# Projects

ตัวอย่างมินิโปรเจคจาก Brain Code Camp ในปี 2023 (เรียงลำดับแบบสุ่ม)

**หมายเหตุ**

- ผู้เข้าร่วมโครงการมีระยะเวลาการทำโปรเจคประมาณ 5-12 สัปดาห์
- ผู้เข้าร่วมโครงการสามารถเลือกระดับความซับซ้อนของโปรเจคตามทักษะที่มี (มีผู้เรียนตั้งแต่ระดับมัธยมศึกษาตอนต้น ไปจนถึงหลังจบปริญญาเอก จากหลากหลายสาขาวิชาอาชีพ) และระยะเวลาที่มีให้กับโครงการได้ ไม่ว่าจะเป็นการฝึกใช้ทักษะที่ได้เรียนรู้จากโครงการไปลอง replicate งานที่ได้รับการตีพิมพ์แล้ว, การต่อยอดผลงานของผู้อื่น, รวมไปถึงการคิดค้นไอเดียใหม่ ๆ และ implement ไอเดียเหล่านั้นด้วยตนเอง

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            <a href="https://medium.com/@vwgprvvtsf/graph-theoretical-analysis-on-multi-order-functional-brain-network-of-adhd-3a698c193f00" target="_blank">
                <img src="/img-projects/2023-projects/32KhanutB.jpeg" class="card-img-top" alt="Khanut Boonjong">
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                        Graph Theoretical Analysis on Multi-order Functional Brain Network of ADHD
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                        Author: Khanut Boonjong
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            <a href="https://medium.com/@spycoderyt/gat-for-ppi-protein-modulator-prediction-braincodecamp-2023-d9a48c1e7018" target="_blank">
                <img src="/img-projects/2023-projects/25JiratC.jpg" class="card-img-top" alt="Jirat Chiaranaipanich">
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                        GAT for PPI + Protein Modulator Prediction
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                        Author: Jirat Chiaranaipanich
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            <a href="https://medium.com/@gaemlmmpp/neural-field-model-of-decision-making-in-rule-guided-center-out-reaching-task-019ddb8901bc" target="_blank">
                <img src="/img-projects/2023-projects/26AirinI.jpeg" class="card-img-top" alt="Airin Intaratat">
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                    Neural Field Model of Decision Making in Rule-guided Center-out Reaching Task
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                        Author: Airin Intaratat
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            <a href="https://medium.com/@tamnapat/finding-the-connection-between-memory-encoding-and-retrieval-8603e5bcacff" target="_blank">
                <img src="/img-projects/2023-projects/3TamnapatW.png" class="card-img-top" alt="Tamnapat Wongtanutam">
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                        Connection Between Memory Encoding and Retrieval
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                        Author: Tamnapat Wongtanutam
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            <a href="https://medium.com/@ponkosonsirilert.t/do-adhd-people-have-difficulty-in-working-memory-101fec2c6588" target="_blank">
                <img src="/img-projects/2023-projects/20ThitiP.jpg" class="card-img-top" alt="Thiti Ponkosonsirilert">
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                        The Differences in Working Memory Task Performance Between Healthy and ADHD Children
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                        Author: Thiti Ponkosonsirilert
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            <a href="https://medium.com/@peamboonthomchotpong/predict-cognitive-impairment-status-from-thai-verbal-fluency-assessments-14c94b001dcb" target="_blank">
                <img src="/img-projects/2023-projects/1PeamboonT.png" class="card-img-top" alt="Peamboon Thomchotpong">
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                        Predict Cognitive Impairment status from Thai Verbal Fluency Assessments
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                        Author: Peamboon Thomchotpong
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            <a href="https://medium.com/@hoggyna/brain-code-camp-5276f7294fac" target="_blank">
                <img src="/img-projects/2023-projects/2PIttinanW.png" class="card-img-top" alt="Pittinan Wettayanon">
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                        Compare with FFA vs PPA with Neural Differentiation of Incorrectly Predicted Memories
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                        Author: Pittinan Wettayanon
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            <a href="https://medium.com/@jatupong.mark/introduction-to-network-analysis-on-time-series-of-brain-wave-data-eeg-043a0c3e49e2" target="_blank">
                <img src="/img-projects/2023-projects/19JatupongO.png" class="card-img-top" alt="Jatupong Oboun">
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                        Identifying Mild Cognitive Impairment Using Network Analysis On Time-Series of Electroencephalogram(EEG)
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                        Author: Jatupong Oboun
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            <a href="https://medium.com/@pattakitcharoensedtakul/finger-tap-be65c29a55f8" target="_blank">
                <img src="/img-projects/2023-projects/4PattakitC.jpg" class="card-img-top" alt="Pattakit Charoensedtakul">
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                        Finger Tap
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                        Author: Pattakit Charoensedtakul
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            <a href="https://medium.com/@gyed43/image-reconstruction-from-eeg-signals-unveiling-the-brains-secrets-7980aa8f86cf" target="_blank">
                <img src="/img-projects/2023-projects/5PuttimateH.png" class="card-img-top" alt="Puttimate Hirunuran">
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                        Image Reconstruction from EEG Signals: Unveiling the Brain’s Secrets
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                        Author: Puttimate Hirunuran
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            <a href="https://medium.com/@pannawit/finding-mci-moca-clock-time-series-classification-8cdbad54eea7" target="_blank">
                <img src="/img-projects/2023-projects/6PannawitW.png" class="card-img-top" alt="Pannawit Wantae">
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                        Finding MCI! MoCA-clock Time-Series Classification
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                        Author: Pannawit Wantae
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            <a href="https://medium.com/@charliehii/processing-eeg-signal-for-classification-brain-code-camp-2023-27ce549c833a" target="_blank">
                <img src="/img-projects/2023-projects/7JirayuS.jpeg" class="card-img-top" alt="Jirayu Supasil">
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                        Processing EEG signal for classification
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                        Author: Jirayu Supasil
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            <a href="https://medium.com/@jo.s2p2/bilingual-thai-english-clinical-assertion-and-negation-classification-a3aea58c3e05" target="_blank">
                <img src="/img-projects/2023-projects/8SathianphongP.png" class="card-img-top" alt="Sathianphong Phongsathian">
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                        Bilingual (Thai-English) Clinical Assertion and Negation Classification
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                        Author: Sathianphong Phongsathian
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            <a href="https://medium.com/@oranatt.cha/eeg-based-cognitive-performance-discrimination-between-athletes-and-non-athletes-b70e782f6b20" target="_blank">
                <img src="/img-projects/2023-projects/9OranattC.png" class="card-img-top" alt="Oranatt Chaichanasittikarn">
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                        EEG-based Cognitive Performance Discrimination Between Athletes and Non-Athletes
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                        Author: Oranatt Chaichanasittikarn
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            <a href="https://medium.com/@paul.mongkud/music-in-your-head-my-first-step-towards-neuroscience-703ca32c28b8" target="_blank">
                <img src="/img-projects/2023-projects/10MongkudK.jpg" class="card-img-top" alt="Mongkud Klungpornkun">
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                        Music in Your Head
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                        Author: Mongkud Klungpornkun
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            <a href="https://medium.com/@guntee12123/มาทำนายการเรียนออนไลน์จากคลื่นสมอง-eeg-กันเถอะ-distance-learning-eeg-classification-26231783474b" target="_blank">
                <img src="/img-projects/2023-projects/11GunteeD.jpg" class="card-img-top" alt="Guntee Doungmanee">
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                        Distance Learning EEG Classification
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                        Author: Guntee Doungmanee
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            <a href="https://medium.com/@sap.joke/การทำ-image-classification-ด้วยวิธีการ-reinforcement-learning-โดยพยายามเลียนแบบการมองเห็นของคน-66b53e0e56d3" target="_blank">
                <img src="/img-projects/2023-projects/12ApinanS.png" class="card-img-top" alt="Apinan Sanongsin">
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                        Reinforcement Learning for Visual Attention in Image Classification
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                        Author: Apinan Sanongsin
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            <a href="https://medium.com/@penepy/detection-and-classification-of-adhd-from-eeg-signals-แยกแยะผู้ป่วยสมาธิสั้นด้วยสัญญาณ-eeg-a86975bb44b5" target="_blank">
                <img src="/img-projects/2023-projects/13KittimaK.png" class="card-img-top" alt="Kittima Kaewnil">
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                        Detection and Classification of ADHD from EEG Signals
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                        Author: Kittima Kaewnil
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            <a href="https://medium.com/@piriphandacha/the-act-of-brain-decodeing-converting-fmri-signals-to-images-eba9c1f019c8" target="_blank">
                <img src="/img-projects/2023-projects/14PiriphanD.png" class="card-img-top" alt="Piriphan Decha">
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                        The Act of Brain Decodeing : Converting fMRI Signals to Images
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                        Author: Piriphan Decha
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            <a href="https://medium.com/@frankxeich/using-neural-network-for-reconstructing-stimulus-location-066d50b798f9" target="_blank">
                <img src="/img-projects/2023-projects/15SirawaritC.png" class="card-img-top" alt="Sirawarit Chuethamchan">
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                        Reconstructing Stimulus location from the BOLD signal
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                        Author: Sirawarit Chuethamchan
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            <a href="https://medium.com/@jdaiz0174/from-to-0-a-story-of-the-attempt-to-develop-rem-sleep-stage-classification-from-eeg-signals-47d0956638ba" target="_blank">
                <img src="/img-projects/2023-projects/16ThanP.png" class="card-img-top" alt="Than Promsaeng">
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                        REM Sleep Stage Classification from EEG Signals using Random Forest Technique
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                        Author: Than Promsaeng
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            <a href="https://medium.com/@kanokkrit131/machine-learning-based-prediction-of-left-and-right-visual-orientation-from-brain-signal-data-84cdb77f0a67" target="_blank">
                <img src="/img-projects/2023-projects/17KanokkritK.png" class="card-img-top" alt="Kanokkrit Kangwankiat">
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                        Machine Learning-Based Prediction of Left and Right Visual Orientation from Brain Signal Data
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                        Author: Kanokkrit Kangwankiat
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            <a href="https://medium.com/@beepm103/ลองมาแยกสัญญาณ-eeg-จาก-motor-imagery-ด้วย-cnn-กัน-6aebeb04ed1b" target="_blank">
                <img src="/img-projects/2023-projects/18KullakantK.png" class="card-img-top" alt="Kullakant Kaewkallaya">
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                        Classification of EEG Signals from Motor Imagery by Convolutional Neural Network
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                        Author: Kullakant Kaewkallaya
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            <a href="https://medium.com/@pream.jun/sleep-stage-classification-eeg-64895f53d1b1" target="_blank">
                <img src="/img-projects/2023-projects/21PitchapaJ.jpg" class="card-img-top" alt="Pitchapa Junnatasna">
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                        Sleep Stage Classification Using EEG Data
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                        Author: Pitchapa Junnatasna
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            <a href="https://medium.com/@kanokwanwijit.won/cdb3f48ef100" target="_blank">
                <img src="/img-projects/2023-projects/22KanokwanwijitW.png" class="card-img-top" alt="Kanokwanwijit Wongsook">
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                        Hodgkin-Huxley Model
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                        Author: Kanokwanwijit Wongsook
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            <a href="https://medium.com/@thanaphit.su/%E0%B8%AA%E0%B8%AD%E0%B8%99-model-%E0%B9%83%E0%B8%AB%E0%B9%89%E0%B8%9A%E0%B8%A7%E0%B8%81%E0%B9%80%E0%B8%A5%E0%B8%82%E0%B9%80%E0%B8%9B%E0%B9%87%E0%B8%99%E0%B8%94%E0%B9%89%E0%B8%A7%E0%B8%A2-reinforcement-learning-%E0%B8%88%E0%B8%B0%E0%B8%97%E0%B8%B3%E0%B9%84%E0%B8%94%E0%B9%89%E0%B9%84%E0%B8%AB%E0%B8%A1-%E0%B8%97%E0%B8%B3%E0%B9%84%E0%B8%94%E0%B9%89%E0%B8%A3%E0%B8%B6%E0%B8%9B%E0%B9%88%E0%B8%B2%E0%B8%A7-da472ee3ff53" target="_blank">
                <img src="/img-projects/2023-projects/23ThanaphitS.png" class="card-img-top" alt="Thanaphit Sutthipanyo">
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                        Applying Reinforcement Learning for Simple Mathematic Expression Simplification
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                        Author: Thanaphit Sutthipanyo
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            <a href="https://medium.com/@wisanu.simalai/sleep-stage-classification-with-mne-and-sklearn-python-e2a06a77a5c9" target="_blank">
                <img src="/img-projects/2023-projects/24WisanuS.png" class="card-img-top" alt="Wisanu Simalai">
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                        Sleep Stage Classification with MNE and Scikit-learn in Python
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                        Author: Wisanu Simalai
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            <a href="https://medium.com/@piyatidathongpoo/exploring-the-relationship-between-brain-signal-and-behavior-in-varied-conditions-dbaf1670c626" target="_blank">
                <img src="/img-projects/2023-projects/27PiyatidaT.png" class="card-img-top" alt="Piyatida Thongpoo">
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                        Exploring the Relationship Between Brain Signal and Behavior in Varied Conditions
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                        Author: Piyatida Thongpoo
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            <a href="https://medium.com/@tanapornpomsatit1702/the-listening-beyond-your-comfort-zone-10b2e0165e38" target="_blank">
                <img src="/img-projects/2023-projects/28TanapornP.png" class="card-img-top" alt="Tanaporn Pomsatit">
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                        The listening beyond your comfort zone
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                        Author: Tanaporn Pomsatit
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            <a href="https://medium.com/@dai.honda111/tensor-factorization-on-rs-fmri-data-finding-hidden-brain-pattern-in-schizophrenia-67f29ca4a8f1" target="_blank">
                <img src="/img-projects/2023-projects/29DaiHonda.png" class="card-img-top" alt="Dai Honda">
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                    Unrevealing hidden brain patterns in Schizophrenia using Tensor Factorization
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                        Author: Dai Honda
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            <a href="https://medium.com/@panjapongpoolbanchean/speech-dysarthria-detection-ด้วยวิธี-text-classification-และ-audio-classification-mfcc-cnn-780a46a5f5d6" target="_blank">
                <img src="/img-projects/2023-projects/30PanjapongP.png" class="card-img-top" alt="Panjapong Poobanchean">
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                        Speech Dysarthria Detection
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                        Author: Panjapong Poobanchean
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            <a href="https://medium.com/@chindanai1010/cnn-lstm-for-sleep-stages-classification-fd61b2dc8e01" target="_blank">
                <img src="/img-projects/2023-projects/31Chindanai.jpeg" class="card-img-top" alt="Chindanai Na Takuathung">
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                    CNN-LSTM for Sleep Stages Classification
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                        Author: Chindanai Na Takuathung
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            <a href="https://medium.com/@krittaphas.chai/automatic-sleep-stage-classification-with-ear-eeg-08bda282f21b" target="_blank">
                <img src="/img-projects/2023-projects/33KrittaphasC.jpg" class="card-img-top" alt="Krittaphas Chaisutyakorn">
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                        Automatic Sleep Stage Classification with Ear-EEG: Featu extraction, deep learning, and Grad-CAM
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                        Author: Krittaphas Chaisutyakorn
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            <a href="https://medium.com/@narawitpratueangsukpong/bcc-final-project-a-new-method-for-early-detection-of-alzheimer-a9df5d2a8224" target="_blank">
                <img src="/img-projects/2023-projects/34NarawitP.jpeg" class="card-img-top" alt="Narawit Pratueangsukpong">
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                        A New Method for Early Detection of Alzheimer
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                        Author: Narawit Pratueangsukpong
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