[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-125584-en":3,"doc-seo-125584-105":29,"detail-sidebar-cat-0-en-105":90},{"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":11,"language":21,"language_code":22,"site_id":23,"html_lang":22,"table_of_contents":24,"faqs":25,"seo_title":26,"seo_description":14,"update_tm":27,"read_time":28},125584,687197100911,"Himbo","https://ap-avatar.wpscdn.com/avatar/a000239b6f1da00475?x-image-process=image/resize,m_fixed,w_180,h_180&k=1785132997149421697",8,"Research & Report","Liver Infection Prediction Analysis using Machine Learning to Evaluate Analytical Performance in Neural Networks - Optimization Techniques","Liver infection is a widespread health threat that still requires an effective approach for large-scale screening. The study evaluates multiple machine learning algorithms on liver disease datasets to assess analytical performance using different parameters and optimization techniques. It focuses on classification accuracy and model selection by comparing results across models. Hyperparameter modification via optimization helps minimize the cost function, improving how predictive parameters relate to true importance and overall model predictions using clinical biochemical features.","Original Article  \nLiver Infection Prediction Analysis using Machine Learning to Evaluate Analytical Performance in Neural Networks by Optimization Techniques  \nP. Deivendran 1, S. Selvakanmani2, S. Jegadeesan3, V. Vinoth Kumar4  \n1Department of IT, Velammal Institute of Technology Panchetti, Chennai.  \n2Department of IT, R.M.K. Engineering College, Chennai.  \n3Department of IT, Velammal College of Engineering & Technology, Madurai.  \n4Department of IT, Velammal Institute of Technology, Panchetti, Chennai.  \n[1](1 Corresponding Author : deivendran1973p@gmail.com)[ Corresponding Author : deivendran1973p@gmail.com](1 Corresponding Author : deivendran1973p@gmail.com)  \nReceived: 16 December 2022 Revised: 28 February 2023 Accepted: 12 March 2023 Published: 25 March 2023  \nAbstract-Liver infection is a common disease, which poses a great threat to human health, but there is still able to identify an optimal technique that can be used on large-level screening. This paper deals with ML algorithms using different data sets and predictive analyses. Therefore, machine ML can be utilized in different diseases for integrating a piece of pattern for visualization. This paper deals with various machine learning algorithms on different liver illness datasets to evaluate the analytical performance using different types of parameters and optimization techniques. The selected classification algorithms analyze the difference in results and find out the most excellent categorization models for liver disease. Machine learning optimization is the procedure of modifying hyperparameters in arrange to employ one of the optimization approaches to minimise the cost function. To set the hyperparameter, include a number of Phosphotase, Direct Billirubin, Protiens, Albumin and Albumin Globulin. Since it describes the difference linking the predictable parameter's true importance and the model's prediction, it is crucial to minimise the cost function.  \nKeywords-Classification, Neural networks, Linear regression, Random forest, Naïve-Bayes.  \n1. Introduction  \nThe liver is the biggest inner limb in our human deceased; it is behind in ribcage on the upper right half of the guts. A large portion of the liver’s mass resides in the body's right half. The liver is a critical part of the assimilation and handling of nourishment. Liver cells produce bile, a greenish liquid that guides the processing from the breakdown of medications. There are there a category of diseases like Hepatitis A, B, and C. Most a human is eating or drinking something that is infected by fecal. It might not have some symptoms goes missing by themselves within a period of 6 months without any long-term harm. Hepatitis B is caused by defenseless gender or captivating drugs with communal gratuitous. The last solitary is the approach from impure blood that gets keen on the body. However, nonalcoholic fatty liver disease is when too much fat has built up inside the liver. The additional fact can cause irritation and cell injury in our liver. Acute liver collapse may occur. When one has an extended of liver disease, the liver quits functioning within a very tiny period. Cirrhosis is the swelling of scars in our liver and extra scars replacing the well parts of the liver. Most of the survey is  \ncomposed of medical ex-pediments in addition to the skin will be a suitable and the sum of the dataset to be used.  \nEven if liver tissue has been severely damaged, the early stages of liver disease are incredibly difficult to detect. According to several restorative professionals frequently overlook the analysis of the illness. Early detection is crucial and critical to protecting the patient because this could lead to improper medicine and treatment. The major goal of this learning is to enhance the correctness of result prediction and lower the cost of finding in medicinal engineering. As an effect, we classify patients with liver complaints by means of a variety of classification methods.  \n2. Litera","cbCaie4mHB9j0s4b","https://ap.wps.com/l/cbCaie4mHB9j0s4b","pdf",477256,1,"English","en",105,"# Introduction\n# Literature Survey\n# Methodology\n## Feature Selection and Parameters\n## Optimization Techniques\n# Results and Discussion\n# Conclusion","[{\"question\":\"What is the main goal of the liver infection prediction study?\",\"answer\":\"To improve the correctness of disease prediction and reduce the cost of finding through analytical machine learning models for liver complaints.\"},{\"question\":\"How are optimization techniques used in the proposed approach?\",\"answer\":\"Optimization modifies hyperparameters to apply optimization approaches that minimize the model cost function and strengthen predictive performance.\"},{\"question\":\"Which biochemical parameters are mentioned for setting model hyperparameters?\",\"answer\":\"The text names Phosphotase, Direct Billirubin, Proteins, Albumin, and Albumin Globulin as key parameters used in the analysis.\"}]","Liver Infection Prediction Analysis using Machine Learning to Evaluate Analytical Performance in Neural Networks - Optimization Techniques | PDF",1785900051,20,{"code":4,"msg":30,"data":31},"ok",{"site_id":23,"language":22,"slug":32,"title":13,"keywords":33,"description":14,"schema_data":34,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":27},"liver-infection-prediction-analysis-using-machine-learning-to-evaluate-analytical-performance-in-neural-networks-optimization-techniques","",{"@graph":35,"@context":84},[36,53,67],{"@type":37,"itemListElement":38},"BreadcrumbList",[39,43,47,50],{"item":40,"name":41,"@type":42,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":44,"name":45,"@type":42,"position":46},"https://docshare.wps.com/document/","Document",2,{"item":48,"name":12,"@type":42,"position":49},"https://docshare.wps.com/document/research-report/",3,{"item":51,"name":13,"@type":42,"position":52},"https://docshare.wps.com/document/liver-infection-prediction-analysis-using-machine-learning-to-evaluate-analytical-performance-in-neural-networks-optimization-techniques/125584/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":22,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":40,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-08-05",true,{"@type":64,"interactionType":65,"userInteractionCount":4},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"What is the main goal of the liver infection prediction study?","Question",{"text":74,"@type":75},"To improve the correctness of disease prediction and reduce the cost of finding through analytical machine learning models for liver complaints.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"How are optimization techniques used in the proposed approach?",{"text":79,"@type":75},"Optimization modifies hyperparameters to apply optimization approaches that minimize the model cost function and strengthen predictive performance.",{"name":81,"@type":72,"acceptedAnswer":82},"Which biochemical parameters are mentioned for setting model hyperparameters?",{"text":83,"@type":75},"The text names Phosphotase, Direct Billirubin, Proteins, Albumin, and Albumin Globulin as key parameters used in the analysis.","https://schema.org",{"og:url":51,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":51},"index,follow",{"doc_id":7,"site_id":23},{"code":4,"msg":5,"data":91},[92,96,100,104,109,114,119,122,126,129,133],{"id":20,"doc_module":4,"doc_module_name":45,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":46,"doc_module":4,"doc_module_name":45,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":45,"category_name":101,"show_sort_weight":102,"slug":103},"Exam",70,"exam",{"id":105,"doc_module":4,"doc_module_name":45,"category_name":106,"show_sort_weight":107,"slug":108},5,"Comic",60,"comic",{"id":110,"doc_module":4,"doc_module_name":45,"category_name":111,"show_sort_weight":112,"slug":113},6,"Technology",50,"technology",{"id":115,"doc_module":4,"doc_module_name":45,"category_name":116,"show_sort_weight":117,"slug":118},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":45,"category_name":12,"show_sort_weight":120,"slug":121},30,"research-report",{"id":123,"doc_module":4,"doc_module_name":45,"category_name":124,"show_sort_weight":28,"slug":125},9,"Religion & Spirituality","religion-spirituality",{"id":28,"doc_module":4,"doc_module_name":45,"category_name":127,"show_sort_weight":28,"slug":128},"World Cup","world-cup",{"id":130,"doc_module":4,"doc_module_name":45,"category_name":131,"show_sort_weight":130,"slug":132},10,"Lifestyle","lifestyle",{"id":134,"doc_module":4,"doc_module_name":45,"category_name":135,"show_sort_weight":105,"slug":136},19,"General","general"]