Clustering is a supervised learning

Question

BlackTom AI · Accepted Answer

Question restatement: Clustering is a supervised learning. Answer options: True, False.
Option 1: True. This claim would imply that clustering relies on labeled data to guide the learning process. However, clustering is typically used to discover structure in data without predefined labels, which means it does not use supervision in the training phase. People might mistakenly think clustering is supervised because it yields grouped outputs, but the key distinction is the presence or absence of labeled training examples guiding the algorithm.
Option 2: False. The statement that clustering is supervised is incorrect because clustering aims to partition data into groups based on similarity without using external labels. In supervised learning, models are trained with input-output pairs (features and labels), whereas clustering operates in an unsupervised setting, seeking natural groupings or patterns in the data itself. This difference in the role of labels and guidance is the core reason why clustering is categorized as unsupervised rather than supervised.
Additional nuance: Some hybrid or semi-supervised approaches exist where partial labeling is used to influence clustering, but the canonical definition of clustering remains unsupervised. This helps distinguish it from bona fide supervised methods like classification or regression, where clear input-output mappings are provided during training.

Clustering is a supervised learning

查看解析

登录即可查看完整答案

类似问题

Which statement is TRUE?

如果你想使用聚类来训练一个网上商店的推荐系统，你应该选择哪种学习方法？ If you want to train a recommending system for an online shop using clustering, which learning method should you choose?

无监督学习最适合哪种任务？Which task would unsupervised learning be best suited for?

Of the following examples, which would you address using an "unsupervised" learning algorithm?

Which of the following are examples of unsupervised learning: A. Regression B. Clustering C. Classification

Clustering is a supervised learning

Which method is best for detecting patterns in unlabeled data?

更多留学生实用工具

考试浏览器助手

风格化写作助手

论文查重助手

文献引用助手

课堂转译助手

课堂笔记助手

Quiz搜索助手

学校历年真题

智能刷题助手

智能匹配练习

希望你的学习变得更简单