[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-123940-en":3,"doc-seo-123940-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},123940,5909877438554,"Maeve","https://ap-avatar.wpscdn.com/avatar/5600025385ad2bf12a7?_k=1778553567797529272",8,"Research & Report","A COMPARATIVE STUDY OF MACHINE LEARNING MODELS FOR PREDICTION OF AUTISM SPECTRUM DISORDER USING SCREENING DATA - thesis","A comparative study evaluates machine learning models for predicting autism spectrum disorder using screening data collected through a Google Forms survey. The research positions the dataset as the key input for model training and assessment, aiming to identify which learning approaches best support autism risk prediction. The thesis context includes academic submission requirements, declarations of originality, and ethics-related handling of thesis access, ensuring responsible use of collected survey data for analytical purposes and model evaluation.","A COMPARATIVE STUDY OF MACHINE LEARNING MODELS FOR PREDICTION OF AUTISM SPECTRUM DISORDER USING SCREENING DATA  \nYeap Ming Yue  \nBachelor of Computer Science with Honours  \n(Computational Science)  \nA COMPARATIVE STUDY OF MACHINE LEARNING MODELS FOR PREDICTION OF AUTISM SPECTRUM DISORDER USING SCREENING DATA  \nYEAP MING YUE  \nThis project is submitted in partial fulfillment of the requirements for the degree of Bachelor of Computer Science with Honours  \nFaculty of Computer Science and Information Technology UNIVERSITI MALAYSIA SARAWAK 2023  \nUNIVERSITI MALAYSIA SARAWAK  \nTHESIS STATUS ENDORSEMENT FORM  \n~~TITLE ~~  \nA COMPARATIVE STUDY OF MACHINE LEARNING MODELS FOR PREDICTION OF AUTISM SPECTRUM DISORDER USING SCREENING DATA  \nACADEMIC SESSION:  2022/2023   \nYEAP MING YUE  \n(CAPITAL LETTERS)  \nhereby agree that this Thesis* shall be kept at the Centre for Academic Information Services, Universiti Malaysia Sarawak, subject to the following terms and conditions:  \n1. The Thesis is solely owned by Universiti Malaysia Sarawak  \n2. The Centre for Academic Information Services is given full rights to produce copies for educational purposes only  \n3. The Centre for Academic Information Services is given full rights to do digitization in order to develop local content database  \n4. The Centre for Academic Information Services is given full rights to produce copies of this Thesis as part of its exchange item program between Higher Learning Institutions [ or for the purpose of interlibrary loan between HLI ]  \n5. ** Please tick ( √ )  \n CONFIDENTIAL (Contains classified information bounded by the OFFICIAL SECRETS ACT  \n1972)  \n RESTRICTED (Contains restricted information as dictated by the body or organization where  \nthe research was conducted)  \n✓ UNRESTRICTED  \n________________________  \nValidated by  \n___________________________  \n(AUTHOR’S SIGNATURE) (SUPERVISOR’S SIGNATURE)  \nPermanent Address  \n5-11-8, Lintang Macallum 2,  \n10300 George Town,  \nPulau Pinang.  \nDate:  26 June 2023   \nDate:  \n26 June 2023  \nNote * Thesis refers to PhD, Master, and Bachelor Degree  \n** For Confidential or Restricted materials, please attach relevant documents from relevant organizations / authorities  \nDECLARATION OF ORIGINALITY  \nI hereby declare that this research together with all of its content is none other than that of my own work, with consideration of the exception of research-based information and relative materials that were adapted and extracted from other resources, which have evidently been quoted or stated respectively.  \nSigned,  \nYEAP MING YUE  \nFaculty of Computer Science and Information Technology 26 June 2023 Universiti Malaysia Sarawak.  \nACKNOWLEDGEMENT  \nFirstly, I would like to express my sincerest gratitude to my supervisor, Dr. Stephanie Chua Hui Li, for her invaluable assistance, guidance, suggestions, support, and supervision throughout my Final Year Project. Her expertise and feedback have been instrumental in shaping the project and ensuring its quality. Secondly, I wish to extend my deepest gratitude to my examiner for their valuable comments and feedback regarding my Final Year Project. I would also like to convey my gratefulness to Professor Dr. Wang Yin Chai, the Final Year Project coordinator, for providing guidelines and coordination throughout the conduction of the project.  \nFurthermore, I want to express my gratitude to the Faculty of Computer Science and Information Technology (FCSIT) at Universiti Malaysia Sarawak (UNIMAS) for providing me with the opportunity to gain valuable experience and learn new concepts throughout my studies. The resources and support provided by the faculty have greatly contributed to the success of this project.  \nI would like to thank my friends for their willingness to share their knowledge and provide moral support throughout the project. I want to express my heartfelt appreciation to my family and parents for their unwavering love, support, and encouragement. Their belief in me a","cbCaigZk8oYV9HWi","https://ap.wps.com/l/cbCaigZk8oYV9HWi","pdf",520660,1,24,"English","en",105,"# TABLE OF CONTENTS\n## THESIS STATUS ENDORSEMENT FORM\n## DECLARATION OF ORIGINALITY\n## ACKNOWLEDGEMENT\n## TABLE OF CONTENTS\n## LIST OF TABLES\n## LIST OF FIGURES\n## ABSTRACT\n## ABSTRAK\n## CHAPTER 1 INTRODUCTION\n## 1.1 Introduction\n## 1.2 Problem Statement\n## 1.3 Scope","[{\"question\":\"What is the main objective of the study?\",\"answer\":\"To compare machine learning models for predicting autism spectrum disorder using screening data.\"},{\"question\":\"What data source is used for prediction?\",\"answer\":\"Screening data gathered from respondents through a Google Forms survey.\"},{\"question\":\"How does the thesis ensure academic integrity?\",\"answer\":\"It includes a declaration of originality stating the research work is the author’s own, with properly quoted or adapted materials from other resources.\"}]","A COMPARATIVE STUDY OF MACHINE LEARNING MODELS FOR PREDICTION OF AUTISM SPECTRUM DISORDER USING SCREENING DATA - thesis | PDF",1785819351,60,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":86,"head_meta":88,"extra_data":90,"updated_unix":28},"a-comparative-study-of-machine-learning-models-for-prediction-of-autism-spectrum-disorder-using-screening-data-thesis","",{"@graph":36,"@context":85},[37,54,68],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/a-comparative-study-of-machine-learning-models-for-prediction-of-autism-spectrum-disorder-using-screening-data-thesis/123940/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-04",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What is the main objective of the study?","Question",{"text":75,"@type":76},"To compare machine learning models for predicting autism spectrum disorder using screening data.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"What data source is used for prediction?",{"text":80,"@type":76},"Screening data gathered from respondents through a Google Forms survey.",{"name":82,"@type":73,"acceptedAnswer":83},"How does the thesis ensure academic integrity?",{"text":84,"@type":76},"It includes a declaration of originality stating the research work is the author’s own, with properly quoted or adapted materials from other resources.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,109,114,119,122,127,130,134],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":29,"slug":108},5,"Comic","comic",{"id":110,"doc_module":4,"doc_module_name":46,"category_name":111,"show_sort_weight":112,"slug":113},6,"Technology",50,"technology",{"id":115,"doc_module":4,"doc_module_name":46,"category_name":116,"show_sort_weight":117,"slug":118},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":120,"slug":121},30,"research-report",{"id":123,"doc_module":4,"doc_module_name":46,"category_name":124,"show_sort_weight":125,"slug":126},9,"Religion & Spirituality",20,"religion-spirituality",{"id":125,"doc_module":4,"doc_module_name":46,"category_name":128,"show_sort_weight":125,"slug":129},"World Cup","world-cup",{"id":131,"doc_module":4,"doc_module_name":46,"category_name":132,"show_sort_weight":131,"slug":133},10,"Lifestyle","lifestyle",{"id":135,"doc_module":4,"doc_module_name":46,"category_name":136,"show_sort_weight":106,"slug":137},19,"General","general"]