Comparative Analysis of Clustering Techniques in Weakly Supervised Data
$30-250 USD
Plačilo ob prevzemu
This research project focuses on exploring and comparing the effectiveness of constraint-based and semi-supervised clustering algorithms in the context of weakly supervised data. The project aims to identify which methodologies are more adept at handling datasets where labels are either incomplete, imprecise, or partially incorrect.
The study will be conducted using two distinct datasets from different domains – one from the financial sector (such as stock market data) and another from a contrasting field like healthcare or social media. This approach allows for a comprehensive analysis across varied data types, including numerical and textual data.
Key steps in the project include selecting appropriate datasets, preprocessing them to fit a weakly supervised learning model (by introducing label noise and incomplete labeling), and implementing various constraint-based and semi-supervised clustering algorithms. The algorithms’ performance will be evaluated using metrics such as Purity, Rand Index, and computational efficiency.
By comparing these algorithms in diverse weakly supervised scenarios, the project seeks to uncover insights into their adaptability and accuracy, providing valuable contributions to the field of machine learning, especially in scenarios where perfect labeling is unfeasible. This research holds significant implications for practical applications, offering guidance on choosing suitable clustering techniques in real-world data environments characterized by label deficiencies.
--->>> For more and detailed information about project please have a look at the attached file.
ID projekta: #37764980
Več o projektu
22 freelancerjev ponuja v povprečju za $173 na tem delu
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav Več
Top 1% in Freelancer.com Hi, Greetings! ✅checked your project details: ✅Completed Time: In project deadline We have worked on 900 + Projects. I have 6 + years of the experience in same kind of projects. If you are look Več
Hi, Statistics is my favorite subject and will be glad to help. I have skills in Data Processing, Statistics, R Programming Language, SPSS, Tableau Excel and python.
Hello there, I am a Data Analyst by practice, and by using appropriate statistical software, I can help you discover facts from your pool of data. I run both quantitative and qualitative analyses, professionally; I use Več
I am experienced in machine learning and clustering algorithms, and I am confident in my ability to conduct a comprehensive comparative analysis of constraint-based and semi-supervised clustering algorithms in weakly s Več
Hi, I am a data analyst/statistician and Economist with more than 5 years of experience. I can do your project, Please take time to check my profile and then you decide to contact me.
Hello. I read your requirement and also check attachment i will do that. Please come on chat we will discuss more about this. I will waiting your reply.
1. Expertise in Comparative Analysis of Clustering Techniques in Weakly Supervised Data across varied data types as per your requirment, including numerical and textual data.. I possess a strong knowledge base in handl Več
Hi there! As I have read, I see you need help conducting a research project that explores and compares the effectiveness of constraint-based and semi-supervised clustering algorithms in handling weakly supervised data Več
I can do it. As 9+ years experiences in these field. I can give good quality work. I have read the guidelines of your work.I believe that i can provide you the best quality works you are anticipating from this platform Več
Hello, I am excited to bid on your research project, which promises to contribute significantly to the field of machine learning. With my expertise in data analysis and machine learning algorithms, I am confident in m Več
Coming from a strong academic writing background, I have spent nearly a decade in the field as an Academic writer and researcher, providing high-quality, plagiarism-free work. My work has been published across various Več
Dear... How are you? I am Matlab expert and I have many experiences in data analysis of healthcare data. Especially, I completed "Predicting Heart Disease" before two month. In there, I analyzed heart disease data to a Več
As a highly experienced data scientist, I have the skills and expertise needed to successfully manage your research project on comparative analysis of clustering techniques in weakly supervised data. With a deep knowle Več
Hello, I just finished reading your project details and the attached PDF. I'm really interested in working with you and would love to chat more about the task details. Actually, after reading the PDF, I have a few qu Več
