activity
20162020
most citedSurvey of state-of-the-art mixed data clustering algorithms

259 citations · 275 across the 5 of their papers we have counts for

collaborators

6 papers

cs.SI2020★ 5 cited

The Number of Confirmed Cases of Covid-19 by using Machine Learning: Methods and Challenges

Amir Ahmada, Sunita Garhwal, Santosh Kumar Ray +3

Covid-19 is one of the biggest health challenges that the world has ever faced. Public health policy makers need the reliable prediction of the confirmed cases in future to plan me…

cs.LG2019

One-Class Classification by Ensembles of Regression models -- a detailed study

Amir Ahmad, Srikanth Bezawada

One-class classification (OCC) deals with the classification problem in which the training data has data points belonging only to target class. In this paper, we study a one-class…

cs.LG2019

initKmix -- A Novel Initial Partition Generation Algorithm for Clustering Mixed Data using k-means-based Clustering

Amir Ahmad, Shehroz S. Khan

Mixed datasets consist of both numeric and categorical attributes. Various k-means-based clustering algorithms have been developed for these datasets. Generally, these algorithms u…

cs.LG2018★ 259 cited

Survey of state-of-the-art mixed data clustering algorithms

Amir Ahmad, Shehroz S. Khan

Mixed data comprises both numeric and categorical features, and mixed datasets occur frequently in many domains, such as health, finance, and marketing. Clustering is often applied…

cs.LG2018★ 9 cited

Bootstrapping and Multiple Imputation Ensemble Approaches for Missing Data

Shehroz S. Khan, Amir Ahmad, Alex Mihailidis

Presence of missing values in a dataset can adversely affect the performance of a classifier. Single and Multiple Imputation are normally performed to fill in the missing values. I…

cs.LG2016★ 2 cited

Relationship between Variants of One-Class Nearest Neighbours and Creating their Accurate Ensembles

Shehroz S. Khan, Amir Ahmad

In one-class classification problems, only the data for the target class is available, whereas the data for the non-target class may be completely absent. In this paper, we study o…