Average Localization Error (ALE) in sensor node localization process in WSNs
Donated on 8/13/2023
This data set can be used to test any regression-based machine learning algorithm. You can predict the ALE variable using four features.
Dataset Characteristics
Multivariate
Subject Area
Computer Science
Associated Tasks
Regression
Feature Type
Real
# Instances
107
# Features
4
Dataset Information
Additional Information
This data contains 6 columns (107x6). The first four columns are features, namely anchor ratio, the transmission range of a sensor, node density (here no. of sensor nodes), and iteration count. The fifth column is ALE (predictand) and the last column is the standard deviation value (you may ignore this column if not interested in the error in ALE). This data set is generated from modified Cuckoo search simulations.
Has Missing Values?
No
Introductory Paper
By Abhilash Singh, Vaibhav Kotiyal, Sandeep Sharma, Jaiprakash Nagar, Cheng-Chi Lee. 2020
Published in IEEE Access
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| anchor_ratio | Feature | Integer | no | ||
| trans_range | Feature | Integer | meters | no | |
| node_density | Feature | Integer | no | ||
| iterations | Feature | Integer | no | ||
| ale | Target | Continuous | meters | no | |
| sd_ale | Other | Continuous | no |
0 to 6 of 6
Additional Variable Information
This data contains four features and one predictand. Features are: 1. Anchor ratio 2. Transmission range (measured in meters) 3. Node density and 4. Iteration The predictand is ALE (measured in meters)
Dataset Files
| File | Size |
|---|---|
| mcs_ds_edited_iter_shuffled.csv | 4 KB |
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset average_localization_error_ale_in_sensor_node_localization_process_in_wsns = fetch_ucirepo(id=844) # data (as pandas dataframes) X = average_localization_error_ale_in_sensor_node_localization_process_in_wsns.data.features y = average_localization_error_ale_in_sensor_node_localization_process_in_wsns.data.targets # metadata print(average_localization_error_ale_in_sensor_node_localization_process_in_wsns.metadata) # variable information print(average_localization_error_ale_in_sensor_node_localization_process_in_wsns.variables)
Singh, A., Kotiyal, V., Sharma, S., Nagar, J., & Lee, C. (2020). Average Localization Error (ALE) in sensor node localization process in WSNs [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5ZP6R.
Creators
Abhilash Singh
abhilash.singh@ieee.org
Indian Institute of Science Education and Research Bhopal
Vaibhav Kotiyal
Sandeep Sharma
Jaiprakash Nagar
Cheng-Chi Lee
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.