activity
20162026
most citedClustering performance analysis using a new correlation-based cluster validity index

30 citations · 64 across the 14 of their papers we have counts for

collaborators

14 papers

math.PR2026

An approximate zero bias transformation for random sums: Applications to sampling with outliers, auto insurance, and generative AI

Wasamon Jantai, Nathakhun Wiroonsri

We develop bounds for the difference between a test function of a random sum and a standard normal random variable, where the summands are assumed to be independent but not n…

cs.LG2025

4TaStiC: Time and trend traveling time series clustering for classifying long-term type 2 diabetes patients

Onthada Preedasawakul, Nathakhun Wiroonsri

Diabetes is one of the most prevalent diseases worldwide, characterized by persistently high blood sugar levels, capable of damaging various internal organs and systems. Diabetes p…

stat.ML2025

Ranked differences Pearson correlation dissimilarity with an application to electricity users time series clustering

Chutiphan Charoensuk, Nathakhun Wiroonsri

Time series clustering is an unsupervised learning method for classifying time series data into groups with similar behavior. It is used in applications such as healthcare, finance…

stat.ML2024★ 5 cited

A Bayesian cluster validity index

Nathakhun Wiroonsri, Onthada Preedasawakul

Selecting the appropriate number of clusters is a critical step in applying clustering algorithms. To assist in this process, various cluster validity indices (CVIs) have been deve…

stat.ML2023★ 1 cited

A correlation-based fuzzy cluster validity index with secondary options detector

Nathakhun Wiroonsri, Onthada Preedasawakul

The optimal number of clusters is one of the main concerns when applying cluster analysis. Several cluster validity indexes have been introduced to address this problem. However, i…

math.CO2023★ 1 cited

The Expected Values of Hosoya Index and Merrifield-Simmons Index of Random Hexagonal Cacti

Moe Moe Oo, Nathakhun Wiroonsri, Natawat Klamsakul +2

Hosoya index and Merrifield-Simmons index are two well-known topological descriptors that reflex some physical properties, boiling point or heat of formation for instance, of bezen…

math.PR2022★ 2 cited

Normal approximation for fire incident simulation using permanental Cox processes

Dawud Thongtha, Nathakhun Wiroonsri

Estimating the number of natural disasters benefits the insurance industry in terms of risk management. However, the estimation process is complicated due to the fact that there ar…

math.PR2022

Concentration inequalities using approximate zero bias couplings with applications to Hoeffding's statistic under the Ewens distribution

Nathakhun Wiroonsri

We prove concentration inequalities of the form for a random variable with mean zero and variance using a coupling technique from Stein's met…

stat.AP2022★ 7 cited

Do elderly want to work? Modeling elderly's decision to fight aging Thailand

Krittiya Kantachote, Nathakhun Wiroonsri

Thailand has entered into an aging society since the year 2000. Using the 2017 Survey of the Older Persons in Thailand collected by Thailand National Statistical Office, this study…

stat.ML2021★ 30 cited

Clustering performance analysis using a new correlation-based cluster validity index

Nathakhun Wiroonsri

There are various cluster validity indices used for evaluating clustering results. One of the main objectives of using these indices is to seek the optimal unknown number of cluste…

math.PR2019★ 2 cited

Normal approximation for associated point processes via Stein's method with applications to determinantal point processes

Nathakhun Wiroonsri

We use Stein's method to provide non asymptotic bounds to the normal for functionals of associated point processes. As for supporting tools, we use the connection between ass…

math.PR2017★ 4 cited

Stein's method for negatively associated random variables with applications to second order stationary random fields

Nathakhun Wiroonsri

Let be a negatively associated mean zero random vector with components that obey the bound , and whose sum $W = \sum_{i=1…

math.PR2017

Stein's method using approximate zero bias couplings with applications to combinatorial central limit theorems under the Ewens distribution

Nathakhun Wiroonsri

We generalize the well-known zero bias distribution and the -Stein pair to an approximate zero bias distribution and an approximate -Stein pair, respectively. Berry Esseen…

math.PR2016★ 12 cited

Stein's method for positively associated random variables with applications to the Ising and voter models, bond percolation, and contact process

Larry Goldstein, Nathakhun Wiroonsri

We provide non-asymptotic bounds to the normal for four well-known models in statistical physics and particle systems in ; the ferromagnetic nearest-neighbor Is…