Questions tagged [fuzzy-classification]

10 questions
4
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1 answer

Solve tough clustering problem with overlapping clusters

I'm having some trouble to solve a hard clustering problem. I have a 2D dataset characterized by non spherical and partially overlaping clusters with different densities. I've read a lot about clustering methods and for this type of data DBSCAN,…
2
votes
2 answers

What's the difference between multi label classification and fuzzy classification?

Is it just the between academics and practitioners in term usage? Or is theoretical difference of how we consider each sample: as belonging to multiple classes at once or to one fuzzy class? Or this distinction has some practical meaning of how we…
2
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0 answers

FUZZY ARTMAP for continuous data

I was going through an IEEE research paper which has used Fuzzy ARTMAP for predicting the price of electricity given some highly correlated data. As per my basic understanding about Fuzzy ARTMAP, it is a classification algorithm, so how will it be…
1
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1 answer

partial numerical array - pattern matching

I have a linear numerical array source and I want to find/match test array as pattern : source = [39,36,23,21,28,36,30,22,34,37] test = [36,23,21,28] we can use brute force or similar method for finding the exact match, by checking test array from…
Mironline
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1
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3 answers

How to vectorize and speed-up double for-loop for pandas dataframe when doing text similarity scoring

I have the following dataframe: d_test = { 'name' : ['South Beach', 'Dog', 'Bird', 'Ant', 'Big Dog', 'Beach', 'Dear', 'Cat', 'Fish', 'Dry Fish'], 'cluster_number' : [1, 2, 3, 3, 2, 1, 4, 2, 2, 2] } df_test = pd.DataFrame(d_test) I want to…
illuminato
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1
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1 answer

How to process word similarity and categorize a group of words to a single word

Am new in this area and have been searching for some time only to find multiple different possible approaches but nothing concrete. If I have a wordlist of say; email_addr, email, email_address, address or more dissimilarly first, first_name,…
0
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1 answer

Measure of Separation for fuzzy clustering

Is there a measure of separation such as the Sillohete score for fuzzy clustering? I understand the logic for Hard-clustering algorithms but not sure about fuzzy. Is there a Python package for that such as scikit-learn?
0
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0 answers

Best model for enforcing corporate naming conventions

I'm working on a project (Python) to enforce the company naming convention of products on product lists provided by clients/suppliers. I'm having a list of company names (Standardised names) and those of external. I'm considering typos too -…
0
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1 answer

Fuzzy Classification in NLP

Is it possible to use use fuzzy classification models such as fknn, fsvm in nlp? I mean I've seen people use K-nn, SVM over textual feature datas extracted from twitter/reddit api to detect emotions like depression,, suicide etc. Can we use fuzzy…
0
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1 answer

How to use Fuzzy Topic Model as a Classification Model Input

I have fuzzy clustering for Topic modelling and got this . There are all total 50 topics[0 to 49] and each topic consists 30 words with a probability multiplicative factor. Now how do I make it as a Classifier input. My final goal to document…