Heartbeat.png ICA/PCA Figure 1: A topographical map of what a heart blink artifact looks like when detected with an EEG https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235271172-W6VA659DUIXKS8YUATNE/powerhe.png ICA/PCA Figure 3: Characteristic power spectrum for the component that we suspect represents heart beats. https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581235370677-C9ZB1SLT23A0V07J9YWE/horizontal.png ICA/PCA Figure 5: Left-right eye movement components typically show a topographical map whereby the activity with opposing dipoles are found on the left and right frontal electrodes. In addition, depending on the task you typically see that there are certain times when eye movements are more common. Moreover, you should always expect that there is no characteristic alpha power peak (a peak at 10 Hz) in the power spectrum if the signal is independent of brain activity. https://www.amnahyder.com/phaselocking daily 0.75 2022-04-26 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581016816705-KAR5ICZH2MXQLEFN3KEI/eqn_1-450x124.png Phase Locking https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581011438770-8SZ3LO3V0VLGWKLM4ZDA/Screen+Shot+2020-02-06+at+9.49.06+AM.png Phase Locking Figure 1: Brainstorm GUI in MATLAB https://www.amnahyder.com/clusterpermutation daily 0.75 2020-02-06 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581016709349-54SO57O9ZPDGGAGEKBM4/32443683-29c3e71a-c300-11e7-88c0-fc26d36b2fc8.png Cluster Permutation https://www.amnahyder.com/preprocessing daily 0.75 2020-02-06 https://images.squarespace-cdn.com/content/v1/5e3a3875e1167924189073e9/1581028856763-2UDOS7PK5GAUORIKX7ZT/Picture1.png 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